Isaac_ros_centerpose on a trained model for custom object usin TAO toolkit and data from isaac sim yields no inference

TLDR: [centerpose_inference]: [NitrosPublisher] Negotiation ended with no results despite being able to get inference on images of same data using my trained pth model.

keypoints:

-my (new) intel realsense D435 camera is connected to USB 3.2
-I trained TAO centerpose model card end-to-end on custom model (for which I created the synthetic data in isaac sim) using TAO toolkit (trained using TAO 5.2)

The machine I trained the TAO centerpose:

$ tao info
Configuration of the TAO Toolkit Instance
task_group: ['model', 'dataset', 'deploy']
format_version: 3.0
toolkit_version: 5.2.0.1
published_date: 01/16/2024

-I converted the pth to onnx using TAO toolkit (using TAO 5.3)
-I converted the onnx to plan (trt engine) using isaac_ros_centerpose docker
/usr/src/tensorrt/bin/trtexec --onnx=${ISAAC_ROS_WS}/isaac_ros_assets/models/centerpose_mycustomclass/1/model.onnx --saveEngine=${ISAAC_ROS_WS}/isaac_ros_assets/models/centerpose_mycustomclass/1/model.plan

The machine where I am running ros2 docker and converted pth to onnx:

2025-02-10 15:56:02 [mona@DOS Downloads]$ tao info
Configuration of the TAO Toolkit Instance
task_group: ['model', 'dataset', 'deploy']
format_version: 3.0
toolkit_version: 5.3.0
published_date: 03/14/2024

Intel RealSense inside docker works:

However, rather weird it states detected two RealSense devices while I only have connected one RealSense camera.

Below, I change my class name in logs to mycustomclass:

admin@DOS:/workspaces/isaac_ros-dev$ ros2 launch isaac_ros_examples isaac_ros_examples.launch.py launch_fragments:=realsense_mono_rect,centerpose,centerpose_visualizer model_name:=centerpose_mycustomclass model_repository_paths:=[${ISAAC_ROS_WS}/isaac_ros_assets/models]
[INFO] [launch]: All log files can be found below /home/admin/.ros/log/2025-02-10-16-01-28-573240-DOS-73931
[INFO] [launch]: Default logging verbosity is set to INFO
[INFO] [component_container_mt-1]: process started with pid [73944]
[component_container_mt-1] [INFO] [1739221288.889006896] [isaac_ros_examples.container]: Load Library: /opt/ros/humble/lib/libresize_node.so
[component_container_mt-1] [INFO] [1739221288.917187504] [isaac_ros_examples.container]: Found class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::image_proc::ResizeNode>
[component_container_mt-1] [INFO] [1739221288.917209447] [isaac_ros_examples.container]: Instantiate class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::image_proc::ResizeNode>
[component_container_mt-1] [INFO] [1739221289.102824386] [centerpose_encoder.resize_node]: [NitrosNode] Initializing NitrosNode
[component_container_mt-1] [INFO] [1739221289.102987192] [NitrosContext]: [NitrosContext] Loading extension: gxf/lib/std/libgxf_std.so
[component_container_mt-1] [INFO] [1739221289.103771713] [NitrosContext]: [NitrosContext] Loading extension: gxf/lib/libgxf_isaac_gxf_helpers.so
[component_container_mt-1] [INFO] [1739221289.105553353] [NitrosContext]: [NitrosContext] Loading extension: gxf/lib/libgxf_isaac_sight.so
[component_container_mt-1] [INFO] [1739221289.107412112] [NitrosContext]: [NitrosContext] Loading extension: gxf/lib/libgxf_isaac_atlas.so
[component_container_mt-1] 2025-02-10 16:01:29.112 WARN  gxf/std/program.cpp@538: No GXF scheduler specified.
[component_container_mt-1] [INFO] [1739221289.112726848] [centerpose_encoder.resize_node]: [ResizeNode] Set output data format to: "nitros_image_rgb8"
[component_container_mt-1] [INFO] [1739221289.112775604] [centerpose_encoder.resize_node]: [NitrosNode] Starting NitrosNode
[component_container_mt-1] [INFO] [1739221289.118345575] [centerpose_encoder.resize_node]: [NitrosNode] Loading extensions
[component_container_mt-1] [INFO] [1739221289.118377460] [centerpose_encoder.resize_node]: [NitrosContext] Loading extension: gxf/lib/multimedia/libgxf_multimedia.so
[component_container_mt-1] [INFO] [1739221289.119828498] [centerpose_encoder.resize_node]: [NitrosContext] Loading extension: gxf/lib/libgxf_isaac_message_compositor.so
[component_container_mt-1] [INFO] [1739221289.120132933] [centerpose_encoder.resize_node]: [NitrosContext] Loading extension: gxf/lib/cuda/libgxf_cuda.so
[component_container_mt-1] [INFO] [1739221289.121667254] [centerpose_encoder.resize_node]: [NitrosContext] Loading extension: gxf/lib/libgxf_isaac_tensorops.so
[component_container_mt-1] [INFO] [1739221289.123733525] [centerpose_encoder.resize_node]: [NitrosNode] Loading graph to the optimizer
[component_container_mt-1] [INFO] [1739221289.125829272] [centerpose_encoder.resize_node]: [NitrosNode] Running optimization
[component_container_mt-1] [INFO] [1739221289.225382067] [centerpose_encoder.resize_node]: [NitrosNode] Obtaining graph IO group info from the optimizer
[component_container_mt-1] [INFO] [1739221289.227152497] [centerpose_encoder.resize_node]: [NitrosPublisherSubscriberGroup] Pinning the component "image_sink/sink" (type="nvidia::isaac_ros::MessageRelay") to use its compatible format only: "nitros_image_rgb8"
[component_container_mt-1] [INFO] [1739221289.231218321] [centerpose_encoder.resize_node]: [NitrosNode] Starting negotiation...
[component_container_mt-1] [INFO] [1739221289.231705752] [isaac_ros_examples.container]: Load Library: /opt/ros/humble/lib/librealsense2_camera.so
[INFO] [launch_ros.actions.load_composable_nodes]: Loaded node '/centerpose_encoder/resize_node' in container '/isaac_ros_examples/container'
[component_container_mt-1] [INFO] [1739221289.300577299] [isaac_ros_examples.container]: Found class: rclcpp_components::NodeFactoryTemplate<realsense2_camera::RealSenseNodeFactory>
[component_container_mt-1] [INFO] [1739221289.300635682] [isaac_ros_examples.container]: Instantiate class: rclcpp_components::NodeFactoryTemplate<realsense2_camera::RealSenseNodeFactory>
[component_container_mt-1] [INFO] [1739221289.325556783] [realsense2_camera]: RealSense ROS v4.51.1
[component_container_mt-1] [INFO] [1739221289.326010263] [realsense2_camera]: Built with LibRealSense v2.55.1
[component_container_mt-1] [INFO] [1739221289.326033832] [realsense2_camera]: Running with LibRealSense v2.55.1
[component_container_mt-1] [INFO] [1739221289.326805470] [isaac_ros_examples.container]: Load Library: /opt/ros/humble/lib/libimage_format_converter_node.so
[INFO] [launch_ros.actions.load_composable_nodes]: Loaded node '/realsense2_camera' in container '/isaac_ros_examples/container'
[component_container_mt-1] [INFO] [1739221289.328084661] [isaac_ros_examples.container]: Found class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::image_proc::ImageFormatConverterNode>
[component_container_mt-1] [INFO] [1739221289.328110784] [isaac_ros_examples.container]: Instantiate class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::image_proc::ImageFormatConverterNode>
[component_container_mt-1] [INFO] [1739221289.339894998] [centerpose_encoder.image_format_converter_node]: [NitrosNode] Initializing NitrosNode
[component_container_mt-1] [INFO] [1739221289.340907143] [centerpose_encoder.image_format_converter_node]: [ImageFormatConverterNode] Set output data format to: "nitros_image_rgb8"
[component_container_mt-1] [INFO] [1739221289.341006715] [centerpose_encoder.image_format_converter_node]: [NitrosNode] Starting NitrosNode
[component_container_mt-1] [INFO] [1739221289.377184915] [centerpose_encoder.image_format_converter_node]: [NitrosNode] Loading extensions
[component_container_mt-1] [INFO] [1739221289.377547615] [centerpose_encoder.image_format_converter_node]: [NitrosNode] Loading graph to the optimizer
[component_container_mt-1] [INFO] [1739221289.379463843] [centerpose_encoder.image_format_converter_node]: [NitrosNode] Running optimization
[component_container_mt-1] [INFO] [1739221289.429707895] [realsense2_camera]: Device with serial number 250122070375 was found.
[component_container_mt-1]
[component_container_mt-1] [INFO] [1739221289.429884015] [realsense2_camera]: Device with physical ID 2-1.4.4.2-11 was found.
[component_container_mt-1] [INFO] [1739221289.429891746] [realsense2_camera]: Device with name Intel RealSense D435 was found.
[component_container_mt-1] [INFO] [1739221289.430020197] [realsense2_camera]: Device with port number 2-1.4.4.2 was found.
[component_container_mt-1] [INFO] [1739221289.430026930] [realsense2_camera]: Device USB type: 3.2
[component_container_mt-1] [INFO] [1739221289.431061509] [realsense2_camera]: getParameters...
[component_container_mt-1] [INFO] [1739221289.431346742] [realsense2_camera]: JSON file is not provided
[component_container_mt-1] [INFO] [1739221289.431364976] [realsense2_camera]: Device Name: Intel RealSense D435
[component_container_mt-1] [INFO] [1739221289.431373940] [realsense2_camera]: Device Serial No: 250122070375
[component_container_mt-1] [INFO] [1739221289.431381357] [realsense2_camera]: Device physical port: 2-1.4.4.2-11
[component_container_mt-1] [INFO] [1739221289.431389619] [realsense2_camera]: Device FW version: 5.13.0.55
[component_container_mt-1] [INFO] [1739221289.431396820] [realsense2_camera]: Device Product ID: 0x0B07
[component_container_mt-1] [INFO] [1739221289.431403451] [realsense2_camera]: Sync Mode: Off
[component_container_mt-1] [INFO] [1739221289.434962253] [centerpose_encoder.image_format_converter_node]: [NitrosNode] Obtaining graph IO group info from the optimizer
[component_container_mt-1] [INFO] [1739221289.441849146] [centerpose_encoder.image_format_converter_node]: [NitrosPublisherSubscriberGroup] Pinning the component "sink/sink" (type="nvidia::isaac_ros::MessageRelay") to use its compatible format only: "nitros_image_rgb8"
[component_container_mt-1] [INFO] [1739221289.442922915] [centerpose_encoder.image_format_converter_node]: [NitrosNode] Starting negotiation...
[component_container_mt-1] [INFO] [1739221289.443199157] [centerpose_encoder.resize_node]: Negotiating
[component_container_mt-1] [INFO] [1739221289.443272665] [isaac_ros_examples.container]: Load Library: /opt/ros/humble/lib/libtriton_node.so
[INFO] [launch_ros.actions.load_composable_nodes]: Loaded node '/centerpose_encoder/image_format_converter_node' in container '/isaac_ros_examples/container'
[component_container_mt-1] [INFO] [1739221289.447409333] [isaac_ros_examples.container]: Found class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::dnn_inference::TritonNode>
[component_container_mt-1] [INFO] [1739221289.447444323] [isaac_ros_examples.container]: Instantiate class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::dnn_inference::TritonNode>
[component_container_mt-1] [INFO] [1739221289.450153655] [centerpose_inference]: [NitrosNode] Initializing NitrosNode
[component_container_mt-1] [INFO] [1739221289.450410812] [centerpose_inference]: [TritonNode] Set input data format to: "nitros_tensor_list_nchw_rgb_f32"
[component_container_mt-1] [INFO] [1739221289.450428969] [centerpose_inference]: [TritonNode] Set output data format to: "nitros_tensor_list_nhwc_rgb_f32"
[component_container_mt-1] [INFO] [1739221289.450462233] [centerpose_inference]: [NitrosNode] Starting NitrosNode
[component_container_mt-1] [INFO] [1739221289.453970151] [centerpose_inference]: [NitrosNode] Loading extensions
[component_container_mt-1] [INFO] [1739221289.454058784] [centerpose_inference]: [NitrosContext] Loading extension: gxf/lib/serialization/libgxf_serialization.so
[component_container_mt-1] [INFO] [1739221289.454723241] [centerpose_inference]: [NitrosContext] Loading extension: gxf/lib/libgxf_isaac_triton.so
[component_container_mt-1] [INFO] [1739221289.479194882] [centerpose_inference]: [NitrosNode] Loading graph to the optimizer
[component_container_mt-1] [INFO] [1739221289.481233699] [centerpose_inference]: [NitrosNode] Running optimization
[component_container_mt-1] [INFO] [1739221289.573398875] [centerpose_inference]: [NitrosNode] Obtaining graph IO group info from the optimizer
[component_container_mt-1] [INFO] [1739221289.582775973] [centerpose_inference]: [NitrosPublisherSubscriberGroup] Pinning the component "triton_request/input" (type="nvidia::gxf::DoubleBufferReceiver") to use its compatible format only: "nitros_tensor_list_nchw_rgb_f32"
[component_container_mt-1] [INFO] [1739221289.585963143] [centerpose_inference]: [NitrosPublisherSubscriberGroup] Pinning the component "sink/sink" (type="nvidia::isaac_ros::MessageRelay") to use its compatible format only: "nitros_tensor_list_nhwc_rgb_f32"
[component_container_mt-1] [INFO] [1739221289.586270324] [centerpose_inference]: [NitrosNode] Starting negotiation...
[INFO] [launch_ros.actions.load_composable_nodes]: Loaded node '/centerpose_inference' in container '/isaac_ros_examples/container'
[component_container_mt-1] [INFO] [1739221289.586663632] [isaac_ros_examples.container]: Load Library: /opt/ros/humble/lib/libcrop_node.so
[component_container_mt-1] [INFO] [1739221289.588163973] [isaac_ros_examples.container]: Found class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::image_proc::CropNode>
[component_container_mt-1] [INFO] [1739221289.588182309] [isaac_ros_examples.container]: Instantiate class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::image_proc::CropNode>
[component_container_mt-1] [INFO] [1739221289.590424827] [centerpose_encoder.crop_node]: [NitrosNode] Initializing NitrosNode
[component_container_mt-1] [INFO] [1739221289.590716813] [centerpose_encoder.crop_node]: [NitrosNode] Starting NitrosNode
[component_container_mt-1] [INFO] [1739221289.598196334] [centerpose_encoder.crop_node]: [NitrosNode] Loading extensions
[component_container_mt-1] [INFO] [1739221289.598303507] [centerpose_encoder.crop_node]: [NitrosNode] Loading graph to the optimizer
[component_container_mt-1] [INFO] [1739221289.600783361] [centerpose_encoder.crop_node]: [NitrosNode] Running optimization
[component_container_mt-1] [INFO] [1739221289.636305854] [centerpose_encoder.crop_node]: [NitrosNode] Obtaining graph IO group info from the optimizer
[component_container_mt-1] [INFO] [1739221289.641983510] [centerpose_encoder.crop_node]: [NitrosNode] Starting negotiation...
[component_container_mt-1] [INFO] [1739221289.642705347] [centerpose_encoder.resize_node]: Negotiating
[component_container_mt-1] [INFO] [1739221289.642736099] [centerpose_encoder.image_format_converter_node]: Negotiating
[INFO] [launch_ros.actions.load_composable_nodes]: Loaded node '/centerpose_encoder/crop_node' in container '/isaac_ros_examples/container'
[component_container_mt-1] [INFO] [1739221289.642972713] [centerpose_encoder.resize_node]: Negotiating
[component_container_mt-1] [INFO] [1739221289.643120004] [isaac_ros_examples.container]: Load Library: /opt/ros/humble/lib/libcenterpose_decoder_node.so
[component_container_mt-1] [INFO] [1739221289.643224078] [centerpose_encoder.crop_node]: Negotiating
[component_container_mt-1] [INFO] [1739221289.643243477] [centerpose_encoder.crop_node]: Could not negotiate
[component_container_mt-1] [INFO] [1739221289.643255194] [centerpose_encoder.crop_node]: Negotiating
[component_container_mt-1] [INFO] [1739221289.643261354] [centerpose_encoder.crop_node]: Could not negotiate
[component_container_mt-1] [INFO] [1739221289.650746363] [isaac_ros_examples.container]: Found class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::centerpose::CenterPoseDecoderNode>
[component_container_mt-1] [INFO] [1739221289.650779151] [isaac_ros_examples.container]: Instantiate class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::centerpose::CenterPoseDecoderNode>
[component_container_mt-1] [INFO] [1739221289.654331568] [centerpose_decoder_node]: [NitrosNode] Initializing NitrosNode
[component_container_mt-1] [INFO] [1739221289.654680637] [centerpose_decoder_node]: [NitrosNode] Starting NitrosNode
[component_container_mt-1] [INFO] [1739221289.657318941] [centerpose_decoder_node]: [NitrosNode] Loading extensions
[component_container_mt-1] [INFO] [1739221289.657422662] [centerpose_decoder_node]: [NitrosContext] Loading extension: gxf/lib/libgxf_isaac_centerpose.so
[component_container_mt-1] [INFO] [1739221289.659157118] [NitrosContext]: [NitrosContext] Loading extension: gxf/lib/libgxf_isaac_messages.so
[component_container_mt-1] [INFO] [1739221289.659638367] [centerpose_decoder_node]: [NitrosNode] Loading graph to the optimizer
[component_container_mt-1] [INFO] [1739221289.660708847] [centerpose_decoder_node]: [NitrosNode] Running optimization
[component_container_mt-1] [INFO] [1739221289.665662714] [centerpose_decoder_node]: [NitrosNode] Obtaining graph IO group info from the optimizer
[component_container_mt-1] [INFO] [1739221289.669474532] [centerpose_decoder_node]: [NitrosNode] Starting negotiation...
[component_container_mt-1] [INFO] [1739221289.669870887] [centerpose_inference]: Negotiating
[component_container_mt-1] [INFO] [1739221289.669908489] [centerpose_inference]: Could not negotiate
[INFO] [launch_ros.actions.load_composable_nodes]: Loaded node '/centerpose_decoder_node' in container '/isaac_ros_examples/container'
[component_container_mt-1] [INFO] [1739221289.670151444] [isaac_ros_examples.container]: Load Library: /opt/ros/humble/lib/libimage_to_tensor_node.so
[component_container_mt-1] [INFO] [1739221289.708028450] [isaac_ros_examples.container]: Found class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::dnn_inference::ImageToTensorNode>
[component_container_mt-1] [INFO] [1739221289.708086598] [isaac_ros_examples.container]: Instantiate class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::dnn_inference::ImageToTensorNode>
[component_container_mt-1] [INFO] [1739221289.712385650] [centerpose_encoder.image_to_tensor.ManagedNitrosSubscriber]: Starting Managed Nitros Subscriber
[component_container_mt-1] [INFO] [1739221289.712451708] [centerpose_encoder.crop_node]: Negotiating
[component_container_mt-1] [INFO] [1739221289.712534030] [centerpose_encoder.resize_node]: Negotiating
[component_container_mt-1] [INFO] [1739221289.712537365] [centerpose_encoder.image_format_converter_node]: Negotiating
[component_container_mt-1] [INFO] [1739221289.713221963] [centerpose_encoder.image_to_tensor.ManagedNitrosPublisher]: Starting Managed Nitros Publisher
[INFO] [launch_ros.actions.load_composable_nodes]: Loaded node '/centerpose_encoder/image_to_tensor' in container '/isaac_ros_examples/container'
[component_container_mt-1] [INFO] [1739221289.821173606] [isaac_ros_examples.container]: Load Library: /opt/ros/humble/lib/libcenterpose_visualizer_node.so
[component_container_mt-1] [INFO] [1739221289.822944458] [isaac_ros_examples.container]: Found class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::centerpose::CenterPoseVisualizerNode>
[component_container_mt-1] [INFO] [1739221289.822968729] [isaac_ros_examples.container]: Instantiate class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::centerpose::CenterPoseVisualizerNode>
[component_container_mt-1] [INFO] [1739221289.825851917] [centerpose_visualizer]: [NitrosNode] Initializing NitrosNode
[component_container_mt-1] [INFO] [1739221289.826073905] [centerpose_visualizer]: [NitrosNode] Starting NitrosNode
[component_container_mt-1] [INFO] [1739221289.829074333] [centerpose_visualizer]: [NitrosNode] Loading extensions
[component_container_mt-1] [INFO] [1739221289.829243181] [centerpose_visualizer]: [NitrosNode] Loading graph to the optimizer
[component_container_mt-1] [INFO] [1739221289.830074419] [centerpose_visualizer]: [NitrosNode] Running optimization
[component_container_mt-1] [INFO] [1739221289.833259576] [centerpose_visualizer]: [NitrosNode] Obtaining graph IO group info from the optimizer
[component_container_mt-1] [INFO] [1739221289.835950820] [centerpose_visualizer]: [NitrosNode] Starting negotiation...
[component_container_mt-1] [INFO] [1739221289.836385978] [centerpose_decoder_node]: Negotiating
[INFO] [launch_ros.actions.load_composable_nodes]: Loaded node '/centerpose_visualizer' in container '/isaac_ros_examples/container'
[component_container_mt-1] [INFO] [1739221289.836559949] [centerpose_inference]: Negotiating
[component_container_mt-1] [INFO] [1739221289.836583965] [centerpose_inference]: Could not negotiate
[component_container_mt-1] [INFO] [1739221289.836698677] [isaac_ros_examples.container]: Load Library: /opt/ros/humble/lib/libimage_tensor_normalize_node.so
[component_container_mt-1] [INFO] [1739221289.837916310] [isaac_ros_examples.container]: Found class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::dnn_inference::ImageTensorNormalizeNode>
[component_container_mt-1] [INFO] [1739221289.837936562] [isaac_ros_examples.container]: Instantiate class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::dnn_inference::ImageTensorNormalizeNode>
[component_container_mt-1] [INFO] [1739221289.841657352] [centerpose_encoder.normalize_node.ManagedNitrosSubscriber]: Starting Managed Nitros Subscriber
[component_container_mt-1] [INFO] [1739221289.841786100] [centerpose_encoder.image_to_tensor]: Negotiating
[component_container_mt-1] [INFO] [1739221289.841811297] [centerpose_encoder.image_to_tensor]: Could not negotiate
[component_container_mt-1] [INFO] [1739221289.842269256] [centerpose_encoder.normalize_node.ManagedNitrosPublisher]: Starting Managed Nitros Publisher
[INFO] [launch_ros.actions.load_composable_nodes]: Loaded node '/centerpose_encoder/normalize_node' in container '/isaac_ros_examples/container'
[component_container_mt-1] [INFO] [1739221289.846000783] [isaac_ros_examples.container]: Load Library: /opt/ros/humble/lib/libinterleaved_to_planar_node.so
[component_container_mt-1] [INFO] [1739221289.847089931] [isaac_ros_examples.container]: Found class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::dnn_inference::InterleavedToPlanarNode>
[component_container_mt-1] [INFO] [1739221289.847123206] [isaac_ros_examples.container]: Instantiate class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::dnn_inference::InterleavedToPlanarNode>
[component_container_mt-1] [INFO] [1739221289.851060364] [centerpose_encoder.interleaved_to_planar_node]: [NitrosNode] Initializing NitrosNode
[component_container_mt-1] [INFO] [1739221289.851479733] [centerpose_encoder.interleaved_to_planar_node]: [NitrosNode] Starting NitrosNode
[component_container_mt-1] [INFO] [1739221289.855179298] [centerpose_encoder.interleaved_to_planar_node]: [NitrosNode] Loading extensions
[component_container_mt-1] [INFO] [1739221289.855261955] [centerpose_encoder.interleaved_to_planar_node]: [NitrosNode] Loading graph to the optimizer
[component_container_mt-1] [INFO] [1739221289.856249428] [centerpose_encoder.interleaved_to_planar_node]: [NitrosNode] Running optimization
[component_container_mt-1] [INFO] [1739221289.859277249] [centerpose_encoder.interleaved_to_planar_node]: [NitrosNode] Obtaining graph IO group info from the optimizer
[component_container_mt-1] [INFO] [1739221289.861631196] [centerpose_encoder.interleaved_to_planar_node]: [NitrosNode] Starting negotiation...
[component_container_mt-1] [INFO] [1739221289.862040196] [centerpose_encoder.normalize_node]: Negotiating
[INFO] [launch_ros.actions.load_composable_nodes]: Loaded node '/centerpose_encoder/interleaved_to_planar_node' in container '/isaac_ros_examples/container'
[component_container_mt-1] [INFO] [1739221289.863774464] [isaac_ros_examples.container]: Load Library: /opt/ros/humble/lib/libreshape_node.so
[component_container_mt-1] [INFO] [1739221289.865720396] [isaac_ros_examples.container]: Found class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::dnn_inference::ReshapeNode>
[component_container_mt-1] [INFO] [1739221289.865745424] [isaac_ros_examples.container]: Instantiate class: rclcpp_components::NodeFactoryTemplate<nvidia::isaac_ros::dnn_inference::ReshapeNode>
[component_container_mt-1] [INFO] [1739221289.870185565] [centerpose_encoder.reshape_node]: [NitrosNode] Initializing NitrosNode
[component_container_mt-1] [INFO] [1739221289.870674823] [centerpose_encoder.reshape_node]: [NitrosNode] Starting NitrosNode
[component_container_mt-1] [INFO] [1739221289.875351073] [centerpose_encoder.reshape_node]: [NitrosNode] Loading extensions
[component_container_mt-1] [INFO] [1739221289.875455910] [centerpose_encoder.reshape_node]: [NitrosNode] Loading graph to the optimizer
[component_container_mt-1] [INFO] [1739221289.877007451] [centerpose_encoder.reshape_node]: [NitrosNode] Running optimization
[component_container_mt-1] [INFO] [1739221289.882280805] [centerpose_encoder.reshape_node]: [NitrosNode] Obtaining graph IO group info from the optimizer
[component_container_mt-1] [INFO] [1739221289.884822231] [centerpose_encoder.reshape_node]: [NitrosNode] Starting negotiation...
[INFO] [launch_ros.actions.load_composable_nodes]: Loaded node '/centerpose_encoder/reshape_node' in container '/isaac_ros_examples/container'
[component_container_mt-1] [INFO] [1739221289.885323107] [centerpose_encoder.interleaved_to_planar_node]: Negotiating
[component_container_mt-1] [INFO] [1739221289.885552421] [centerpose_encoder.normalize_node]: Negotiating
[component_container_mt-1] [WARN] [1739221289.937140868] [realsense2_camera]: re-enable the stream for the change to take effect.
[component_container_mt-1] [INFO] [1739221289.941092436] [realsense2_camera]: Stopping Sensor: RGB Camera
[component_container_mt-1] [INFO] [1739221289.955260635] [centerpose_encoder.reshape_node]: Negotiating
[component_container_mt-1] [INFO] [1739221289.955448464] [centerpose_encoder.interleaved_to_planar_node]: Negotiating
[component_container_mt-1] [INFO] [1739221289.955561947] [centerpose_encoder.normalize_node]: Negotiating
[component_container_mt-1] [INFO] [1739221289.964882365] [realsense2_camera]: Starting Sensor: RGB Camera
[component_container_mt-1] [INFO] [1739221289.972767153] [realsense2_camera]: Open profile: stream_type: Color(0), Format: RGB8, Width: 640, Height: 480, FPS: 15
[component_container_mt-1] [INFO] [1739221289.973582995] [realsense2_camera]: RealSense Node Is Up!
[component_container_mt-1] [INFO] [1739221290.232037496] [centerpose_encoder.resize_node]: [NitrosNode] Starting post negotiation setup
[component_container_mt-1] [INFO] [1739221290.232087742] [centerpose_encoder.resize_node]: [NitrosNode] Getting data format negotiation results
[component_container_mt-1] [INFO] [1739221290.232098925] [centerpose_encoder.resize_node]: [NitrosPublisher] Use the negotiated data format: "nitros_image_rgb8"
[component_container_mt-1] [INFO] [1739221290.232105322] [centerpose_encoder.resize_node]: [NitrosPublisher] Use the negotiated data format: "nitros_camera_info"
[component_container_mt-1] [INFO] [1739221290.232109999] [centerpose_encoder.resize_node]: [NitrosSubscriber] Negotiation ended with no results
[component_container_mt-1] [INFO] [1739221290.232114928] [centerpose_encoder.resize_node]: [NitrosSubscriber] Use the compatible subscriber: topic_name="/image_rect", data_format="nitros_image_rgb8"
[component_container_mt-1] [INFO] [1739221290.232119899] [centerpose_encoder.resize_node]: [NitrosSubscriber] Negotiation ended with no results
[component_container_mt-1] [INFO] [1739221290.232123325] [centerpose_encoder.resize_node]: [NitrosSubscriber] Use the compatible subscriber: topic_name="/camera_info_rect", data_format="nitros_camera_info"
[component_container_mt-1] [INFO] [1739221290.232228137] [centerpose_encoder.resize_node]: [NitrosNode] Exporting the final graph based on the negotiation results
[component_container_mt-1] [INFO] [1739221290.239085472] [centerpose_encoder.resize_node]: [NitrosNode] Wrote the final top level YAML graph to "/tmp/isaac_ros_nitros/graphs/ZMGQEKGXMU/ZMGQEKGXMU.yaml"
[component_container_mt-1] [INFO] [1739221290.239141681] [centerpose_encoder.resize_node]: [NitrosNode] Loading application
[component_container_mt-1] [INFO] [1739221290.241150432] [centerpose_encoder.resize_node]: [ResizeNode] postLoadGraphCallback().
[component_container_mt-1] [INFO] [1739221290.241218140] [centerpose_encoder.resize_node]: [NitrosNode] Initializing and running GXF graph
[component_container_mt-1] [INFO] [1739221290.250852321] [centerpose_encoder.resize_node]: [NitrosNode] Node was started
[component_container_mt-1]  10/02 16:01:30,299 WARNING [127680408192576] (messenger-libusb.cpp:42) control_transfer returned error, index: 768, error: Resource temporarily unavailable, number: 11
[component_container_mt-1] [INFO] [1739221290.443590883] [centerpose_encoder.image_format_converter_node]: [NitrosNode] Starting post negotiation setup
[component_container_mt-1] [INFO] [1739221290.443653657] [centerpose_encoder.image_format_converter_node]: [NitrosNode] Getting data format negotiation results
[component_container_mt-1] [INFO] [1739221290.443663275] [centerpose_encoder.image_format_converter_node]: [NitrosPublisher] Use the negotiated data format: "nitros_image_rgb8"
[component_container_mt-1] [INFO] [1739221290.443674500] [centerpose_encoder.image_format_converter_node]: [NitrosSubscriber] Use the negotiated data format: "nitros_image_rgb8"
[component_container_mt-1] [INFO] [1739221290.443808898] [centerpose_encoder.image_format_converter_node]: [NitrosNode] Exporting the final graph based on the negotiation results
[component_container_mt-1] [INFO] [1739221290.453604815] [centerpose_encoder.image_format_converter_node]: [NitrosNode] Wrote the final top level YAML graph to "/tmp/isaac_ros_nitros/graphs/JFVAAKNIDM/JFVAAKNIDM.yaml"
[component_container_mt-1] [INFO] [1739221290.453655214] [centerpose_encoder.image_format_converter_node]: [NitrosNode] Loading application
[component_container_mt-1] [INFO] [1739221290.454446036] [centerpose_encoder.image_format_converter_node]: [ImageFormatConverterNode] postLoadGraphCallback().
[component_container_mt-1] [INFO] [1739221290.454509370] [centerpose_encoder.image_format_converter_node]: [NitrosNode] Initializing and running GXF graph
[component_container_mt-1] [INFO] [1739221290.455471478] [centerpose_encoder.image_format_converter_node]: [NitrosNode] Node was started
[component_container_mt-1] [WARN] [1739221290.552465916] [realsense2_camera]:
[component_container_mt-1] [INFO] [1739221290.587036480] [centerpose_inference]: [NitrosNode] Starting post negotiation setup
[component_container_mt-1] [INFO] [1739221290.587097155] [centerpose_inference]: [NitrosNode] Getting data format negotiation results
[component_container_mt-1] [INFO] [1739221290.587105788] [centerpose_inference]: [NitrosSubscriber] Use the negotiated data format: "nitros_tensor_list_nchw_rgb_f32"
[component_container_mt-1] [INFO] [1739221290.587119820] [centerpose_inference]: [NitrosPublisher] Negotiation ended with no results
[component_container_mt-1] [INFO] [1739221290.587124548] [centerpose_inference]: [NitrosPublisher] Use only the compatible publisher: topic_name="/tensor_sub", data_format="nitros_tensor_list_nhwc_rgb_f32"
[component_container_mt-1] [INFO] [1739221290.587214488] [centerpose_inference]: [NitrosNode] Exporting the final graph based on the negotiation results
[component_container_mt-1] [INFO] [1739221290.601568237] [centerpose_inference]: [NitrosNode] Wrote the final top level YAML graph to "/tmp/isaac_ros_nitros/graphs/JSIABNGZDE/JSIABNGZDE.yaml"
[component_container_mt-1] [INFO] [1739221290.601624996] [centerpose_inference]: [NitrosNode] Loading application
[component_container_mt-1] 2025-02-10 16:01:30.602 WARN  gxf/std/yaml_file_loader.cpp@1076: Using unregistered parameter 'dummy_rx' in component 'requester'.
[component_container_mt-1] [INFO] [1739221290.602840079] [centerpose_inference]: In TritonNode postLoadGraphCallback().
[component_container_mt-1] [INFO] [1739221290.602921589] [centerpose_inference]: [NitrosNode] Initializing and running GXF graph
[component_container_mt-1] [INFO] [1739221290.642691135] [centerpose_encoder.crop_node]: [NitrosNode] Starting post negotiation setup
[component_container_mt-1] [INFO] [1739221290.642740070] [centerpose_encoder.crop_node]: [NitrosNode] Getting data format negotiation results
[component_container_mt-1] [INFO] [1739221290.642746891] [centerpose_encoder.crop_node]: [NitrosPublisher] Use the negotiated data format: "nitros_image_rgb8"
[component_container_mt-1] [INFO] [1739221290.642752331] [centerpose_encoder.crop_node]: [NitrosPublisher] Negotiation ended with no results
[component_container_mt-1] [INFO] [1739221290.642756428] [centerpose_encoder.crop_node]: [NitrosPublisher] Use only the compatible publisher: topic_name="/centerpose_encoder/crop/camera_info", data_format="nitros_camera_info"
[component_container_mt-1] [INFO] [1739221290.642762051] [centerpose_encoder.crop_node]: [NitrosSubscriber] Use the negotiated data format: "nitros_image_rgb8"
[component_container_mt-1] [INFO] [1739221290.642785373] [centerpose_encoder.crop_node]: [NitrosSubscriber] Use the negotiated data format: "nitros_camera_info"
[component_container_mt-1] [INFO] [1739221290.642868755] [centerpose_encoder.crop_node]: [NitrosNode] Exporting the final graph based on the negotiation results
[component_container_mt-1] [INFO] [1739221290.670213470] [centerpose_decoder_node]: [NitrosNode] Starting post negotiation setup
[component_container_mt-1] [INFO] [1739221290.670278216] [centerpose_decoder_node]: [NitrosNode] Getting data format negotiation results
[component_container_mt-1] [INFO] [1739221290.670288925] [centerpose_decoder_node]: [NitrosPublisher] Use the negotiated data format: "nitros_detection3_d_array"
[component_container_mt-1] [INFO] [1739221290.670296941] [centerpose_decoder_node]: [NitrosSubscriber] Negotiation ended with no results
[component_container_mt-1] [INFO] [1739221290.670301441] [centerpose_decoder_node]: [NitrosSubscriber] Use the compatible subscriber: topic_name="/tensor_sub", data_format="nitros_tensor_list_nchw_rgb_f32"
[component_container_mt-1] [INFO] [1739221290.670306532] [centerpose_decoder_node]: [NitrosSubscriber] Negotiation ended with no results
[component_container_mt-1] [INFO] [1739221290.670310087] [centerpose_decoder_node]: [NitrosSubscriber] Use the compatible subscriber: topic_name="/camera_info_rect", data_format="nitros_camera_info"
[component_container_mt-1] [INFO] [1739221290.670419258] [centerpose_decoder_node]: [NitrosNode] Exporting the final graph based on the negotiation results
[component_container_mt-1] [INFO] [1739221290.672924154] [centerpose_decoder_node]: [NitrosNode] Wrote the final top level YAML graph to "/tmp/isaac_ros_nitros/graphs/OQNCSVHVOG/OQNCSVHVOG.yaml"
[component_container_mt-1] [INFO] [1739221290.672982023] [centerpose_decoder_node]: [NitrosNode] Loading application
[component_container_mt-1] WARNING: infer_trtis_server.cpp:1217 NvDsTritonServerInit suggest to set model_control_mode:none. otherwise may cause unknow issues.
[component_container_mt-1] I0210 21:01:30.683645 73944 pinned_memory_manager.cc:277] "Pinned memory pool is created at '0x741e06000000' with size 268435456"
[component_container_mt-1] I0210 21:01:30.687045 73944 cuda_memory_manager.cc:107] "CUDA memory pool is created on device 0 with size 67108864"
[component_container_mt-1] I0210 21:01:30.690507 73944 server.cc:604]
[component_container_mt-1] +------------------+------+
[component_container_mt-1] | Repository Agent | Path |
[component_container_mt-1] +------------------+------+
[component_container_mt-1] +------------------+------+
[component_container_mt-1]
[component_container_mt-1] I0210 21:01:30.690530 73944 server.cc:631]
[component_container_mt-1] +---------+------+--------+
[component_container_mt-1] | Backend | Path | Config |
[component_container_mt-1] +---------+------+--------+
[component_container_mt-1] +---------+------+--------+
[component_container_mt-1]
[component_container_mt-1] I0210 21:01:30.690537 73944 server.cc:674]
[component_container_mt-1] +-------+---------+--------+
[component_container_mt-1] | Model | Version | Status |
[component_container_mt-1] +-------+---------+--------+
[component_container_mt-1] +-------+---------+--------+
[component_container_mt-1]
[component_container_mt-1] [INFO] [1739221290.699457587] [centerpose_encoder.crop_node]: [NitrosNode] Wrote the final top level YAML graph to "/tmp/isaac_ros_nitros/graphs/DKKDTEZERQ/DKKDTEZERQ.yaml"
[component_container_mt-1] [INFO] [1739221290.699505779] [centerpose_encoder.crop_node]: [NitrosNode] Loading application
[component_container_mt-1] I0210 21:01:30.717149 73944 metrics.cc:877] "Collecting metrics for GPU 0: NVIDIA GeForce RTX 3080 Laptop GPU"
[component_container_mt-1] I0210 21:01:30.720576 73944 metrics.cc:770] "Collecting CPU metrics"
[component_container_mt-1] I0210 21:01:30.720647 73944 tritonserver.cc:2598]
[component_container_mt-1] +----------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
[component_container_mt-1] | Option                           | Value                                                                                                                                                                                                           |
[component_container_mt-1] +----------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
[component_container_mt-1] | server_id                        | triton                                                                                                                                                                                                          |
[component_container_mt-1] | server_version                   | 2.49.0                                                                                                                                                                                                          |
[component_container_mt-1] | server_extensions                | classification sequence model_repository model_repository(unload_dependents) schedule_policy model_configuration system_shared_memory cuda_shared_memory binary_tensor_data parameters statistics trace logging |
[component_container_mt-1] | model_repository_path[0]         | /workspaces/isaac_ros-dev/isaac_ros_assets/models                                                                                                                                                               |
[component_container_mt-1] | model_control_mode               | MODE_EXPLICIT                                                                                                                                                                                                   |
[component_container_mt-1] | strict_model_config              | 1                                                                                                                                                                                                               |
[component_container_mt-1] | model_config_name                |                                                                                                                                                                                                                 |
[component_container_mt-1] | rate_limit                       | OFF                                                                                                                                                                                                             |
[component_container_mt-1] | pinned_memory_pool_byte_size     | 268435456                                                                                                                                                                                                       |
[component_container_mt-1] | cuda_memory_pool_byte_size{0}    | 67108864                                                                                                                                                                                                        |
[component_container_mt-1] | min_supported_compute_capability | 6.0                                                                                                                                                                                                             |
[component_container_mt-1] | strict_readiness                 | 1                                                                                                                                                                                                               |
[component_container_mt-1] | exit_timeout                     | 30                                                                                                                                                                                                              |
[component_container_mt-1] | cache_enabled                    | 0                                                                                                                                                                                                               |
[component_container_mt-1] +----------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
[component_container_mt-1]
[component_container_mt-1] [INFO] [1739221290.720934525] [centerpose_inference]: [NitrosNode] Node was started
[component_container_mt-1] I0210 21:01:30.722859 73944 model_lifecycle.cc:472] "loading: centerpose_mycustomclass:1"
[component_container_mt-1] [INFO] [1739221290.723621864] [centerpose_encoder.crop_node]: [CropNode] postLoadGraphCallback().
[component_container_mt-1] [INFO] [1739221290.723648473] [centerpose_decoder_node]: [NitrosNode] Initializing and running GXF graph
[component_container_mt-1] [INFO] [1739221290.723688783] [centerpose_encoder.crop_node]: [NitrosNode] Initializing and running GXF graph
[component_container_mt-1] [INFO] [1739221290.724334618] [centerpose_decoder_node]: [NitrosNode] Node was started
[component_container_mt-1] [INFO] [1739221290.726513328] [centerpose_encoder.crop_node]: [NitrosNode] Node was started
[component_container_mt-1] I0210 21:01:30.727396 73944 tensorrt.cc:65] "TRITONBACKEND_Initialize: tensorrt"
[component_container_mt-1] I0210 21:01:30.727407 73944 tensorrt.cc:75] "Triton TRITONBACKEND API version: 1.19"
[component_container_mt-1] I0210 21:01:30.727412 73944 tensorrt.cc:81] "'tensorrt' TRITONBACKEND API version: 1.19"
[component_container_mt-1] I0210 21:01:30.727416 73944 tensorrt.cc:105] "backend configuration:\n{\"cmdline\":{\"auto-complete-config\":\"false\",\"backend-directory\":\"/opt/tritonserver/backends\",\"min-compute-capability\":\"6.000000\",\"default-max-batch-size\":\"4\"}}"
[component_container_mt-1] I0210 21:01:30.730561 73944 tensorrt.cc:231] "TRITONBACKEND_ModelInitialize: centerpose_mycustomclass (version 1)"
[component_container_mt-1] I0210 21:01:30.739744 73944 tensorrt.cc:297] "TRITONBACKEND_ModelInstanceInitialize: centerpose_mycustomclass_0 (GPU device 0)"
[component_container_mt-1] [INFO] [1739221290.836590685] [centerpose_visualizer]: [NitrosNode] Starting post negotiation setup
[component_container_mt-1] [INFO] [1739221290.836645633] [centerpose_visualizer]: [NitrosNode] Getting data format negotiation results
[component_container_mt-1] [INFO] [1739221290.836653176] [centerpose_visualizer]: [NitrosPublisher] Negotiation ended with no results
[component_container_mt-1] [INFO] [1739221290.836658958] [centerpose_visualizer]: [NitrosPublisher] Use only the compatible publisher: topic_name="/centerpose/image_visualized", data_format="nitros_image_bgr8"
[component_container_mt-1] [INFO] [1739221290.836665358] [centerpose_visualizer]: [NitrosSubscriber] Negotiation ended with no results
[component_container_mt-1] [INFO] [1739221290.836669786] [centerpose_visualizer]: [NitrosSubscriber] Use the compatible subscriber: topic_name="/image_rect", data_format="nitros_image_bgr8"
[component_container_mt-1] [INFO] [1739221290.836675229] [centerpose_visualizer]: [NitrosSubscriber] Use the negotiated data format: "nitros_detection3_d_array"
[component_container_mt-1] [INFO] [1739221290.836680394] [centerpose_visualizer]: [NitrosSubscriber] Negotiation ended with no results
[component_container_mt-1] [INFO] [1739221290.836683670] [centerpose_visualizer]: [NitrosSubscriber] Use the compatible subscriber: topic_name="/camera_info_rect", data_format="nitros_camera_info"
[component_container_mt-1] [INFO] [1739221290.836777419] [centerpose_visualizer]: [NitrosNode] Exporting the final graph based on the negotiation results
[component_container_mt-1] [INFO] [1739221290.838091549] [centerpose_visualizer]: [NitrosNode] Wrote the final top level YAML graph to "/tmp/isaac_ros_nitros/graphs/WREAGHWGPJ/WREAGHWGPJ.yaml"
[component_container_mt-1] [INFO] [1739221290.838113968] [centerpose_visualizer]: [NitrosNode] Loading application
[component_container_mt-1] [INFO] [1739221290.838906143] [centerpose_visualizer]: [NitrosNode] Initializing and running GXF graph
[component_container_mt-1] [INFO] [1739221290.839260682] [centerpose_visualizer]: [NitrosNode] Node was started
[component_container_mt-1] [INFO] [1739221290.862204669] [centerpose_encoder.interleaved_to_planar_node]: [NitrosNode] Starting post negotiation setup
[component_container_mt-1] [INFO] [1739221290.862241982] [centerpose_encoder.interleaved_to_planar_node]: [NitrosNode] Getting data format negotiation results
[component_container_mt-1] [INFO] [1739221290.862249653] [centerpose_encoder.interleaved_to_planar_node]: [NitrosPublisher] Use the negotiated data format: "nitros_tensor_list_nchw_rgb_f32"
[component_container_mt-1] [INFO] [1739221290.862256936] [centerpose_encoder.interleaved_to_planar_node]: [NitrosSubscriber] Use the negotiated data format: "nitros_tensor_list_nhwc_rgb_f32"
[component_container_mt-1] [INFO] [1739221290.862335758] [centerpose_encoder.interleaved_to_planar_node]: [NitrosNode] Exporting the final graph based on the negotiation results
[component_container_mt-1] [INFO] [1739221290.864140446] [centerpose_encoder.interleaved_to_planar_node]: [NitrosNode] Wrote the final top level YAML graph to "/tmp/isaac_ros_nitros/graphs/CJIUZBWUGI/CJIUZBWUGI.yaml"
[component_container_mt-1] [INFO] [1739221290.864168168] [centerpose_encoder.interleaved_to_planar_node]: [NitrosNode] Loading application
[component_container_mt-1] [INFO] [1739221290.865014555] [centerpose_encoder.interleaved_to_planar_node]: In InterleavedToPlanarNode postLoadGraphCallback().
[component_container_mt-1] [INFO] [1739221290.865060078] [centerpose_encoder.interleaved_to_planar_node]: [NitrosNode] Initializing and running GXF graph
[component_container_mt-1] [INFO] [1739221290.876896226] [centerpose_encoder.interleaved_to_planar_node]: [NitrosNode] Node was started
[component_container_mt-1] [INFO] [1739221290.885692678] [centerpose_encoder.reshape_node]: [NitrosNode] Starting post negotiation setup
[component_container_mt-1] [INFO] [1739221290.885750325] [centerpose_encoder.reshape_node]: [NitrosNode] Getting data format negotiation results
[component_container_mt-1] [INFO] [1739221290.885757205] [centerpose_encoder.reshape_node]: [NitrosPublisher] Use the negotiated data format: "nitros_tensor_list_nchw_rgb_f32"
[component_container_mt-1] [INFO] [1739221290.885766238] [centerpose_encoder.reshape_node]: [NitrosSubscriber] Use the negotiated data format: "nitros_tensor_list_nchw_rgb_f32"
[component_container_mt-1] [INFO] [1739221290.885859814] [centerpose_encoder.reshape_node]: [NitrosNode] Exporting the final graph based on the negotiation results
[component_container_mt-1] [INFO] [1739221290.888165873] [centerpose_encoder.reshape_node]: [NitrosNode] Wrote the final top level YAML graph to "/tmp/isaac_ros_nitros/graphs/CRYHDQLOEC/CRYHDQLOEC.yaml"
[component_container_mt-1] [INFO] [1739221290.888194915] [centerpose_encoder.reshape_node]: [NitrosNode] Loading application
[component_container_mt-1] [INFO] [1739221290.889167397] [centerpose_encoder.reshape_node]: In ReshapeNode postLoadGraphCallback().
[component_container_mt-1] [INFO] [1739221290.889212549] [centerpose_encoder.reshape_node]: [NitrosNode] Initializing and running GXF graph
[component_container_mt-1] [INFO] [1739221290.890614759] [centerpose_encoder.reshape_node]: [NitrosNode] Node was started
[component_container_mt-1] I0210 21:01:30.947937 73944 logging.cc:46] "Loaded engine size: 152 MiB"
[component_container_mt-1] I0210 21:01:31.023285 73944 logging.cc:46] "[MS] Running engine with multi stream info"
[component_container_mt-1] I0210 21:01:31.023305 73944 logging.cc:46] "[MS] Number of aux streams is 6"
[component_container_mt-1] I0210 21:01:31.023309 73944 logging.cc:46] "[MS] Number of total worker streams is 7"
[component_container_mt-1] I0210 21:01:31.023312 73944 logging.cc:46] "[MS] The main stream provided by execute/enqueue calls is the first worker stream"
[component_container_mt-1] I0210 21:01:31.124269 73944 logging.cc:46] "[MemUsageChange] TensorRT-managed allocation in IExecutionContext creation: CPU +0, GPU +301, now: CPU 0, GPU 442 (MiB)"
[component_container_mt-1] I0210 21:01:31.124598 73944 instance_state.cc:186] "Created instance centerpose_mycustomclass_0 on GPU 0 with stream priority 0 and optimization profile default[0];"
[component_container_mt-1] I0210 21:01:31.124753 73944 model_lifecycle.cc:839] "successfully loaded 'centerpose_mycustomclass'"
[component_container_mt-1] INFO: infer_simple_runtime.cpp:71 TrtISBackend id:208 initialized model: centerpose_mycustomclass
[component_container_mt-1] 2025-02-10 16:01:31.306 WARN  extensions/triton/inferencers/triton_inferencer_impl.cpp@508: Incomplete inference; response appeared out of order; invalid: index = 2
[component_container_mt-1] 2025-02-10 16:01:31.306 WARN  extensions/triton/inferencers/triton_inferencer_impl.cpp@510: Inference appeared out of order
[component_container_mt-1] 2025-02-10 16:01:31.411 WARN  extensions/triton/inferencers/triton_inferencer_impl.cpp@508: Incomplete inference; response appeared out of order; invalid: index = 5
[component_container_mt-1] 2025-02-10 16:01:31.411 WARN  extensions/triton/inferencers/triton_inferencer_impl.cpp@510: Inference appeared out of order
[component_container_mt-1] 2025-02-10 16:01:31.458 WARN  extensions/triton/inferencers/triton_inferencer_impl.cpp@508: Incomplete inference; response appeared out of order; invalid: index = 6
[component_container_mt-1] 2025-02-10 16:01:31.458 WARN  extensions/triton/inferencers/triton_inferencer_impl.cpp@510: Inference appeared out of order
[component_container_mt-1] 2025-02-10 16:01:31.633 WARN  extensions/triton/inferencers/triton_inferencer_impl.cpp@508: Incomplete inference; response appeared out of order; invalid: index = 1
[component_container_mt-1] 2025-02-10 16:01:31.633 WARN  extensions/triton/inferencers/triton_inferencer_impl.cpp@510: Inference appeared out of order
[component_container_mt-1] W0210 21:01:31.722382 73944 metrics.cc:631] "Unable to get power limit for GPU 0. Status:Success, value:0.000000"
[component_container_mt-1] W0210 21:01:32.726401 73944 metrics.cc:631] "Unable to get power limit for GPU 0. Status:Success, value:0.000000"
[component_container_mt-1] W0210 21:01:33.726751 73944 metrics.cc:631] "Unable to get power limit for GPU 0. Status:Success, value:0.000000"
^C[WARNING] [launch]: user interrupted with ctrl-c (SIGINT)
[component_container_mt-1] [INFO] [1739221330.254495409] [rclcpp]: signal_handler(signum=2)
[component_container_mt-1] [INFO] [1739221330.257616623] [centerpose_encoder.reshape_node]: [NitrosNode] Terminating the running application
[component_container_mt-1] [INFO] [1739221330.257625294] [centerpose_encoder.reshape_node]: [NitrosContext] Interrupting GXF...
[component_container_mt-1] [INFO] [1739221330.257748407] [centerpose_encoder.reshape_node]: [NitrosContext] Waiting on GXF...
[component_container_mt-1] [INFO] [1739221330.257752832] [centerpose_encoder.reshape_node]: [NitrosContext] Deinitializing...
[component_container_mt-1] [INFO] [1739221330.258027108] [centerpose_encoder.reshape_node]: [NitrosContext] Destroying context
[component_container_mt-1] [INFO] [1739221330.258083766] [centerpose_encoder.reshape_node]: [NitrosNode] Application termination done
======================================================================================|------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |                                           Job Statistics Report (regular)                                                                                        |
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] | Name                                               |   Count | Time (Median - 90% - Max) [ms] | Load (%) | Exec(ms) | Variation (Median - 90% - Max) [ns]        |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |                                    WREAGHWGPJ_sink |     590 |     0.02 |     0.03 |     0.11 |    0.0 % |     14.0 |        21395 |        90060 |       158855 |
[component_container_mt-1] |                   WREAGHWGPJ_centerpose_visualizer |     591 |     0.25 |     0.28 |    35.93 |    0.9 % |    365.1 |        18120 |        69008 |      9696552 |
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |                                           Entity Statistics Report (regular)                                                                                     |
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] | Entity Name             | Entity State             |   Count | Time (Median - 90% - Max) [ms]                                                                    |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |         WREAGHWGPJ_sink  |              StopPending |       1 |  0.00276 |  0.00276 |  0.00276                                                                   |
[component_container_mt-1] |         WREAGHWGPJ_sink  |                     Idle |     590 | 66.73193 | 67.48820 | 100.45667                                                                   |
[component_container_mt-1] |         WREAGHWGPJ_sink  |                  Ticking |     590 |  0.01044 |  0.01427 |  0.08840                                                                   |
[component_container_mt-1] |         WREAGHWGPJ_sink  |              TickPending |     590 |  0.00497 |  0.00771 |  0.03538                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] | WREAGHWGPJ_centerpose_v  |              StopPending |       1 |  0.00484 |  0.00484 |  0.00484                                                                   |
[component_container_mt-1] | WREAGHWGPJ_centerpose_v  |                     Idle |     591 | 66.53276 | 66.72739 | 100.00126                                                                   |
[component_container_mt-1] | WREAGHWGPJ_centerpose_v  |                  Ticking |     591 |  0.23070 |  0.25760 | 35.90164                                                                   |
[component_container_mt-1] | WREAGHWGPJ_centerpose_v  |              TickPending |     591 |  0.01146 |  0.01322 |  0.07395                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |                                           Job Statistics Report (regular)                                                                                        |
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] | Name                                               |   Count | Time (Median - 90% - Max) [ms] | Load (%) | Exec(ms) | Variation (Median - 90% - Max) [ns]        |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |                                    OQNCSVHVOG_sink |     591 |     0.03 |     0.04 |     0.09 |    0.0 % |     15.1 |        28710 |       112335 |       308013 |
[component_container_mt-1] |             OQNCSVHVOG_centerpose_decoder_to_isaac |     591 |     0.07 |     0.08 |     0.37 |    0.1 % |     44.7 |        40509 |       110362 |       147809 |
[component_container_mt-1] |                      OQNCSVHVOG_centerpose_decoder |     591 |     0.18 |     0.21 |    24.61 |    0.5 % |    175.0 |        29482 |        87362 |      2492984 |
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |                                           Entity Statistics Report (regular)                                                                                     |
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] | Entity Name             | Entity State             |   Count | Time (Median - 90% - Max) [ms]                                                                    |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |         OQNCSVHVOG_sink  |              StopPending |       1 |  0.00243 |  0.00243 |  0.00243                                                                   |
[component_container_mt-1] |         OQNCSVHVOG_sink  |                     Idle |     591 | 66.77549 | 67.85348 | 100.76833                                                                   |
[component_container_mt-1] |         OQNCSVHVOG_sink  |                  Ticking |     591 |  0.01356 |  0.01575 |  0.04733                                                                   |
[component_container_mt-1] |         OQNCSVHVOG_sink  |              TickPending |     591 |  0.00797 |  0.01367 |  0.04579                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] | OQNCSVHVOG_centerpose_d  |              StopPending |       1 |  0.00356 |  0.00356 |  0.00356                                                                   |
[component_container_mt-1] | OQNCSVHVOG_centerpose_d  |                     Idle |     591 | 66.72070 | 67.78604 | 100.63837                                                                   |
[component_container_mt-1] | OQNCSVHVOG_centerpose_d  |                  Ticking |     591 |  0.05572 |  0.06314 |  0.34985                                                                   |
[component_container_mt-1] | OQNCSVHVOG_centerpose_d  |              TickPending |     591 |  0.00876 |  0.00996 |  0.02812                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] | OQNCSVHVOG_centerpose_d  |              StopPending |       1 |  0.00490 |  0.00490 |  0.00490                                                                   |
[component_container_mt-1] | OQNCSVHVOG_centerpose_d  |                     Idle |     591 | 66.59292 | 67.67614 | 98.37463                                                                   |
[component_container_mt-1] | OQNCSVHVOG_centerpose_d  |                  Ticking |     591 |  0.16108 |  0.17554 | 24.57759                                                                   |
[component_container_mt-1] | OQNCSVHVOG_centerpose_d  |              TickPending |     591 |  0.01022 |  0.01936 |  0.05962                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] 2025-02-10 16:02:10.281 WARN  gxf/std/double_buffer_receiver.cpp@40: Unprocessed num of message 11 in queue: DKKDTEZERQ_crop_and_resizer:bbox_receiver
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |                                           Job Statistics Report (regular)                                                                                        |
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] | Name                                               |   Count | Time (Median - 90% - Max) [ms] | Load (%) | Exec(ms) | Variation (Median - 90% - Max) [ns]        |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |                        DKKDTEZERQ_camera_info_sink |     592 |     0.02 |     0.03 |     0.07 |    0.0 % |     15.3 |        12805 |        40896 |       144203 |
[component_container_mt-1] |                              DKKDTEZERQ_image_sink |     592 |     0.02 |     0.04 |     0.15 |    0.0 % |     14.6 |        20797 |        38894 |       154958 |
[component_container_mt-1] |                                DKKDTEZERQ_splitter |     592 |     0.06 |     0.08 |     0.17 |    0.1 % |     40.8 |        16623 |        62712 |       127204 |
[component_container_mt-1] |                        DKKDTEZERQ_crop_and_resizer |     592 |     0.04 |     0.05 |     0.09 |    0.1 % |     25.1 |        29849 |        96838 |       150778 |
[component_container_mt-1] |                        DKKDTEZERQ_input_compositor |     592 |     0.06 |     0.07 |     0.14 |    0.1 % |     37.8 |        15845 |        33309 |       146838 |
[component_container_mt-1] |                                    DKKDTEZERQ_bbox |     604 |     0.05 |     0.07 |     0.17 |    0.1 % |     33.4 |        13937 |        25786 |      2826219 |
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |                                           Entity Statistics Report (regular)                                                                                     |
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] | Entity Name             | Entity State             |   Count | Time (Median - 90% - Max) [ms]                                                                    |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] | DKKDTEZERQ_camera_info_  |              StopPending |       1 |  0.00241 |  0.00241 |  0.00241                                                                   |
[component_container_mt-1] | DKKDTEZERQ_camera_info_  |                     Idle |     592 | 66.70375 | 67.67208 | 108.88422                                                                   |
[component_container_mt-1] | DKKDTEZERQ_camera_info_  |                  Ticking |     592 |  0.01145 |  0.01783 |  0.04607                                                                   |
[component_container_mt-1] | DKKDTEZERQ_camera_info_  |              TickPending |     592 |  0.00669 |  0.01047 |  0.02865                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |   DKKDTEZERQ_image_sink  |              StopPending |       1 |  0.00194 |  0.00194 |  0.00194                                                                   |
[component_container_mt-1] |   DKKDTEZERQ_image_sink  |                     Idle |     592 | 66.70643 | 67.66310 | 108.90712                                                                   |
[component_container_mt-1] |   DKKDTEZERQ_image_sink  |                  Ticking |     592 |  0.01008 |  0.02371 |  0.13559                                                                   |
[component_container_mt-1] |   DKKDTEZERQ_image_sink  |              TickPending |     592 |  0.00409 |  0.01073 |  0.02929                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |     DKKDTEZERQ_splitter  |              StopPending |       1 |  0.00305 |  0.00305 |  0.00305                                                                   |
[component_container_mt-1] |     DKKDTEZERQ_splitter  |                     Idle |     592 | 66.71454 | 67.67368 | 108.84765                                                                   |
[component_container_mt-1] |     DKKDTEZERQ_splitter  |                  Ticking |     592 |  0.05037 |  0.06334 |  0.15516                                                                   |
[component_container_mt-1] |     DKKDTEZERQ_splitter  |              TickPending |     592 |  0.00546 |  0.01018 |  0.02820                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] | DKKDTEZERQ_crop_and_res  |              StopPending |       1 |  0.00278 |  0.00278 |  0.00278                                                                   |
[component_container_mt-1] | DKKDTEZERQ_crop_and_res  |                     Idle |     592 | 66.69544 | 67.68563 | 108.91395                                                                   |
[component_container_mt-1] | DKKDTEZERQ_crop_and_res  |                  Ticking |     592 |  0.02224 |  0.02949 |  0.05876                                                                   |
[component_container_mt-1] | DKKDTEZERQ_crop_and_res  |              TickPending |     592 |  0.01103 |  0.01336 |  0.04376                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] | DKKDTEZERQ_input_compos  |              StopPending |       1 |  0.00454 |  0.00454 |  0.00454                                                                   |
[component_container_mt-1] | DKKDTEZERQ_input_compos  |                     Idle |     592 | 66.74619 | 67.79883 | 108.91213                                                                   |
[component_container_mt-1] | DKKDTEZERQ_input_compos  |                  Ticking |     592 |  0.04407 |  0.05632 |  0.10428                                                                   |
[component_container_mt-1] | DKKDTEZERQ_input_compos  |              TickPending |     592 |  0.00846 |  0.01095 |  0.04924                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |         DKKDTEZERQ_bbox  |              StopPending |       1 |  0.00270 |  0.00270 |  0.00270                                                                   |
[component_container_mt-1] |         DKKDTEZERQ_bbox  |                     Idle |     604 | 66.74247 | 67.66487 | 108.88184                                                                   |
[component_container_mt-1] |         DKKDTEZERQ_bbox  |                  Ticking |     604 |  0.04068 |  0.06114 |  0.14403                                                                   |
[component_container_mt-1] |         DKKDTEZERQ_bbox  |              TickPending |     604 |  0.00392 |  0.00645 |  0.03225                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |==================================================================================================================================================================|
^C[WARNING] [launch]: user interrupted with ctrl-c (SIGINT) again, ignoring...
[component_container_mt-1] [INFO] [1739221330.990006718] [rclcpp]: signal_handler(signum=2)
[component_container_mt-1] I0210 21:02:11.289728 73944 server.cc:345] "Timeout 29: Found 0 live models and 0 in-flight non-inference requests"
[component_container_mt-1] [INFO] [1739221331.312994617] [centerpose_inference]: [NitrosNode] Application termination done
[component_container_mt-1] [INFO] [1739221331.320007648] [centerpose_encoder.image_format_converter_node]: [NitrosNode] Terminating the running application
[component_container_mt-1] [INFO] [1739221331.320019381] [centerpose_encoder.image_format_converter_node]: [NitrosContext] Interrupting GXF...
[component_container_mt-1] [INFO] [1739221331.320192371] [centerpose_encoder.image_format_converter_node]: [NitrosContext] Waiting on GXF...
[component_container_mt-1] [INFO] [1739221331.320195157] [centerpose_encoder.image_format_converter_node]: [NitrosContext] Deinitializing...
[component_container_mt-1] [INFO] [1739221331.320686418] [centerpose_encoder.image_format_converter_node]: [NitrosContext] Destroying context
[component_container_mt-1] [INFO] [1739221331.320754173] [centerpose_encoder.image_format_converter_node]: [NitrosNode] Application termination done
[component_container_mt-1] [INFO] [1739221331.325118794] [realsense2_camera]: Stop Sensor: RGB Camera
[component_container_mt-1] [INFO] [1739221331.325130494] [realsense2_camera]: Close Sensor.
[component_container_mt-1] [INFO] [1739221332.001993877] [realsense2_camera]: Close Sensor - Done.
[component_container_mt-1] [INFO] [1739221333.564996914] [centerpose_encoder.resize_node]: [NitrosNode] Terminating the running application
[component_container_mt-1] [INFO] [1739221333.565008207] [centerpose_encoder.resize_node]: [NitrosContext] Interrupting GXF...
[component_container_mt-1] [INFO] [1739221333.565281745] [centerpose_encoder.resize_node]: [NitrosContext] Waiting on GXF...
[component_container_mt-1] [INFO] [1739221333.565285278] [centerpose_encoder.resize_node]: [NitrosContext] Deinitializing...
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |                                           Job Statistics Report (regular)                                                                                        |
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] | Name                                               |   Count | Time (Median - 90% - Max) [ms] | Load (%) | Exec(ms) | Variation (Median - 90% - Max) [ns]        |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |                                    JFVAAKNIDM_sink |     596 |     0.02 |     0.03 |     0.08 |    0.0 % |     13.5 |         8224 |        77824 |       147252 |
[component_container_mt-1] |                          JFVAAKNIDM_imageConverter |     596 |     0.03 |     0.04 |     0.12 |    0.0 % |     18.2 |        22447 |        52278 |       142550 |
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |                                           Entity Statistics Report (regular)                                                                                     |
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] | Entity Name             | Entity State             |   Count | Time (Median - 90% - Max) [ms]                                                                    |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |         JFVAAKNIDM_sink  |              StopPending |       1 |  0.00435 |  0.00435 |  0.00435                                                                   |
[component_container_mt-1] |         JFVAAKNIDM_sink  |                     Idle |     596 | 66.62061 | 67.06029 | 1102.34630                                                                   |
[component_container_mt-1] |         JFVAAKNIDM_sink  |                  Ticking |     596 |  0.01145 |  0.01615 |  0.04482                                                                   |
[component_container_mt-1] |         JFVAAKNIDM_sink  |              TickPending |     596 |  0.00460 |  0.00841 |  0.03740                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] | JFVAAKNIDM_imageConvert  |              StopPending |       1 |  0.01104 |  0.01104 |  0.01104                                                                   |
[component_container_mt-1] | JFVAAKNIDM_imageConvert  |                     Idle |     596 | 66.62416 | 67.04506 | 1102.47108                                                                   |
[component_container_mt-1] | JFVAAKNIDM_imageConvert  |                  Ticking |     596 |  0.01359 |  0.01828 |  0.11120                                                                   |
[component_container_mt-1] | JFVAAKNIDM_imageConvert  |              TickPending |     596 |  0.00805 |  0.01039 |  0.03589                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |                                           Job Statistics Report (regular)                                                                                        |
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] | Name                                               |   Count | Time (Median - 90% - Max) [ms] | Load (%) | Exec(ms) | Variation (Median - 90% - Max) [ns]        |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |                        ZMGQEKGXMU_camera_info_sink |     596 |     0.02 |     0.03 |     0.19 |    0.0 % |     13.0 |         7460 |        25108 |       198994 |
[component_container_mt-1] |                              ZMGQEKGXMU_image_sink |     596 |     0.02 |     0.02 |     0.18 |    0.0 % |     14.4 |         5797 |         7389 |       103247 |
[component_container_mt-1] |                                ZMGQEKGXMU_splitter |     596 |     0.05 |     0.06 |     0.21 |    0.1 % |     37.9 |         6796 |        10536 |       147822 |
[component_container_mt-1] |                              ZMGQEKGXMU_streamsync |     596 |     0.07 |     0.08 |    12.52 |    0.2 % |     68.0 |         6212 |        14046 |       174328 |
[component_container_mt-1] |                            ZMGQEKGXMU_imageResizer |     596 |     0.12 |     0.14 |     7.85 |    0.2 % |     92.0 |         9187 |        20901 |       126711 |
[component_container_mt-1] |                        ZMGQEKGXMU_input_compositor |     596 |     0.09 |     0.10 |     0.21 |    0.1 % |     55.5 |        19591 |        45694 |       146006 |
[component_container_mt-1] |                                    ZMGQEKGXMU_sync |     596 |     0.04 |     0.06 |     0.09 |    0.1 % |     29.5 |        24213 |        48347 |       147398 |
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] |                                           Entity Statistics Report (regular)                                                                                     |
[component_container_mt-1] |==================================================================================================================================================================|
[component_container_mt-1] | Entity Name             | Entity State             |   Count | Time (Median - 90% - Max) [ms]                                                                    |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] | ZMGQEKGXMU_camera_info_  |              StopPending |       1 |  0.00222 |  0.00222 |  0.00222                                                                   |
[component_container_mt-1] | ZMGQEKGXMU_camera_info_  |                     Idle |     596 | 66.65619 | 67.02170 | 3348.02535                                                                   |
[component_container_mt-1] | ZMGQEKGXMU_camera_info_  |                  Ticking |     596 |  0.01097 |  0.01559 |  0.12040                                                                   |
[component_container_mt-1] | ZMGQEKGXMU_camera_info_  |              TickPending |     596 |  0.00316 |  0.00369 |  0.02647                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |   ZMGQEKGXMU_image_sink  |              StopPending |       1 |  0.00283 |  0.00283 |  0.00283                                                                   |
[component_container_mt-1] |   ZMGQEKGXMU_image_sink  |                     Idle |     596 | 66.66217 | 67.01967 | 3348.02047                                                                   |
[component_container_mt-1] |   ZMGQEKGXMU_image_sink  |                  Ticking |     596 |  0.01141 |  0.01398 |  0.15463                                                                   |
[component_container_mt-1] |   ZMGQEKGXMU_image_sink  |              TickPending |     596 |  0.00438 |  0.00792 |  0.02958                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |     ZMGQEKGXMU_splitter  |              StopPending |       1 |  0.00304 |  0.00304 |  0.00304                                                                   |
[component_container_mt-1] |     ZMGQEKGXMU_splitter  |                     Idle |     596 | 66.62930 | 66.98543 | 3348.04329                                                                   |
[component_container_mt-1] |     ZMGQEKGXMU_splitter  |                  Ticking |     596 |  0.04487 |  0.05740 |  0.19876                                                                   |
[component_container_mt-1] |     ZMGQEKGXMU_splitter  |              TickPending |     596 |  0.00471 |  0.00544 |  0.03981                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |   ZMGQEKGXMU_streamsync  |              StopPending |       1 |  0.00290 |  0.00290 |  0.00290                                                                   |
[component_container_mt-1] |   ZMGQEKGXMU_streamsync  |                     Idle |     596 | 66.67115 | 66.97693 | 3348.10540                                                                   |
[component_container_mt-1] |   ZMGQEKGXMU_streamsync  |                  Ticking |     596 |  0.04848 |  0.07114 | 12.50004                                                                   |
[component_container_mt-1] |   ZMGQEKGXMU_streamsync  |              TickPending |     596 |  0.00417 |  0.00843 |  0.03318                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] | ZMGQEKGXMU_imageResizer  |              StopPending |       1 |  0.00318 |  0.00318 |  0.00318                                                                   |
[component_container_mt-1] | ZMGQEKGXMU_imageResizer  |                     Idle |     596 | 66.61174 | 66.85692 | 3348.24979                                                                   |
[component_container_mt-1] | ZMGQEKGXMU_imageResizer  |                  Ticking |     596 |  0.10641 |  0.12662 |  7.81051                                                                   |
[component_container_mt-1] | ZMGQEKGXMU_imageResizer  |              TickPending |     596 |  0.00798 |  0.01626 |  0.03747                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] | ZMGQEKGXMU_input_compos  |              StopPending |       1 |  0.00381 |  0.00381 |  0.00381                                                                   |
[component_container_mt-1] | ZMGQEKGXMU_input_compos  |                     Idle |     596 | 66.64301 | 66.82423 | 3348.37176                                                                   |
[component_container_mt-1] | ZMGQEKGXMU_input_compos  |                  Ticking |     596 |  0.06857 |  0.08226 |  0.20369                                                                   |
[component_container_mt-1] | ZMGQEKGXMU_input_compos  |              TickPending |     596 |  0.00763 |  0.01306 |  0.04108                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |         ZMGQEKGXMU_sync  |              StopPending |       1 |  0.00859 |  0.00859 |  0.00859                                                                   |
[component_container_mt-1] |         ZMGQEKGXMU_sync  |                     Idle |     596 | 66.68090 | 66.83311 | 3348.45048                                                                   |
[component_container_mt-1] [INFO] [1739221333.565971220] [centerpose_encoder.resize_node]: [NitrosContext] Destroying context
[component_container_mt-1] [INFO] [1739221333.566100322] [centerpose_encoder.resize_node]: [NitrosNode] Application termination done
[component_container_mt-1] |         ZMGQEKGXMU_sync  |                  Ticking |     596 |  0.02683 |  0.03372 |  0.05393                                                                   |
[component_container_mt-1] |         ZMGQEKGXMU_sync  |              TickPending |     596 |  0.01194 |  0.01629 |  0.04534                                                                   |
[component_container_mt-1] |------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[component_container_mt-1] |==================================================================================================================================================================|
[INFO] [component_container_mt-1]: process has finished cleanly [pid 73944]
[2]+  Killed                  ros2 launch isaac_ros_examples isaac_ros_examples.launch.py launch_fragments:=realsense_mono_rect,centerpose,centerpose_visualizer model_name:=centerpose_shoe model_repository_paths:=[${ISAAC_ROS_WS}/isaac_ros_assets/models]
admin@DOS:/workspaces/isaac_ros-dev$


When running the admin@DOS:/workspaces/isaac_ros-dev$ ros2 launch isaac_ros_examples isaac_ros_examples.launch.py launch_fragments:=realsense_mono_rect,centerpose,centerpose_visualizer model_name:=centerpose_mycustomclass model_repository_paths:=[${ISAAC_ROS_WS}/isaac_ros_assets/models] command, I open another terminal following instructions:

2025-02-10 15:41:40 [mona@DOS isaac_ros_common]$ ./scripts/run_dev.sh 
Attaching to running container: isaac_ros_dev-x86_64-container
Docker workspace: /workspaces/isaac_ros-dev
admin@DOS:/workspaces/isaac_ros-dev$ ros2 run rqt_image_view rqt_image_view /centerpose/image_visualized
QStandardPaths: XDG_RUNTIME_DIR not set, defaulting to '/tmp/runtime-admin'

However, in rviz in visualized section, I don’t see 6D pose but I only see the RGB feed. When I do the same process for centerpose_shoes I do see the 6D pose visualization.

Could you please guide how to troubleshoot this further and fix it?
My model is structured as below:

admin@DOS:/workspaces/isaac_ros-dev/isaac_ros_assets/models/centerpose_mycustomclass$ tree .
.
├── 1
│   ├── model.onnx
│   └── model.plan
└── config.pbtxt

1 directory, 3 files

Also, the only thing different in my config.pbtxt is the name of model: name: "centerpose_mycustomclass"
compared to centerpose_shoe.

admin@DOS:/workspaces/isaac_ros-dev/isaac_ros_assets/models/centerpose_mycustomclass/1$ ls
model.onnx  model.plan
admin@DOS:/workspaces/isaac_ros-dev/isaac_ros_assets/models/centerpose_mycustomclass/1$ python
Python 3.10.12 (main, Jan 17 2025, 14:35:34) [GCC 11.4.0] on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> import onnx
>>> model = onnx.load("model.onnx")
>>> onnx.checker.check_model(model)
>>> 

@dusty_nv @Raffaello

Could you please have a look at this issue?

I also noticed that while isaac_ros_dope has native converter for pth to onnx, there was no such thing in tutorial for isaac_ros_centerpose.

Could you state how to convert the model I trained using TAO toolkit from pth to onnx as this could be the cause of problem:

https://nvidia-isaac-ros.github.io/concepts/pose_estimation/dope/tutorial_triton.html

I am not sure otherwise why I am not getting any inference when I am able to get inference using TAO toolkit on offline images taken using same camera for my custom object.

Please let me know if more details are needed.

→ no pth to onnx converter here, it directly downloads the onnx file, hence making the tutorial rather not reproducible.
https://nvidia-isaac-ros.github.io/repositories_and_packages/isaac_ros_pose_estimation/isaac_ros_centerpose/index.html#quickstart

When I used TAO Toolkit on the machine that I am also running isaac_ros_centerpose, here’s my /specs/export.yaml file:

results_dir: /results

export:
  gpu_id: 0
  checkpoint: "/results/train/centerpose_20k.pth"
  onnx_file: "/results/centerpose_20k.onnx"
  input_channel: 3
  input_width: 512
  input_height: 512
  opset_version: 16
  do_constant_folding: True

model:
  down_ratio: 4
  backbone:
    model_type: fan_small

and ran this command: tao model centerpose export -e /specs/export.yaml

My synthetic training set had this characteristics:

    "width": 1920,
    "height": 1440,
    "intrinsics": {
      "fx": 2198.997860547374,
      "fy": 2198.997860547374,
      "cx": 960.0,
      "cy": 720.0
    }
  },

and I want to get live camera inferences using Intel RealSense D435 camera on Thinkpad laptop with 3080 GPU (with future plan of moving to AGX ORIN 64G Jetson).

Hi @mona.jalal

I’m looking at your posts to determine where your error originated.

At the beginning of your post, you mention that the error originates from a RealSense setup. However, after reviewing your GitHub issue and second post, it seems unrelated. Please let me know if I misunderstood anything.

The dope_converter.py script converts a pre-trained PyTorch DOPE model into the specified format for TensorRT and/or Triton, and it has been tested with the pre-trained weights linked from the DOPE GitHub page DOPE_weights - Google Drive

The code is coming from: Deep_Object_Pose/ros1/dope/src/dope/inference/detector.py at master · NVlabs/Deep_Object_Pose · GitHub

This is may be the reason that you are not getting any inference.

1 Like

Hi @Raffaello

I think my lengthy post may have caused further confusion.

I stated isaac_ros_dope converter script as an example that we don’t have this in isaac_ros_centerpose. Hence I want to know how can I convert my pth model to onnx using ros2 docker?

I think that model plan has no inference due to potentially incompatible onnx file (which was initially created by TAO toolkit not ros2 docker).

Also, yes, I fixed the camera problem by using a whole new camera (same model number Intel RealSense D435, its original USB 3.2 cable, and a Thunderbolt 4 workstation dock). The depth error problem I had earlier was most probably due to camera and is gone.

Regardless, with new camera I have no inference for isaac_ros_centerpose for custom object class that I have trained end-to-end using TAO toolkit using the synthetic dataset I created using Isaac Sim Replicator.

So, could you please help to convert pth to onnx inside ros2 docker?

It’s not necessary to work inside the docker.

The Isaac ROS docker container shares the volume ${ISAAC_ROS_WS} on your host, and you can use that folder to share contents between the host and the docker image.

You can use all converters you can find online, like: Export a PyTorch model to ONNX — PyTorch Tutorials 2.6.0+cu124 documentation

Let me know if I helped you.

Raffaello

1 Like

@Raffaello is there a chance for you to connect with TAO Toolkit team?

Based on the fact that I downloaded the shoe onnx model from TAO NGC, I was under the assumption that if I have converted my pth to onnx using TAO, it should work seamlessly with isaac_ros_centerpose.

I don’t understand why it doesn’t per se.

@Raffaello
Confirming that it worked with the onnx model I converted using TAO toolkit 5.3 on my laptop.

Problem was showing a view of object that was never seen in my training.

Thanks a lot for your support.

1 Like

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