Metal
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Metal Overview - Apple Developer
WEBMetal is a modern, tightly integrated graphics and compute API coupled with a powerful shading language that is designed and optimized for Apple platforms. Its low-overhead model gives you direct control over each task the GPU performs, enabling you to maximize the efficiency of your graphics and compute software.
Developer.apple.comMetal Sample Code - Apple Developer
WEBUse advanced metal features such as Indirect Command Buffers, Sparse Textures, and Variable Rate Rasterization to implement modern rendering algorithms. This sample uses advanced metal features to render a complex scene with the latest rendering techniques and effects like GPU-based mesh culling, tile-based deferred lighting, ambient occlusion, …
Developer.apple.comAccelerated PyTorch training on Mac - Metal - Apple Developer
WEBPyTorch uses the new metal Performance Shaders (MPS) backend for GPU training acceleration. This MPS backend extends the PyTorch framework, providing scripts and capabilities to set up and run operations on Mac. The MPS framework optimizes compute performance with kernels that are fine-tuned for the unique characteristics of each metal …
Developer.apple.comAccelerated JAX on Mac - Metal - Apple Developer
WEBMetal plug-in. JAX uses the new metal plug-in to provide metal acceleration on Mac platforms. The metal plugin uses the OpenXLA compiler and PjRT runtime to accelerate JAX machine learning workloads on GPU. The OpenXLA compiler lowers the JAX primitives to a Stable HLO format, which is converted to MPSGraph executables and metal …
Developer.apple.comMetal | Apple Developer Documentation
WEBThe metal framework gives your app direct access to a device’s graphics processing unit (GPU). With metal, apps can leverage a GPU to quickly render complex scenes and run computational tasks in parallel. For example, apps in these categories use metal to maximize their performance: Games that render sophisticated 2D or 3D environments.
Developer.apple.comGetting started with Metal-cpp - Apple Developer
WEBMetal-cpp is a low-overhead C++ interface for metal that helps you add metal functionality to graphics apps, games, and game engines that are written in C++. Highlights. Drop in C++ alternative interface to the metal Objective-C headers. Direct mapping of all metal Objective-C classes, constants, and enums to C++ in the MTL C++ namespace.
Developer.apple.comMetal shader converter - Apple Developer
WEBMetal shader converter stores each function in its own metallib. The metal shader converter generates separate stage-in functions as metal visible functions that you need to link to your pipeline state via its descriptor’s linkedFunctions property. At runtime, the converted shader code automatically invokes the visible stage-in function
Developer.apple.comSynchronizing CPU and GPU Work - Apple Developer
WEBManage the Rate of CPU and GPU Work. When you have multiple instances of a buffer, you can make the CPU start work for frame n+1 with one instance, while the GPU finishes work for frame n with another instance. This implementation improves your app’s efficiency by making the CPU and the GPU work simultaneously.
Developer.apple.comMonitoring your Metal app’s graphics performance
WEBThe metal Performance HUD (heads-up display) adds a real-time overlay to your app that displays and, optionally, logs common graphics performance information. The overlay helps you spot subtle performance issues, such as large variations in rendering time, so you can find the perfect scope to capture in Xcode (see Capturing a metal workload in Xcode ) or …
Developer.apple.comUsing Function Specialization to Build Pipeline Variants
WEBWhen the AAPLRenderer object is initialized, each LOD pipeline is created asynchronously by using dispatch groups, completion handlers, and notification blocks. The sample creates six specialized functions overall: one vertex and one fragment function for each of the three LODs. This task is monitored by the specializationGroup dispatch group
Developer.apple.com