The core of audio and video processing lies in understanding the basic process and optimization methods. 1. The basic process includes acquisition, encoding, transmission, decoding and playback, and each link has technical difficulties; 2. Common problems such as audio and video aberration, lag delay, sound noise, blurred picture, etc. can be solved through synchronous adjustment, coding optimization, noise reduction module, parameter adjustment, etc.; 3. It is recommended to use FFmpeg, OpenCV, WebRTC, GStreamer and other tools to achieve functions; 4. In terms of performance management, we should pay attention to hardware acceleration, reasonable setting of resolution frame rates, control concurrency and memory leakage problems. Mastering these key points will help improve development efficiency and user experience.

TheTranslatorfacadeinLaravelisusedforlocalizationbyfetchingtranslatedstringsandswitchinglanguagesatruntime.Touseit,storetranslationstringsinlanguagefilesunderthelangdirectory(e.g.,en,es,fr),thenretrievethemviaLang::get()orthe__()helperfunction,suchas

Go language can be used for scientific calculations and numerical analysis, but it needs to be understood. The advantage lies in concurrency support and performance, which is suitable for parallel algorithms such as distributed solution, Monte Carlo simulation, etc.; community libraries such as gonum and mat64 provide basic numerical calculation functions; hybrid programming can be used to call C/C and Python through Cgo or interface to improve practicality. The limitation is that the ecosystem is not as mature as Python, the visualization and advanced tools are weaker, and some library documents are incomplete. It is recommended to select appropriate scenarios based on Go features and refer to source code examples to use them in depth.

Common Go image processing libraries include standard library image packages and third-party libraries, such as imaging, bimg, and imagick. 1. The image package is suitable for basic operations; 2. Imaging has a complete function and a simple API, which is suitable for most needs; 3. Bimg is based on libvips, has strong performance, which is suitable for large images or high concurrency; 4. Imagick binds ImageMagick, which is powerful but has heavy dependencies. Quickly implement image scaling and cropping. You can use the imaging library to complete it through a few lines of code in Resize and CropAnchor functions, and support multiple parameter configurations. Adding filters or adjusting tones can be achieved through the color transformation function provided by imagination, such as Graysc

Virtual threads have significant performance advantages in highly concurrency and IO-intensive scenarios, but attention should be paid to the test methods and applicable scenarios. 1. Correct tests should simulate real business, especially IO blocking scenarios, and use tools such as JMH or Gatling to compare platform threads; 2. The throughput gap is obvious, and it can be several times to ten times higher than 100,000 concurrent requests, because it is lighter and efficient in scheduling; 3. During the test, it is necessary to avoid blindly pursuing high concurrency numbers, adapting to non-blocking IO models, and paying attention to monitoring indicators such as latency and GC; 4. In actual applications, it is suitable for web backend, asynchronous task processing and a large number of concurrent IO scenarios, while CPU-intensive tasks are still suitable for platform threads or ForkJoinPool.

Dynamic proxy is a technology that dynamically generates proxy objects at runtime, and its core lies in the java.lang.reflect.Proxy class and the InvocationHandler interface. By implementing the InvocationHandler interface to define proxy behavior and using the Proxy.newProxyInstance() method to create proxy objects, you can intercept method calls and insert custom logic, such as logging, permission checking, etc. Application scenarios include SpringAOP, performance monitoring, remote call packaging, etc. It should be noted that JDK dynamic proxy only supports interface proxy, high-frequency calls have performance overhead, and complex logic may affect maintenance. Master dynamic proxy

ServiceMesh is an inevitable choice for the evolution of Java microservice architecture, and its core lies in decoupling network logic and business code. 1. ServiceMesh handles load balancing, fuse, monitoring and other functions through Sidecar agents to focus on business; 2. Istio Envoy is suitable for medium and large projects, and Linkerd is lighter and suitable for small-scale trials; 3. Java microservices should close Feign, Ribbon and other components and hand them over to Istiod for discovery and communication; 4. Ensure automatic injection of Sidecar during deployment, pay attention to traffic rules configuration, protocol compatibility, and log tracking system construction, and adopt incremental migration and pre-control monitoring planning.

The necessary extensions for Java development using VSCode include: 1. Java plug-in package, providing language support, debugger and test runner; 2. Lombok plug-in, eliminating annotation false positives, 3. MavenforJava, convenient for executing Maven commands; 4. DebuggerforJava, enhance debugging functions. These plugins improve coding efficiency, optimize development experience, and ensure smooth project management.