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The latest trends in popular libraries and frameworks in the C++ ecosystem

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2024-06-03 17:40:01646browse

The C++ ecosystem continues to thrive with popular libraries and frameworks. C++20 and C++23 introduce new features such as coroutines. The Ranges library enhances container and array operations. Kokkos and OpenMP are optimized for high-performance computing. TensorFlow and PyTorch facilitate artificial intelligence and machine learning. Qt and Dear ImGui simplify GUI development. Developers should monitor updates to take advantage of new technologies.

C++ 生态系统中流行库和框架的最新发展趋势

The latest trends in popular libraries and frameworks in the C++ ecosystem

The C++ ecosystem is one that is constantly evolving and innovating In the field, new libraries and frameworks are constantly emerging to meet the changing needs of developers. This article will explore the latest trends in some popular libraries and frameworks in the C++ ecosystem and demonstrate them through practical examples.

Modern C++ Technology

  • C++20 and C++23: The latest C++ standard introduces many new features and Improvements, including coroutines, range expressions, and modular programming, are features that enable developers to write more efficient and readable code.
  • Ranges Library: This library provides a common collection of ranges and algorithms to make traversing and manipulating containers and arrays easier.

Practical case:

// 使用 C++20 协程并发执行任务
std::jthread task1([&]() {
  // 任务 1 的代码
});

std::jthread task2([&]() {
  // 任务 2 的代码
});

task1.join();
task2.join();

High performance computing

  • Kokkos: This is a high-performance parallel programming library for heterogeneous platforms, supporting CPU, GPU and other accelerators.
  • OpenMP: This library provides extensive functionality and compiler support for parallelizing C++ applications.

Practical case:

// 使用 Kokkos 在 GPU 上并行执行矩阵乘法
auto exec_policy = kokkos::execution_policy(kokkos::device_type::GPU);

auto A = kokkos::View<double**>("A", m, n);
auto B = kokkos::View<double**>("B", n, p);
auto C = kokkos::View<double**>("C", m, p);

kokkos::parallel_for(kokkos::RangePolicy<exec_policy, kokkos::Rank<2>>(m, n),
                     KOKKOS_LAMBDA (const int i, const int j) {
  C(i, j) = 0.0;
  for (int k = 0; k < n; ++k) {
    C(i, j) += A(i, k) * B(k, j);
  }
});

Artificial intelligence and machine learning

  • TensorFlow: This is a popular machine learning library that can be used to build and train neural networks.
  • PyTorch: This library provides a dynamic, just-in-time compilation method to build deep learning models.

Practical case:

// 使用 TensorFlow 在 CPU 上训练分类模型
import tensorflow as tf

model = tf.keras.Sequential([
    tf.keras.layers.Dense(units=10, activation='relu', input_shape=(784,)),
    tf.keras.layers.Dense(units=10, activation='softmax')
])

model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])
model.fit(x_train, y_train, epochs=5)

GUI development

  • ##Qt: This is a cross-platform GUI development framework that provides rich components and APIs for creating user interfaces.
  • Dear ImGui: This is a lightweight and efficient immediate-mode GUI library that can be used to create interactive interfaces.

Practical case:

// 使用 Qt 创建一个简单的窗口
#include <QApplication>
#include <QPushButton>

int main(int argc, char** argv) {
    QApplication app(argc, argv);

    QPushButton button("Click me");
    button.resize(100, 50);
    button.show();

    return app.exec();
}

Continue to pay attention

The development trend of libraries and frameworks in the C++ ecosystem is still In constant change. Developers should continually monitor new technology releases and updates to take advantage of their benefits and keep their code base up to date.

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