From 46c3daa57c6fd499829b11d1b9c8f71ad8239414 Mon Sep 17 00:00:00 2001 From: marcojob <44396071+marcojob@users.noreply.github.com> Date: Wed, 6 Nov 2024 13:08:35 +0100 Subject: [PATCH 01/15] script: ROS setup convenience --- scripts/setup_ros_client.sh | 2 + scripts/setup_ros_master.sh | 2 + scripts/show_image.py | 97 ------------------------------------- 3 files changed, 4 insertions(+), 97 deletions(-) create mode 100644 scripts/setup_ros_client.sh create mode 100644 scripts/setup_ros_master.sh delete mode 100644 scripts/show_image.py diff --git a/scripts/setup_ros_client.sh b/scripts/setup_ros_client.sh new file mode 100644 index 00000000..845e2fe3 --- /dev/null +++ b/scripts/setup_ros_client.sh @@ -0,0 +1,2 @@ +export ROS_MASTER_URI=http://169.254.38.82:11311 +export ROS_HOSTNAME=169.254.229.54 diff --git a/scripts/setup_ros_master.sh b/scripts/setup_ros_master.sh new file mode 100644 index 00000000..06c0645e --- /dev/null +++ b/scripts/setup_ros_master.sh @@ -0,0 +1,2 @@ +export ROS_MASTER_URI=http://169.254.38.82:11311 +export ROS_HOSTNAME=169.254.38.82 diff --git a/scripts/show_image.py b/scripts/show_image.py deleted file mode 100644 index 8e29a7aa..00000000 --- a/scripts/show_image.py +++ /dev/null @@ -1,97 +0,0 @@ -#!/usr/bin/env python3 - -# Copyright 2021 Evan Flynn, Lucas Walter -# -# Redistribution and use in source and binary forms, with or without -# modification, are permitted provided that the following conditions are met: -# -# * Redistributions of source code must retain the above copyright -# notice, this list of conditions and the following disclaimer. -# -# * Redistributions in binary form must reproduce the above copyright -# notice, this list of conditions and the following disclaimer in the -# documentation and/or other materials provided with the distribution. -# -# * Neither the name of the Evan Flynn nor the names of its -# contributors may be used to endorse or promote products derived from -# this software without specific prior written permission. -# -# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" -# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE -# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE -# ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE -# LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR -# CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF -# SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS -# INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN -# CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) -# ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE -# POSSIBILITY OF SUCH DAMAGE. - - -import cv2 -import numpy as np - -import rclpy -from rclpy.node import Node -from sensor_msgs.msg import Image - - -class ExamineImage(Node): - - def __init__(self): - super().__init__('examine_image') - - self.mat = None - self.sub = self.create_subscription( - Image, - 'image_raw', - self.image_callback, - 100) - - def image_callback(self, msg): - sz = (msg.height, msg.width) - # print(msg.header.stamp) - if False: - print('{encoding} {width} {height} {step} {data_size}'.format( - encoding=msg.encoding, width=msg.width, height=msg.height, - step=msg.step, data_size=len(msg.data))) - if msg.step * msg.height != len(msg.data): - print('bad step/height/data size') - return - - if msg.encoding == 'rgb8': - dirty = (self.mat is None or msg.width != self.mat.shape[1] or - msg.height != self.mat.shape[0] or len(self.mat.shape) < 2 or - self.mat.shape[2] != 3) - if dirty: - self.mat = np.zeros([msg.height, msg.width, 3], dtype=np.uint8) - self.mat[:, :, 2] = np.array(msg.data[0::3]).reshape(sz) - self.mat[:, :, 1] = np.array(msg.data[1::3]).reshape(sz) - self.mat[:, :, 0] = np.array(msg.data[2::3]).reshape(sz) - elif msg.encoding == 'mono8': - self.mat = np.array(msg.data).reshape(sz) - else: - print('unsupported encoding {}'.format(msg.encoding)) - return - if self.mat is not None: - cv2.imshow('image', self.mat) - cv2.waitKey(5) - - -def main(args=None): - rclpy.init(args=args) - - examine_image = ExamineImage() - - try: - rclpy.spin(examine_image) - except KeyboardInterrupt: - pass - - examine_image.destroy_node() - rclpy.shutdown() - - -if __name__ == '__main__': - main() From 4b43799380123077291e577c6397b337c1d18182 Mon Sep 17 00:00:00 2001 From: marcojob <44396071+marcojob@users.noreply.github.com> Date: Wed, 6 Nov 2024 17:12:52 +0100 Subject: [PATCH 02/15] devcontainer: Add correct tensorrt key --- .devcontainer/Dockerfile | 3 +-- src/usb_cam_node.cpp | 14 +++++++------- 2 files changed, 8 insertions(+), 9 deletions(-) diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile index ba7d683e..0fa4312e 100644 --- a/.devcontainer/Dockerfile +++ b/.devcontainer/Dockerfile @@ -32,8 +32,7 @@ RUN echo 'export PATH=$PATH:/usr/local/cuda/bin' >> /home/asl/.bash_aliases && \ # TensorRT: Install from .deb file COPY resources/nv-tensorrt-repo-ubuntu2004-cuda11.6-trt8.4.3.1-ga-20220813_1-1_amd64.deb /tmp/ RUN sudo dpkg -i /tmp/resources/nv-tensorrt-repo-ubuntu2004-cuda11.6-trt8.4.3.1-ga-20220813_1-1_amd64.deb || sudo apt-get install -f -y -# RUN sudo cp /var/nv-tensorrt-repo-ubuntu2004-cuda11.6-trt8.4.3.1-ga-20220813/*-keyring.gpg /usr/share/keyrings/ && sudo apt update && sudo apt install -y tensorrt -RUN sudo apt update && sudo apt install -y tensorrt +RUN sudo apt-key add /var/nv-tensorrt-repo-ubuntu2004-cuda11.6-trt8.4.3.1-ga-20220813/c1c4ee19.pub && sudo apt update && sudo apt install -y tensorrt # OpenCV Build Stage FROM base AS opencv_build diff --git a/src/usb_cam_node.cpp b/src/usb_cam_node.cpp index 388fa13b..de1d0761 100644 --- a/src/usb_cam_node.cpp +++ b/src/usb_cam_node.cpp @@ -72,7 +72,7 @@ class UsbCamNode { UsbCamNode() : m_node("~") { // Setup the network that outputs derivates of the image captured - // networks.push_back(std::make_unique("resources/raft.onnx", 240, 320)); + networks.push_back(std::make_unique("resources/raft.onnx", 240, 320)); // Advertise the main image topic image_transport::ImageTransport it(m_node); @@ -177,12 +177,12 @@ class UsbCamNode { m_image_pub.publish(m_image, *ci); // Run all the networks - // for (const auto& net : networks) { - // net->set_input(m_image.data.data(), 1920, 1200); - // if (net->run_inference(1)) { - // net->publish(); - // } - // } + for (const auto& net : networks) { + net->set_input(m_image.data.data(), 1920, 1200); + if (net->run_inference(1)) { + net->publish(); + } + } return true; } From dc38d01898675285b0cc4b47d596dd5d52becfea Mon Sep 17 00:00:00 2001 From: marcojob <44396071+marcojob@users.noreply.github.com> Date: Wed, 6 Nov 2024 17:56:26 +0100 Subject: [PATCH 03/15] devcontainer: Install CUDA 11.6 and TensorRT 8.4.3 only --- .devcontainer/Dockerfile | 19 +++++++++++++++---- 1 file changed, 15 insertions(+), 4 deletions(-) diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile index 0fa4312e..4f8f205c 100644 --- a/.devcontainer/Dockerfile +++ b/.devcontainer/Dockerfile @@ -23,16 +23,27 @@ RUN groupadd -r asl && \ RUN wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/cuda-keyring_1.1-1_all.deb && \ sudo dpkg -i cuda-keyring_1.1-1_all.deb && \ sudo apt update && \ - sudo apt -y install cuda-toolkit-12-6 cudnn9-cuda-12 + sudo apt -y install cuda-toolkit-11-6 cudnn9-cuda-11 # CUDA: Add PATH and LD_LIBRARY_PATH to .bash_aliases RUN echo 'export PATH=$PATH:/usr/local/cuda/bin' >> /home/asl/.bash_aliases && \ echo 'export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/cuda/lib64' >> /home/asl/.bash_aliases # TensorRT: Install from .deb file -COPY resources/nv-tensorrt-repo-ubuntu2004-cuda11.6-trt8.4.3.1-ga-20220813_1-1_amd64.deb /tmp/ -RUN sudo dpkg -i /tmp/resources/nv-tensorrt-repo-ubuntu2004-cuda11.6-trt8.4.3.1-ga-20220813_1-1_amd64.deb || sudo apt-get install -f -y -RUN sudo apt-key add /var/nv-tensorrt-repo-ubuntu2004-cuda11.6-trt8.4.3.1-ga-20220813/c1c4ee19.pub && sudo apt update && sudo apt install -y tensorrt +COPY resources/nv-tensorrt-repo-ubuntu2004-cuda11.6-trt8.4.3.1-ga-20220813_1-1_amd64.deb /tmp/tensorrt.deb +RUN sudo dpkg -i /tmp/tensorrt.deb +RUN sudo apt-key add /var/nv-tensorrt-repo-ubuntu2004-cuda11.6-trt8.4.3.1-ga-20220813/c1c4ee19.pub && sudo apt update +RUN sudo apt install -y tensorrt=8.4.3.1-1+cuda11.6 \ + libnvinfer8=8.4.3-1+cuda11.6 \ + libnvinfer-plugin8=8.4.3-1+cuda11.6 \ + libnvparsers8=8.4.3-1+cuda11.6 \ + libnvonnxparsers8=8.4.3-1+cuda11.6 \ + libnvinfer-bin=8.4.3-1+cuda11.6 \ + libnvinfer-dev=8.4.3-1+cuda11.6 \ + libnvinfer-plugin-dev=8.4.3-1+cuda11.6 \ + libnvparsers-dev=8.4.3-1+cuda11.6 \ + libnvonnxparsers-dev=8.4.3-1+cuda11.6 \ + libnvinfer-samples=8.4.3-1+cuda11.6 # OpenCV Build Stage FROM base AS opencv_build From ec8253edf2d3a2ebbb427a7fd578388f4b862c0e Mon Sep 17 00:00:00 2001 From: marcojob <44396071+marcojob@users.noreply.github.com> Date: Thu, 7 Nov 2024 11:24:53 +0100 Subject: [PATCH 04/15] ci: Add script to test raft, failing --- .github/workflows/ci.yml | 2 +- CMakeLists.txt | 29 ++++----- ci/pr_run_tests.sh | 30 ++++++++++ include/usb_cam/learning/interface.hpp | 12 ++-- src/interface.cpp | 32 +++++----- test/test_learning_interface.cpp | 61 +++++++++++++++++++ test/test_pixel_formats.cpp | 49 --------------- test/test_usb_cam_lib.cpp | 59 ------------------ test/test_usb_cam_utils.cpp | 83 -------------------------- 9 files changed, 130 insertions(+), 227 deletions(-) create mode 100755 ci/pr_run_tests.sh create mode 100644 test/test_learning_interface.cpp delete mode 100644 test/test_pixel_formats.cpp delete mode 100644 test/test_usb_cam_lib.cpp delete mode 100644 test/test_usb_cam_utils.cpp diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 6a4b6bf3..f9e6ab43 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -9,7 +9,7 @@ jobs: strategy: matrix: - ci_script: [pr_compile] + ci_script: [pr_compile, pr_run_tests] steps: - name: Checkout diff --git a/CMakeLists.txt b/CMakeLists.txt index 733b3bd4..397d0731 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -103,22 +103,19 @@ target_include_directories(${PROJECT_NAME}_node PUBLIC # Testing if(BUILD_TESTING) - if($ENV{ROS_VERSION} EQUAL 2) - find_package(ament_lint_auto REQUIRED) - ament_lint_auto_find_test_dependencies() - find_package(ament_cmake_gtest) - - # Unit tests - ament_add_gtest(test_usb_cam_utils test/test_usb_cam_utils.cpp) - target_link_libraries(test_usb_cam_utils ${PROJECT_NAME}) - - ament_add_gtest(test_pixel_formats test/test_pixel_formats.cpp) - target_link_libraries(test_pixel_formats ${PROJECT_NAME}) - - # Integration tests (commented out as per TODO) - # ament_add_gtest(test_usb_cam_lib test/test_usb_cam_lib.cpp) - # target_link_libraries(test_usb_cam_lib ${PROJECT_NAME}) - endif() + # Find GTest package + find_package(GTest REQUIRED) + include_directories(${GTEST_INCLUDE_DIRS}) + + catkin_add_gtest(test_learning_interface test/test_learning_interface.cpp) + target_link_libraries(test_learning_interface + ${PROJECT_NAME} + ${catkin_LIBRARIES} + GTest::gtest_main + ${NVINFER} + ${NVINFER_PLUGIN} + ${CUDA_LIBRARIES} + ) endif() # Installation rules diff --git a/ci/pr_run_tests.sh b/ci/pr_run_tests.sh new file mode 100755 index 00000000..faac19a7 --- /dev/null +++ b/ci/pr_run_tests.sh @@ -0,0 +1,30 @@ +#!/bin/bash +source /opt/ros/noetic/setup.bash + +rm -rf build +mkdir -p build +cd build +if cmake .. -DBUILD_TESTING=ON +then + echo "CMake successfull" + if make test_learning_interface + then + echo "Make successfull" + else + echo "Make failed" + exit 1 + fi +else + echo "CMake failed" + exit 1 +fi + +if ./devel/lib/usb_cam/test_learning_interface +then + echo "Tests successful" +else + echo "Tests failed" + exit 1 +fi + + diff --git a/include/usb_cam/learning/interface.hpp b/include/usb_cam/learning/interface.hpp index 30e75dcc..ba88724d 100644 --- a/include/usb_cam/learning/interface.hpp +++ b/include/usb_cam/learning/interface.hpp @@ -22,7 +22,6 @@ class LearningInterface { void load_model(); bool run_inference(size_t batch_size); - virtual ~LearningInterface() { // if (_context) _context->destroy(); @@ -36,9 +35,17 @@ class LearningInterface { delete[] _output_buffer; } + float* get_input_buffer() { return _input_buffer; } + nvinfer1::ICudaEngine* get_engine() { return _engine; } + nvinfer1::IExecutionContext* get_context() { return _context; } + nvinfer1::IRuntime* get_runtime() { return _runtime; } + protected: float* _input_buffer = nullptr; float* _output_buffer = nullptr; + nvinfer1::ICudaEngine* _engine = nullptr; + nvinfer1::IExecutionContext* _context = nullptr; + nvinfer1::IRuntime* _runtime = nullptr; size_t input_height; size_t input_width; size_t output_height; @@ -46,9 +53,6 @@ class LearningInterface { std::string _model_path; private: - nvinfer1::ICudaEngine* _engine = nullptr; - nvinfer1::IExecutionContext* _context = nullptr; - nvinfer1::IRuntime* _runtime = nullptr; void* _buffers[2] = { nullptr, nullptr }; }; diff --git a/src/interface.cpp b/src/interface.cpp index 1a402f48..77d70d66 100644 --- a/src/interface.cpp +++ b/src/interface.cpp @@ -30,23 +30,25 @@ void LearningInterface::load_model() { // Allocate buffers for input and output size_t input_size; size_t output_size; - // for (int io = 0; io < _engine->getNbIOTensors(); io++) { - // const char* name = _engine->getIOTensorName(io); - // std::cout << io << ": " << name; - // const nvinfer1::Dims dims = _engine->getTensorShape(name); + for (int io = 0; io < _engine->getNbBindings(); io++) { + const char* name = _engine->getBindingName(io); + std::cout << io << ": " << name; + const nvinfer1::Dims dims = _engine->getBindingDimensions(io); - // size_t total_dims = 1; - // for (int d = 0; d < dims.nbDims; d++) { - // total_dims *= dims.d[d]; - // } + size_t total_dims = 1; + for (int d = 0; d < dims.nbDims; d++) { + total_dims *= dims.d[d]; + } - // std::cout << " size: " << total_dims << std::endl; - // if (io == 0) { - // input_size = total_dims * sizeof(float); - // } else if (io == 1) { - // output_size = total_dims * sizeof(float); - // } - // } + std::cout << " size: " << total_dims << std::endl; + + // Check if it's an input or output binding + if (_engine->bindingIsInput(io)) { + input_size = total_dims * sizeof(float); + } else { + output_size = total_dims * sizeof(float); + } + } // Allocate device buffers cudaMalloc(&_buffers[0], input_size); diff --git a/test/test_learning_interface.cpp b/test/test_learning_interface.cpp new file mode 100644 index 00000000..c6eaeb7b --- /dev/null +++ b/test/test_learning_interface.cpp @@ -0,0 +1,61 @@ +#include +#include "usb_cam/learning/raft.hpp" +#include +#include +#include + +// Define a fixture for Raft tests +class RaftTest : public ::testing::Test { +protected: + // Initialize variables for the test + std::string model_path = "path/to/model.onnx"; // Change to a valid model path + size_t input_height = 224; + size_t input_width = 224; + + Raft* raft; + + void SetUp() override { + // Instantiate the Raft model with the test parameters + raft = new Raft(model_path, input_height, input_width); + raft->load_model(); + } + + void TearDown() override { + delete raft; + } +}; + +TEST_F(RaftTest, TestModelLoad) { + // Test that the model loads successfully + ASSERT_NE(raft->get_engine(), nullptr); + ASSERT_NE(raft->get_context(), nullptr); + ASSERT_NE(raft->get_runtime(), nullptr); +} + +TEST_F(RaftTest, TestSetInput) { + // Create a dummy input buffer + std::vector input_data(input_height * input_width, 128); + + // Set input and check if it is copied to the device + raft->set_input(input_data.data(), input_height, input_width); + + // Allocate host memory to copy back the data from GPU for verification + std::vector host_input(input_height * input_width); + cudaMemcpy(host_input.data(), raft->get_input_buffer(), input_height * input_width * sizeof(float), cudaMemcpyDeviceToHost); + + // Verify the data (simple check to see if values are scaled correctly) + for (size_t i = 0; i < host_input.size(); ++i) { + ASSERT_NEAR(host_input[i], 128.0f / 255.0f, 1e-5); + } +} + +TEST_F(RaftTest, TestRunInference) { + // Dummy batch size + size_t batch_size = 1; + + // Run inference + bool success = raft->run_inference(batch_size); + + // Check if inference ran successfully + ASSERT_TRUE(success); +} diff --git a/test/test_pixel_formats.cpp b/test/test_pixel_formats.cpp deleted file mode 100644 index 44a9a566..00000000 --- a/test/test_pixel_formats.cpp +++ /dev/null @@ -1,49 +0,0 @@ -// Copyright 2023 Evan Flynn -// -// Redistribution and use in source and binary forms, with or without -// modification, are permitted provided that the following conditions are met: -// -// * Redistributions of source code must retain the above copyright -// notice, this list of conditions and the following disclaimer. -// -// * Redistributions in binary form must reproduce the above copyright -// notice, this list of conditions and the following disclaimer in the -// documentation and/or other materials provided with the distribution. -// -// * Neither the name of the Evan Flynn nor the names of its -// contributors may be used to endorse or promote products derived from -// this software without specific prior written permission. -// -// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" -// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE -// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE -// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE -// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR -// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF -// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS -// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN -// CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) -// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE -// POSSIBILITY OF SUCH DAMAGE. - - -#include - -#include - -#include "usb_cam/formats/pixel_format_base.hpp" - -TEST(test_pixel_formats, pixel_format_base_class) { - auto test_pix_fmt = usb_cam::formats::default_pixel_format(); - - EXPECT_EQ(test_pix_fmt.name(), "yuyv"); - EXPECT_EQ(test_pix_fmt.v4l2(), V4L2_PIX_FMT_YUYV); - EXPECT_EQ(test_pix_fmt.channels(), 2); - EXPECT_EQ(test_pix_fmt.bit_depth(), 8); - EXPECT_EQ(test_pix_fmt.requires_conversion(), false); - - EXPECT_EQ(test_pix_fmt.is_bayer(), false); - // TOOD(flynneva): should this be true for `yuyv`? - EXPECT_EQ(test_pix_fmt.is_color(), false); - EXPECT_EQ(test_pix_fmt.is_mono(), false); -} diff --git a/test/test_usb_cam_lib.cpp b/test/test_usb_cam_lib.cpp deleted file mode 100644 index f0801586..00000000 --- a/test/test_usb_cam_lib.cpp +++ /dev/null @@ -1,59 +0,0 @@ -// Copyright 2023 Evan Flynn -// -// Redistribution and use in source and binary forms, with or without -// modification, are permitted provided that the following conditions are met: -// -// * Redistributions of source code must retain the above copyright -// notice, this list of conditions and the following disclaimer. -// -// * Redistributions in binary form must reproduce the above copyright -// notice, this list of conditions and the following disclaimer in the -// documentation and/or other materials provided with the distribution. -// -// * Neither the name of the Evan Flynn nor the names of its -// contributors may be used to endorse or promote products derived from -// this software without specific prior written permission. -// -// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" -// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE -// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE -// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE -// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR -// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF -// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS -// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN -// CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) -// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE -// POSSIBILITY OF SUCH DAMAGE. - -#include - -#include -#include -#include - -#include "usb_cam/usb_cam.hpp" -#include "usb_cam/utils.hpp" - -TEST(test_usb_cam_lib, test_usb_cam_class) { - usb_cam::UsbCam test_usb_cam; - - auto supported_fmts = test_usb_cam.get_supported_formats(); - - // TODO(flynneva): iterate over availble formats with test_usb_cam obj - for (auto fmt : supported_fmts) { - std::cerr << "format: " << fmt.format.type << std::endl; - } - - // TODO(flynneva): rework these tests in another MR - { - // test_usb_cam.configure( - // "/dev/video0", - // usb_cam::utils::IO_METHOD_MMAP, - // "yuyv2rgb", 640, 480, 30); - // test_usb_cam.start(); - // TODO(flynneva): uncomment once /dev/video0 can be simulated in CI - // EXPECT_TRUE(test_usb_cam.is_capturing()); - // test_usb_cam.shutdown(); - } -} diff --git a/test/test_usb_cam_utils.cpp b/test/test_usb_cam_utils.cpp deleted file mode 100644 index a0ac6fcb..00000000 --- a/test/test_usb_cam_utils.cpp +++ /dev/null @@ -1,83 +0,0 @@ -// Copyright 2023 Evan Flynn -// -// Redistribution and use in source and binary forms, with or without -// modification, are permitted provided that the following conditions are met: -// -// * Redistributions of source code must retain the above copyright -// notice, this list of conditions and the following disclaimer. -// -// * Redistributions in binary form must reproduce the above copyright -// notice, this list of conditions and the following disclaimer in the -// documentation and/or other materials provided with the distribution. -// -// * Neither the name of the Evan Flynn nor the names of its -// contributors may be used to endorse or promote products derived from -// this software without specific prior written permission. -// -// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" -// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE -// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE -// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE -// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR -// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF -// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS -// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN -// CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) -// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE -// POSSIBILITY OF SUCH DAMAGE. - -#include -#include - -#include - -#include "usb_cam/utils.hpp" -#include "usb_cam/formats/utils.hpp" - - -using usb_cam::utils::io_method_from_string; - - -TEST(test_usb_cam_utils, test_io_method_from_string) { - usb_cam::utils::io_method_t test_io; - - test_io = io_method_from_string("mmap"); - EXPECT_EQ(test_io, usb_cam::utils::IO_METHOD_MMAP); - - test_io = io_method_from_string("read"); - EXPECT_EQ(test_io, usb_cam::utils::IO_METHOD_READ); - - test_io = io_method_from_string("userptr"); - EXPECT_EQ(test_io, usb_cam::utils::IO_METHOD_USERPTR); - - test_io = io_method_from_string("bananas"); - EXPECT_EQ(test_io, usb_cam::utils::IO_METHOD_UNKNOWN); -} - -TEST(test_usb_cam_utils, test_clip_value) { - // Clip values to 0 if -128<=val<0 - for (int i = -128; i < 0; i++) { - EXPECT_EQ(0, usb_cam::formats::CLIPVALUE(i)); - } - // Do not clip values between 0 383 - // these will use the old method (non-array method) - EXPECT_EQ(0, usb_cam::formats::CLIPVALUE(-129)); - EXPECT_EQ(255, usb_cam::formats::CLIPVALUE(400)); -} - -TEST(test_usb_cam_utils, test_monotonic_to_real_time) { - // Get timeval to use for test - - const time_t test_time_t = usb_cam::utils::get_epoch_time_shift_us(); - - EXPECT_NE(test_time_t, 0); -} From 078c5d7e51316856ccd007b2f364514effd470a9 Mon Sep 17 00:00:00 2001 From: marcojob <44396071+marcojob@users.noreply.github.com> Date: Thu, 7 Nov 2024 12:30:10 +0100 Subject: [PATCH 05/15] devcontainer: Swap to TensorRT 8.5.3.1 / CUDA 11.8 --- .devcontainer/Dockerfile | 28 ++++++++++++++-------------- src/interface.cpp | 4 ++-- test/test_learning_interface.cpp | 2 +- 3 files changed, 17 insertions(+), 17 deletions(-) diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile index 4f8f205c..fa32692f 100644 --- a/.devcontainer/Dockerfile +++ b/.devcontainer/Dockerfile @@ -23,27 +23,27 @@ RUN groupadd -r asl && \ RUN wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/cuda-keyring_1.1-1_all.deb && \ sudo dpkg -i cuda-keyring_1.1-1_all.deb && \ sudo apt update && \ - sudo apt -y install cuda-toolkit-11-6 cudnn9-cuda-11 + sudo apt -y install cuda-toolkit-11-8 cudnn9-cuda-11 # CUDA: Add PATH and LD_LIBRARY_PATH to .bash_aliases RUN echo 'export PATH=$PATH:/usr/local/cuda/bin' >> /home/asl/.bash_aliases && \ echo 'export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/cuda/lib64' >> /home/asl/.bash_aliases # TensorRT: Install from .deb file -COPY resources/nv-tensorrt-repo-ubuntu2004-cuda11.6-trt8.4.3.1-ga-20220813_1-1_amd64.deb /tmp/tensorrt.deb +COPY resources/nv-tensorrt-local-repo-ubuntu2004-8.5.3-cuda-11.8_1.0-1_amd64.deb /tmp/tensorrt.deb RUN sudo dpkg -i /tmp/tensorrt.deb -RUN sudo apt-key add /var/nv-tensorrt-repo-ubuntu2004-cuda11.6-trt8.4.3.1-ga-20220813/c1c4ee19.pub && sudo apt update -RUN sudo apt install -y tensorrt=8.4.3.1-1+cuda11.6 \ - libnvinfer8=8.4.3-1+cuda11.6 \ - libnvinfer-plugin8=8.4.3-1+cuda11.6 \ - libnvparsers8=8.4.3-1+cuda11.6 \ - libnvonnxparsers8=8.4.3-1+cuda11.6 \ - libnvinfer-bin=8.4.3-1+cuda11.6 \ - libnvinfer-dev=8.4.3-1+cuda11.6 \ - libnvinfer-plugin-dev=8.4.3-1+cuda11.6 \ - libnvparsers-dev=8.4.3-1+cuda11.6 \ - libnvonnxparsers-dev=8.4.3-1+cuda11.6 \ - libnvinfer-samples=8.4.3-1+cuda11.6 +RUN sudo cp /var/nv-tensorrt-local-repo-ubuntu2004-8.5.3-cuda-11.8/nv-tensorrt-local-3EFA7C6A-keyring.gpg /usr/share/keyrings/ +RUN sudo apt update && sudo apt install -y tensorrt=8.5.3.1-1+cuda11.8 \ + libnvinfer8=8.5.3-1+cuda11.8 \ + libnvinfer-plugin8=8.5.3-1+cuda11.8 \ + libnvparsers8=8.5.3-1+cuda11.8 \ + libnvonnxparsers8=8.5.3-1+cuda11.8 \ + libnvinfer-bin=8.5.3-1+cuda11.8 \ + libnvinfer-dev=8.5.3-1+cuda11.8 \ + libnvinfer-plugin-dev=8.5.3-1+cuda11.8 \ + libnvparsers-dev=8.5.3-1+cuda11.8 \ + libnvonnxparsers-dev=8.5.3-1+cuda11.8 \ + libnvinfer-samples=8.5.3-1+cuda11.8 # OpenCV Build Stage FROM base AS opencv_build diff --git a/src/interface.cpp b/src/interface.cpp index 77d70d66..3617e213 100644 --- a/src/interface.cpp +++ b/src/interface.cpp @@ -17,9 +17,9 @@ void LearningInterface::load_model() { class Logger : public nvinfer1::ILogger { public: void log(Severity severity, const char* msg) noexcept override { - std::cout << msg << std::endl; // Log the message + std::cout << msg << std::endl; } - } logger; // Create a logger instance + } logger; _runtime = nvinfer1::createInferRuntime(logger); if (_runtime != nullptr) { diff --git a/test/test_learning_interface.cpp b/test/test_learning_interface.cpp index c6eaeb7b..bbccf8d1 100644 --- a/test/test_learning_interface.cpp +++ b/test/test_learning_interface.cpp @@ -8,7 +8,7 @@ class RaftTest : public ::testing::Test { protected: // Initialize variables for the test - std::string model_path = "path/to/model.onnx"; // Change to a valid model path + std::string model_path = "../resources/raft_small_iter10_240x320.onnx.plan"; size_t input_height = 224; size_t input_width = 224; From c98c1b8213cdf599ab5e1ec68eed3f76fa5e1477 Mon Sep 17 00:00:00 2001 From: marcojob <44396071+marcojob@users.noreply.github.com> Date: Thu, 7 Nov 2024 17:16:55 +0100 Subject: [PATCH 06/15] learning_interface: Ensure model can be loaded --- .devcontainer/Dockerfile | 34 ++++++++++----------- .devcontainer/build_opencv.sh | 4 +-- .devcontainer/devcontainer_all_packages.sh | 1 + .gitignore | 3 +- CMakeLists.txt | 17 ++++++++--- ci/pr_run_tests.sh | 15 +++++++++ include/usb_cam/learning/interface.hpp | 24 ++++++++++++--- src/interface.cpp | 10 +----- test/resources/raft-small.onnx | Bin 0 -> 4196419 bytes test/test_learning_interface.cpp | 2 +- 10 files changed, 70 insertions(+), 40 deletions(-) create mode 100644 test/resources/raft-small.onnx diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile index fa32692f..0a755e93 100644 --- a/.devcontainer/Dockerfile +++ b/.devcontainer/Dockerfile @@ -19,31 +19,31 @@ RUN groupadd -r asl && \ mkdir -p /etc/sudoers.d && \ echo 'asl ALL=NOPASSWD: ALL' > /etc/sudoers.d/asl -# CUDA: Install +# CUDA: Install (NOTE: libcublas 12.6 is needed for trtexec) RUN wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/cuda-keyring_1.1-1_all.deb && \ sudo dpkg -i cuda-keyring_1.1-1_all.deb && \ sudo apt update && \ - sudo apt -y install cuda-toolkit-11-8 cudnn9-cuda-11 + sudo apt -y install cuda-toolkit-11-8 cudnn9-cuda-11 libcublas-12-6 # CUDA: Add PATH and LD_LIBRARY_PATH to .bash_aliases -RUN echo 'export PATH=$PATH:/usr/local/cuda/bin' >> /home/asl/.bash_aliases && \ - echo 'export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/cuda/lib64' >> /home/asl/.bash_aliases +RUN echo 'export PATH=$PATH:/usr/local/cuda-11.8/bin' >> /home/asl/.bash_aliases && \ + echo 'export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/cuda-11.8/lib64:/usr/lib/x86_64-linux-gnu/' >> /home/asl/.bash_aliases -# TensorRT: Install from .deb file -COPY resources/nv-tensorrt-local-repo-ubuntu2004-8.5.3-cuda-11.8_1.0-1_amd64.deb /tmp/tensorrt.deb +# TensorRT: Install from .deb file: Seems we run 8.5.2.2 (which is bundled with 8.5.3) +COPY .devcontainer/nv-tensorrt-local-repo-ubuntu2004-8.5.3-cuda-11.8_1.0-1_amd64.deb /tmp/tensorrt.deb RUN sudo dpkg -i /tmp/tensorrt.deb RUN sudo cp /var/nv-tensorrt-local-repo-ubuntu2004-8.5.3-cuda-11.8/nv-tensorrt-local-3EFA7C6A-keyring.gpg /usr/share/keyrings/ -RUN sudo apt update && sudo apt install -y tensorrt=8.5.3.1-1+cuda11.8 \ - libnvinfer8=8.5.3-1+cuda11.8 \ - libnvinfer-plugin8=8.5.3-1+cuda11.8 \ - libnvparsers8=8.5.3-1+cuda11.8 \ - libnvonnxparsers8=8.5.3-1+cuda11.8 \ - libnvinfer-bin=8.5.3-1+cuda11.8 \ - libnvinfer-dev=8.5.3-1+cuda11.8 \ - libnvinfer-plugin-dev=8.5.3-1+cuda11.8 \ - libnvparsers-dev=8.5.3-1+cuda11.8 \ - libnvonnxparsers-dev=8.5.3-1+cuda11.8 \ - libnvinfer-samples=8.5.3-1+cuda11.8 +RUN sudo apt update && sudo apt install -y tensorrt=8.5.2.2-1+cuda11.8 \ + libnvinfer8=8.5.2-1+cuda11.8 \ + libnvinfer-plugin8=8.5.2-1+cuda11.8 \ + libnvparsers8=8.5.2-1+cuda11.8 \ + libnvonnxparsers8=8.5.2-1+cuda11.8 \ + libnvinfer-bin=8.5.2-1+cuda11.8 \ + libnvinfer-dev=8.5.2-1+cuda11.8 \ + libnvinfer-plugin-dev=8.5.2-1+cuda11.8 \ + libnvparsers-dev=8.5.2-1+cuda11.8 \ + libnvonnxparsers-dev=8.5.2-1+cuda11.8 \ + libnvinfer-samples=8.5.2-1+cuda11.8 # OpenCV Build Stage FROM base AS opencv_build diff --git a/.devcontainer/build_opencv.sh b/.devcontainer/build_opencv.sh index 208995b9..6de5a24c 100755 --- a/.devcontainer/build_opencv.sh +++ b/.devcontainer/build_opencv.sh @@ -104,8 +104,8 @@ install_dependencies () { # Automatically detect installed CUDA version detect_cuda_version() { - if command -v /usr/local/cuda/bin/nvcc &> /dev/null; then - CUDA_VERSION=$(/usr/local/cuda/bin/nvcc --version | grep -oP 'release \K[0-9]+\.[0-9]+') + if command -v /usr/local/cuda-11.8/bin/nvcc &> /dev/null; then + CUDA_VERSION=$(/usr/local/cuda-11.8/bin/nvcc --version | grep -oP 'release \K[0-9]+\.[0-9]+') else echo "CUDA not found. Please install CUDA before running this script." exit 1 diff --git a/.devcontainer/devcontainer_all_packages.sh b/.devcontainer/devcontainer_all_packages.sh index cdf99f60..634f92c2 100755 --- a/.devcontainer/devcontainer_all_packages.sh +++ b/.devcontainer/devcontainer_all_packages.sh @@ -52,6 +52,7 @@ main() { python3-dev python3-matplotlib python3-numpy + python3-pip python3-rosdep qv4l2 software-properties-common diff --git a/.gitignore b/.gitignore index b9fc4b5c..9b1ceaa1 100644 --- a/.gitignore +++ b/.gitignore @@ -8,5 +8,6 @@ docs/xml site/ -resources/* +.devcontainer/*.deb build/* +test/resources/*.plan diff --git a/CMakeLists.txt b/CMakeLists.txt index 397d0731..11789ee0 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -46,6 +46,9 @@ endif() set(TENSORRT_LIB_DIR /usr/lib/x86_64-linux-gnu CACHE PATH "Path to TensorRT libraries") find_library(NVINFER nvinfer PATHS ${TENSORRT_LIB_DIR}) find_library(NVINFER_PLUGIN nvinfer_plugin PATHS ${TENSORRT_LIB_DIR}) +message(STATUS "TensorRT NVINFER library found at: ${NVINFER}") +message(STATUS "TensorRT NVINFER_PLUGIN library found at: ${NVINFER_PLUGIN}") + # Check if TensorRT libraries are found if(NOT NVINFER OR NOT NVINFER_PLUGIN) @@ -90,12 +93,15 @@ catkin_package( # Build the USB camera node executable add_executable(${PROJECT_NAME}_node src/usb_cam_node.cpp) target_link_libraries(${PROJECT_NAME}_node - ${PROJECT_NAME} - ${catkin_LIBRARIES} - ${avcodec_LIBRARIES} - ${avutil_LIBRARIES} - ${swscale_LIBRARIES} + ${PROJECT_NAME} + ${catkin_LIBRARIES} + ${avcodec_LIBRARIES} + ${avutil_LIBRARIES} + ${swscale_LIBRARIES} + ${NVINFER} + ${NVINFER_PLUGIN} ) +set_target_properties(${PROJECT_NAME}_node PROPERTIES LINK_FLAGS "-Wl,--no-as-needed") # Ensure include directories are set target_include_directories(${PROJECT_NAME}_node PUBLIC @@ -116,6 +122,7 @@ if(BUILD_TESTING) ${NVINFER_PLUGIN} ${CUDA_LIBRARIES} ) + set_target_properties(test_learning_interface PROPERTIES LINK_FLAGS "-Wl,--no-as-needed") endif() # Installation rules diff --git a/ci/pr_run_tests.sh b/ci/pr_run_tests.sh index faac19a7..5b2a2140 100755 --- a/ci/pr_run_tests.sh +++ b/ci/pr_run_tests.sh @@ -1,6 +1,21 @@ #!/bin/bash source /opt/ros/noetic/setup.bash +# Check if the plan file exists before generating it +echo $LD_LIBRARY_PATH +if [ ! -f "test/resources/raft-small.plan" ]; then + echo "Plan file not found. Generating plan file..." + if /usr/src/tensorrt/bin/trtexec --buildOnly --onnx="test/resources/raft-small.onnx" --saveEngine="test/resources/raft-small.plan" --plugins="/usr/lib/x86_64-linux-gnu/libnvinfer_plugin.so" + then + echo "Plan file generation successful" + else + echo "Plan file generation failed" + exit 1 + fi +else + echo "Plan file already exists. Skipping generation." +fi + rm -rf build mkdir -p build cd build diff --git a/include/usb_cam/learning/interface.hpp b/include/usb_cam/learning/interface.hpp index ba88724d..d833443e 100644 --- a/include/usb_cam/learning/interface.hpp +++ b/include/usb_cam/learning/interface.hpp @@ -6,6 +6,7 @@ #include #include #include +#include #include #include #include @@ -14,7 +15,13 @@ class LearningInterface { public: - LearningInterface() : _model_path("") {} + LearningInterface() : _model_path("") { + // Instantiate the logger and initialize plugins + if (!initLibNvInferPlugins(static_cast(&_logger), "")) { + std::cerr << "Error: Failed to initialize TensorRT plugins." << std::endl; + throw std::runtime_error("Failed to initialize TensorRT plugins."); + } + } virtual void set_input(const uint8_t* input_buffer, size_t height, size_t width) = 0; virtual void get_output(uint8_t* output_buffer) = 0; @@ -24,10 +31,7 @@ class LearningInterface { bool run_inference(size_t batch_size); virtual ~LearningInterface() { - // if (_context) _context->destroy(); - // if (_engine) _engine->destroy(); - // if (_runtime) _runtime->destroy(); - + // Release allocated CUDA memory if (_buffers[0]) cudaFree(_buffers[0]); if (_buffers[1]) cudaFree(_buffers[1]); @@ -54,6 +58,16 @@ class LearningInterface { private: void* _buffers[2] = { nullptr, nullptr }; + + class Logger : public nvinfer1::ILogger { + public: + void log(Severity severity, const char* msg) noexcept override { + if (severity <= Severity::kWARNING) { // Limit logging to warnings and errors + std::cout << msg << std::endl; + } + } + }; + Logger _logger; }; #endif // LEARNING_INTERFACE_HPP_ diff --git a/src/interface.cpp b/src/interface.cpp index 3617e213..567b1c50 100644 --- a/src/interface.cpp +++ b/src/interface.cpp @@ -13,15 +13,7 @@ void LearningInterface::load_model() { file.read(model_data.data(), model_size); file.close(); - // Create logger instance - class Logger : public nvinfer1::ILogger { - public: - void log(Severity severity, const char* msg) noexcept override { - std::cout << msg << std::endl; - } - } logger; - - _runtime = nvinfer1::createInferRuntime(logger); + _runtime = nvinfer1::createInferRuntime(_logger); if (_runtime != nullptr) { _engine = _runtime->deserializeCudaEngine(model_data.data(), model_size); if (_engine != nullptr) { diff --git a/test/resources/raft-small.onnx b/test/resources/raft-small.onnx new file mode 100644 index 0000000000000000000000000000000000000000..2124b6764d2ec34d10299ea2734dce86129613bb GIT binary patch literal 4196419 zcmeFa3$SL{RUS6CyJx27*GL*&y@o6FYRs#F>H9zKYnUFjkdTCg#A8GVHbrx%=g#P& zp6;I8JuPVfYeLF~0OBPa8wBz2asb;g0S8i`##9n;%EnI0JW_=#mGOgA99N~1IHoF4 zDQBItAK$muS$m)J-}~P?b6r;|>CWtbpS9OnYwxwb{rJv4dv^KW8=ts!eecRgR_>lW zG<#_L@X!Cy^QT7dSYE#HuItxs-rBx)>+edxx>3c$f3($y_7C(f#Z}lSC_SlF2N~{F1iuc1yV(q#w|*hwjj9X&r1(${xuB^ zk*cdNzy89L*LH3-z4ppB4WawF_}o3==ku=^o!S2Q?#&19dSU6*=!46zzJBf6#~*(9 zu^U%+Z(SZw)>rONqwVtA);hi8xit3PaQ4&#_rCvurMtp^(%+^V{_fJq*JbpYM#G1$ 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