MetalPetal 一个基于Metal的图像处理框架

MetalPetal 一个基于Metal的图像处理框架

MetalPetal

An image processing framework based on Metal.

MetalPetal is still in its early phase and isn't ready for day-to-day usage.

Design Overview

MetalPetal is an image processing framework based on Metal designed to provide real-time processing for still image and video with easy to use programming interfaces.

This chapter covers the key concepts of MetalPetal, and will help you to get a better understanding of its design, implementation, performance implications and best practices.

Goals

MetalPetal is designed with the following goals in mind.

Easy to use API Provides convenience APIs and avoids common pitfalls. Performance Use CPU, GPU and memory efficiently. Extensibility Easy to create custom filters as well as plugin your custom image processing unit. Swifty Provides a fluid experience for Swift programmers.

Core Components

Some of the core concepts of MetalPetal are very similar to those in Apple's Core Image framework.

MTIContext

Provides an evaluation context for rendering MTIImages. It also stores a lot of caches and state information, so it's more efficient to reuse a context whenever possible.

MTIImage

A MTIImage object is a representation of an image to be processed or produced. It does directly represent image bitmap data instead it has all the information necessary to produce an image or more precisely a MTLTexture. It consists of two parts, a recipe of how to produce the texture (MTIImagePromise) and other information such as how a context caches the image (cachePolicy), and how the texture should be sampled (samplerDescriptor).

MTIImagePromise

A MTIImagePromise is a "recipe" specifying how to create a texture with the specified kernel, parameters, and input.

MTIFilter

A MTIFilter represents an image processing effect and any parameters that control that effect. It produces a MTIImage object as output. To use a filter, you create a filter object, set its input images and parameters, and then access its output image. Typically, a filter class owns a static kernel (MTIKernel), when you access its outputImage property, it asks the kernel with the input images and parameters to produce a output MTIImage.

MTIKernel

A MTIKernel represents an image processing routine. MTIKernel is responsible for creating the cooresponding render or compute pipeline state for the filter, as well as building the MTIImagePromise for a MTIImage.

Concurrency Considerations

MTIImage objects are immutable, which means they can be shared safely among threads.

However, MTIFilter objects are mutable and thus cannot be shared safely among threads.

A MTIContext contains a lot of states and caches thus cannot be shared safely among threads currently. We are still evaluating whether it's necessary to implement a thread-safe mechanism for MTIContext objects.

Advantages over Core Image

Fully customizable vertex and fragment functions. Works seemlessly with GPUImage and Core Image. Generally better performance. (Detailed benchmark data needed)

Builtin Filters

Color Matrix

Color Lookup

Opacity

Exposure

Vibrance

Blends

Mask

Transform

Multilayer Composite

MPS Convolution

MPS Gaussian Blur

CLAHE

Lens Blur (Hexagonal Bokeh Blur)

Example Code

Create a MTIImage

let imageFromCGImage = MTIImage(cgImage: cgImage)let imageFromCIImage = MTIImage(ciImage: ciImage)let imageFromCoreVideoPixelBuffer = MTIImage(cvPixelBuffer: pixelBuffer)let imageFromContentsOfURL = MTIImage(contentsOf: url)

Create a filtered image

let inputImage = ...let filter = MTISaturationFilter()filter.saturation = 0filter.inputImage = inputImagelet outputImage = filter.outputImage

Render a MTIImage

let context = MTIContext()let image: MTIImage = ...do { try context.render(image, to: pixelBuffer) //context.makeCIImage(from: image) //context.makeCGImage(from: image)} catch { print(error)}

Best Practices

Reuse a MTIContext whenever possible. Contexts are heavyweight objects, so if you do create one, do so as early as possible, and reuse it each time you need to render an image. Use MTIImage.cachePolicy wisely. Use MTIImageCachePolicyTransient when you do not want to preserve the render result of a image, for example when the image is just an intermediate result in a filter chain, so the underlying texture of the render result can be reused. It is the most memory efficient option. However, when you ask the context to render a previously rendered image, it may re-render that image since its underlying texture has been reused. By default, a filter's output image has the transient policy. Use MTIImageCachePolicyPersistent when you want to prevent the underlying texture from being reused. By default, images created from external sources have the persistent policy. Understand that MTIFilter.outputImage is a compute property. Each time you ask a filter for its output image, the filter may give you a new output image object even if the inputs are identical with the previous call. So reuse output images whenever possible. For example,// ╭→ filterB// filterA ─┤// ╰→ filterC// // filterB and filterC use filterA's output as their input. In this situation, the following solution:let filterOutputImage = filterA.outputImagefilterB.inputImage = filterOutputImagefilterC.inputImage = filterOutputImage is better than:filterB.inputImage = filterA.outputImagefilterC.inputImage = filterA.outputImage

Install

We do not recommend you to use MetalPetal in your project right now.

However if you'd like to give it a try, you can use CocoaPods to install the lastest version.

use_frameworks!pod 'MetalPetal', :git => 'https://github.com/MetalPetal/MetalPetal.git'# Swift extensions (optional).pod 'MetalPetal/Swift', :git => 'https://github.com/MetalPetal/MetalPetal.git'

Roadmap

We're going to release an alpha version of MetalPetal in Nov 2017.

You can follow our progress on the "Project" page. https://github.com/MetalPetal/MetalPetal/projects/1

Contribute

Thank you for considering contributing to MetalPetal. Please read our Contributing Guidelines.

License

MetalPetal is MIT-licensed. LICENSE

The files in the /MetalPetalDemo directory are licensed under a separate license. LICENSE.md

Documentation is licensed CC-BY-4.0.

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