Rust & WebAssembly workshop
-This workbook contains the material for a Rust & QT workshop -held by Ferrous Systems, developed and held together with KDAB. It is based on work by Jan-Erik Rediger.
+Rust & QT workshop
+This workbook contains the material for a Rust & QT workshop held by Ferrous Systems, developed and held together with KDAB. It is based on work by Jan-Erik Rediger.
It is split into 3 parts:
Part 1: Setup
An installation guide for all tooling used throughout this book.
diff --git a/print.html b/print.html index e0d2a11..fe8046d 100644 --- a/print.html +++ b/print.html @@ -175,9 +175,8 @@Workbook for Rust & QT workshop
Rust & WebAssembly workshop
-This workbook contains the material for a Rust & QT workshop -held by Ferrous Systems, developed and held together with KDAB. It is based on work by Jan-Erik Rediger.
+Rust & QT workshop
+This workbook contains the material for a Rust & QT workshop held by Ferrous Systems, developed and held together with KDAB. It is based on work by Jan-Erik Rediger.
It is split into 3 parts:
Part 1: Setup
An installation guide for all tooling used throughout this book.
diff --git a/searchindex.js b/searchindex.js index 5958e7a..3bc63d0 100644 --- a/searchindex.js +++ b/searchindex.js @@ -1 +1 @@ -Object.assign(window.search, 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workbook contains the material for a Rust & QT workshop held by Ferrous Systems , developed and held together with KDAB . It is based on work by Jan-Erik Rediger . It is split into 3 parts:","breadcrumbs":"WebAssembly » Rust & WebAssembly workshop","id":"0","title":"Rust & WebAssembly workshop"},"1":{"body":"An installation guide for all tooling used throughout this book.","breadcrumbs":"WebAssembly » Part 1: Setup","id":"1","title":"Part 1: Setup"},"10":{"body":"Some of these are optional. They make some tasks easier to handle, but it can be done without them. wasmtime A fast and secure runtime for WebAssembly. Full installation instructions: https://docs.wasmtime.dev/cli-install.html Linux and macOS users can execute the following: curl https://wasmtime.dev/install.sh -sSf | bash Alternatively, on macOS with brew: brew install wasmtime This will download a precompiled version of wasmtime and place it in $HOME/.wasmtime, and update your shell configuration to place the right directory in PATH. Windows users should visit the releases page and download the MSI installer (wasmtime-v2.0.0-x86_64-windows.msi for example) and use that to install. wasm-bindgen Tool to generate JavaScript bindings for a wasm file. cargo install wasm-bindgen-cli Serving local content over HTTP \"Host These Things Please\" (https) is a basic http server for serving files in a folder over HTTP locally. Install it using cargo: cargo install https You can later simply use http to run it. wasm2wat (optional) Translate from the binary WebAssembly format back to the text format (also known as a .wat). Part of the WebAssembly Binary Toolkit (WABT). macOS: brew install wabt Others: Download the release from the WABT release page . Fastly CLI (optional) fastly is an open-source command line tool for interacting with the Fastly API. It can be used to create, build and run Compute@Edge projects locally and deploy them on Fastly. Installation instructions . For macOS: brew install fastly/tap/fastly For Windows and Linux: Download a release from the fastly GitHub Release page .","breadcrumbs":"Preparations » Setup » Additional tooling","id":"10","title":"Additional tooling"},"11":{"body":"","breadcrumbs":"Preparations » Tooling check » Tooling check","id":"11","title":"Tooling check"},"12":{"body":"✅ Fully restart your terminal (not just open a fresh tab). ✅ Let's check that you have installed Rust. $ rustc --version\nrustc 1.64.0 (a55dd71d5 2022-09-19) $ cargo --version\ncargo 1.64.0 (387270bc7 2022-09-16) $ rustup target list --installed\n(cut)\nwasm32-unknown-unknown\nwasm32-wasi\n(cut) ✅ Let's check that you have installed the tools listed in the previous section (Note: not all are required). $ wasmtime --version\nwasmtime-cli 2.0.0 $ wasm-bindgen --version\nwasm-bindgen 0.2.83 $ http\nHosting \".\" on port 8000 without TLS and no authentication...\nCtrl-C to stop. Note: This will host the current directory over HTTP. Use Ctrl-C to stop it. $ wasm2wat --version\n1.0.30 $ fastly version\nFastly CLI version v4.2.0 (a1e8772)\nBuilt with go version go1.18.6 linux/amd64\nViceroy version: viceroy 0.3.1","breadcrumbs":"Preparations » Tooling check » Setup check","id":"12","title":"Setup check"},"13":{"body":"WebAssembly is a technology that allows you to compile application code written in pretty much any language (including Rust, C, C++, JavaScript, and Go) and run it inside sandboxed environments. WebAssembly is often known as just \"wasm\". WebAssembly originated as a successor to asm.js, a low-level subset of JavaScript, and Google Native Client (NaCl), a technology to run a subset of native code in a sandboxed environment within the browser. WebAssembly itself started in 2015, with a first release of the specification in 2017. By 2019 it became an official web standard with implementations across all major browsers. Since then it became a compilation target for a wide variety of programming languages, gained usage across the web and other execution environments and got several independent runtime implementations inside and outside of browsers Contrary to what the name might make you believe it is not tied to the web only. But the web is where it originated. In the next chapters you will learn what WebAssembly looks like and where it is used.","breadcrumbs":"What is WebAssembly? » What is WebAssembly?","id":"13","title":"What is WebAssembly?"},"14":{"body":"We will work with Rust throughout this book. The first \"Hello World\" application is thus a small Rust function to add 2 numbers together and return the result. #[no_mangle]\npub extern \"C\" fn add(left: i32, right: i32) -> i32 { left + right\n} WebAssembly is a binary format. The above function compiled to a WebAssembly module results in the following binary blob (hexdumped). 00 61 73 6d 01 00 00 00 01 07 01 60 02 7f 7f 01\n7f 03 02 01 00 05 03 01 00 10 07 10 02 06 6d 65\n6d 6f 72 79 02 00 03 61 64 64 00 00 0a 09 01 07\n00 20 00 20 01 6a 0b Along with the binary format there's also the WebAssembly text format, wat. The above module represented as wat: (module (type (;0;) (func (param i32 i32) (result i32))) (func $add (type 0) (param i32 i32) (result i32) local.get 0 local.get 1 i32.add) (export \"memory\" (memory 0)) (export \"add\" (func $add))\n) (The wasm2wat tool transforms the binary output to its equivalent text format) In later chapters of this book you will learn how to write, compile and run these WebAssembly modules in different environments.","breadcrumbs":"What is WebAssembly? » Hello World » The Hello World of WebAssembly","id":"14","title":"The Hello World of WebAssembly"},"15":{"body":"The Rust compiler gained proper asm.js support (a wasm predecessor) using Emscripten some time in 2016 and experimental WebAssembly support shortly after the same year with Rust 1.14 (the wasm32-unknown-emscripten target). The wasm32-unknown-unknown target became available on Rust Nightly in November 2017. wasm32-wasi was added in 2019 (initially as wasm32-unknown-wasi). These are the two main targets you will work with. A WebAssembly Domain Working Group was started within the Rust project in 2018. Their plan was to drive WebAssembly support in the Rust compiler forward, create tooling and libraries for Rust & WebAssembly and provide learning material. Early on WebAssembly tooling was written in Rust, often to simplify Rust & WebAssembly development, but sometimes acting as general tooling as well. Tools such as wasm-bindgen or wasm-pack became early examples of what great WebAssembly tooling can provide for the ecosystem. Some WebAssembly runtimes were written in Rust, most notably wasmtime . The community started developing libraries and frameworks for WebAssembly development, e.g. Yew , a framework for making client-side single-page apps. From the get-go Rust was a first-class citizen in the WebAssembly world, both as a language targeting WebAssembly as well as the language tools and libraries for WebAssembly were written in.","breadcrumbs":"What is WebAssembly? » Rust & Wasm » Rust & Wasm","id":"15","title":"Rust & Wasm"},"16":{"body":"WebAssembly originated as a successor to browser technology like asm.js and Google Native Client (NaCl). Naturally WebAssembly gained popularity across a wide range of use cases on the web. WebAssembly on the web allows to build existing software written in a variety of languages and run them as part of ordinary web applications. The following is a list of interesting existing web applications using WebAssembly.","breadcrumbs":"Use cases on the web » Use cases","id":"16","title":"Use cases"},"17":{"body":"A full Python distribution running in your browser. It comes with builtin packages as well as support to install pure-Python packages from PyPi. An in-browser REPL is available at https://pyodide.org/en/stable/console.html .","breadcrumbs":"Use cases on the web » Pyodide","id":"17","title":"Pyodide"},"18":{"body":"Datasette is an open source multi-tool for exploring and publishing data. It provides an interface to SQLite databases. Datasette Lite is based on Pyodide and brings the full application to the browser. You can open remote database and CSV files, execute queries and browse through the loaded database.","breadcrumbs":"Use cases on the web » Datasette Lite","id":"18","title":"Datasette Lite"},"19":{"body":"squoosh is an image compression web app, fully client-side. It provides an interactive interface to resize an image and supports different output codecs. Everything is happening client-side and images never leave the browser. Source code is available on GitHub .","breadcrumbs":"Use cases on the web » squoosh.app","id":"19","title":"squoosh.app"},"2":{"body":"A bit of common knowledge & history about WebAssembly and Rust, as well as notable use cases.","breadcrumbs":"WebAssembly » Part 2: Background","id":"2","title":"Part 2: Background"},"20":{"body":"Photoshop on the Web is the nearly-complete Photoshop experience running in the browser. It's currently in beta and not yet fully supported in all browsers.","breadcrumbs":"Use cases on the web » Photoshop on the Web","id":"20","title":"Photoshop on the Web"},"21":{"body":"Tailscale is a VPN service that allows you to make your devices accessible within an overlay network, no matter where those devices are physically located. It recently started to support SSH over their service with next to no setup. They now offer an SSH console directly in the browser. Their VPN client and networking code has been compiled to WebAssembly and (encrypted) traffic goes directly to relay servers, but not through additional proxies.","breadcrumbs":"Use cases on the web » Tailscale SSH Console","id":"21","title":"Tailscale SSH Console"},"22":{"body":"WebAssembly is available to every website now through the JavaScript web API. It is supported in all recent versions of all major browsers [1] . The WebAssembly web API is available on the WebAssembly JavaScript object . The available API allows to compile and instantiate WebAssembly modules, access exported functionality and access the shared memory block used to share data between the WebAssembly module and the JavaScript environment. The web tutorial chapter will guide you through some of the usage later. See caniuse.com .","breadcrumbs":"Use cases on the web » WASM & JavaScript » WASM & JavaScript","id":"22","title":"WASM & JavaScript"},"23":{"body":"WebAssembly is also supported outside of the browser environment. There it can be used for a wide variety of applications, making use of its sandboxing and security functionality. Some possible use cases include:","breadcrumbs":"Use cases everywhere else » Use cases everywhere else","id":"23","title":"Use cases everywhere else"},"24":{"body":"User-facing native applications can safely support user-contributed plugins. These plugins are compiled to WebAssembly modules and the application can run them in a restricted environment within the application, allowing access to only a small part of the application.","breadcrumbs":"Use cases everywhere else » Plugins","id":"24","title":"Plugins"},"25":{"body":"\"Serverless\" can describe a wide variety of concepts. In recent times it became known as a cloud computing execution model, where cloud providers allocate machine resources on demand, managing it for their users and executing the user's application code on request. Most commonly this is offered as a Function as a Service (FaaS) platform, where small application logic is executed on incoming requests, using limited resources (CPU, time, memory). WebAssembly allows that users can write this logic in a language of their choice and the provider supports a general WebAssembly execution environment, often accompanied with a provider-specific SDK. The provider can leverage the WebAssembly sandbox mechanism to provide per-request isolation & performance. We look at one of these serverless offerings: Fastly's Compute@Edge .","breadcrumbs":"Use cases everywhere else » Serverless","id":"25","title":"Serverless"},"26":{"body":"Docker recently announced a Technical Preview of their WebAssembly support . Docker containers can be used to build and distribute WebAssembly applications. The Docker engine can then extract and run this WebAssembly application in a wasm runtime, all while using the familiar Docker tooling.","breadcrumbs":"Use cases everywhere else » Docker","id":"26","title":"Docker"},"27":{"body":"RLBox is a toolkit for sandboxing third party C libraries. This allows to run third-party libraries within an existing application, but restricting the access to only what is directly provided to the library as input, thus reducing the attack surface of this part of the code. It is in use in Mozilla Firefox.","breadcrumbs":"Use cases everywhere else » Third-party library sandboxing","id":"27","title":"Third-party library sandboxing"},"28":{"body":"The WebAssembly specification describes a very limited interface that the environment a WebAssembly module runs in need to provide. It essentially has 3 important parts: Imports. Functionality provided by the environment for use within the WebAssembly code. Exports. The functions the WebAssembly module exports, making them callable from the outside. Linear Memory. The WebAssembly module has access to a block of linear memory, which it potentially can expand on request. This memory can be read by the host environment as well. Therefore WebAssembly code is limited to self-contained computation, calls to imported functions and reading and writing from memory. No default imports are provided and how data is laid out in the linear memory is also unspecified. And this is where WASI comes in: WASI is a modular system interface for WebAssembly. As described in the initial announcement, it’s focused on security and portability. (via wasi.dev ) WASI is a specification of the interfaces a program can use to communicate with the host environment. It is up to the host environment how these interfaces are implemented and if additional security mechanisms are enforced. Rust supports the wasm32-wasi target and the Rust standard library is implemented for this target, allowing for most Rust programs and libraries to just work with this target. The WebAssembly runtime wasmtime implements the required WASI interfaces in a capability-based security model The initial announcement for WASI has a lot more details on how it works.","breadcrumbs":"Use cases everywhere else » WASI » WASI","id":"28","title":"WASI"},"29":{"body":"Fastly is a cloud computing provider and content delivery network (CDN). Earlier this year they released their Compute@Edge platform. This platform allows to run WebAssembly code at the Fastly edge. They chose WebAssembly for exactly the reasons we listed in the previous chapter : lightweight sandboxing, per-request isolation and performance. They released a Rust SDK ( fastly ), which provides the necessary integration to read an incoming request and generate an appropriate response. The host runtime uses WASI to provide the necessary system interfaces. This means that you can write normal Rust code, using most of the Rust standard library and a large number of available Rust crates without issues. They also support JavaScript and Go as languages on this platform. You can find the Fastly Compute@Edge documentation at https://docs.fastly.com/products/compute-at-edge . You will learn how to write a small application for this platform in the Edge computing tutorial later in this book.","breadcrumbs":"Use cases everywhere else » Fastly's Compute@Edge » Fastly's Compute@Edge","id":"29","title":"Fastly's Compute@Edge"},"3":{"body":"A hands-on tutorial writing Rust and compiling it in 3 variations: as a command-line app, as a library and as a small QT app using the library using cxx-qt.","breadcrumbs":"WebAssembly » Part 3: Tutorial","id":"3","title":"Part 3: Tutorial"},"30":{"body":"We now want to build a slightly more complex application. The idea is to use an existing image manipulation library to apply filters to a given image [1] . This example will show us how to use an existing Rust crate, how to handle input and output and how to interact with the different environments. We start off with building a command-line tool run using wasmtime, then build a web application running completely client-side, and last as an edge computing API that processes images posted to it. We will work with the following example image (but really any image will work). Right-click it and save it to disk for later use. When applying the filter named \"1977\", this is the result: Several more filters are available in the library. The image filters are inspired by Instagram. The implementation is based on CSSgram , which was ported to Rust by @ha-shine . The example image was taken on 2022-10-28 by Jan-Erik Rediger.","breadcrumbs":"Idea » Idea","id":"30","title":"Idea"},"31":{"body":"In this tutorial you'll get familiar with: Building Rust code for the wasm32-wasi target Running applications on the command-line using wasmtime Re-using existing crates in a WASM application wasmtime's capability-based system We start with a command-line tool that takes an image and a filter name as input. It applies the given filter to the image and produces an output.png.","breadcrumbs":"CLI » Command-line interface","id":"31","title":"Command-line interface"},"32":{"body":"✅ Create a new Rust project cargo new rustagram\ncd rustagram ✅ To start the tool will only print a message. Open src/main.rs and add fn main() { println!(\"Hello World from wasmtime!\");\n} Next, read how to build and run the application .","breadcrumbs":"CLI » Hello World » Hello World on the command line","id":"32","title":"Hello World on the command line"},"33":{"body":"✅ You can build for the wasm32-wasi manually like this: cargo build --target wasm32-wasi This should create a file target/wasm32-wasi/debug/rustagram.wasm. ✅ Now that the application is built you can run it using wasmtime: wasmtime target/wasm32-wasi/debug/rustagram.wasm You should see the message printed: $ wasmtime target/wasm32-wasi/debug/rustagram.wasm\nHello World from wasmtime! ✅ (Optional) You can transform the generated WebAssembly code into its text representation using wasm2wat wasm2wat target/wasm32-wasi/debug/rustagram.wasm Caution: this produces a lot of output. You should see something like this: (module (type (;0;) (func)) (type (;1;) (func (result i32))) (type (;2;) (func (param i32)))\n... Try to identify your \"Hello World\" code.","breadcrumbs":"CLI » Building and running with wasmtime » Building and running with wasmtime","id":"33","title":"Building and running with wasmtime"},"34":{"body":"Now that you can build and run an application compiled to WebAssembly, it's time to build some functionality into it. The goal is: Take an input file, a filter name and, optionally, an output file (or \"output.jpg\" as the default). Load the input file, apply the given filter to this image, then write the resulting image to the output file. You can continue with the previously created project. ✅ Open src/main.rs again and replace the println! line with code to parse the arguments. fn main() { let mut args = std::env::args().skip(1); let input = args.next().expect(\"INPUT required\"); let filter = args.next().expect(\"FILTER required\"); let output = args.next().unwrap_or_else(|| \"output.jpg\".to_string()); dbg!((input, filter, output));\n} ✅ Build and run this to make sure it works as expected. ✅ Now add a dependency to handle image manipulation. The image filters are readily available in the rustagram2 crate. Add the rustagram2 crate as a dependency in rustagram/Cargo.toml [dependencies]\nrustagram2 = \"2.0.0\" The documentation is available on docs.rs/rustagram2 . ✅ You need a FilterType to apply later. rustagram2 shows the available filters in the FilterType documentation . It also has FromStr from the standard library implemented for it, so you can parse strings into the filter type by calling parse() on the string. let filter_type = filter.parse().expect(\"can't parse filter name\"); An unknown filter name would cause an error. For now you don't need to handle that. Your application can just panic and exit. If you compile everything at this point you will probably hit a type annotation error. You can try to resolve that now. You can also continue and observe how this error will be resolved once you add more code in the next steps. Now comes the main part of the application: load the image, apply the filter and save the resulting file. This is a small challenge for you to write, but the next steps guide you through it. ✅ You need to read the file from disk and turn it into an object you can work with. image::open does that for you easily. Don't worry about error handling and just unwrap. ✅ The image type you get is able to represent a wide variety of image types. For this tutorial you want an RgbaImage . You can convert your image using the to_rgba8 method. ✅ Last but not least you need to apply the selected filter on this image. The rustagram2 crate implements that as the apply_filter method on a trait. This trait is automatically implemented for the RgbaImage type you got from to_rgba8. ✅ Save back to the file output by using the save method available on the image. With the help of the documentation this should be achievable in a couple of lines of code. Try it for yourself! ✅ Once you wrote the code, build it again and try to run it. Expected output when you don't pass any arguments: $ wasmtime target/wasm32-wasi/debug/rustagram.wasm\nthread 'main' panicked at 'INPUT required', src/main.rs:7:29\nnote: run with `RUST_BACKTRACE=1` environment variable to display a backtrace\nError: failed to run main module `target/wasm32-wasi/debug/rustagram.wasm` Caused by: 0: failed to invoke command default\n[...] Expected output when you pass a file path and a filter name: $ wasmtime target/wasm32-wasi/debug/rustagram.wasm kongelige-slott.jpg 1977\nthread 'main' panicked at 'called `Result::unwrap()` on an `Err` value: IoError(Custom { kind: Uncategorized, error: \"failed to find a pre-opened file descriptor through which \\\"kongelige-slott.jpg\\\" could be opened\" })', src/main.rs:12:34\nnote: run with `RUST_BACKTRACE=1` environment variable to display a backtrace\nError: failed to run main module `target/wasm32-wasi/debug/rustagram.wasm` Caused by: 0: failed to invoke command default\n[...] What did just happen? wasmtime ran your code up until it tried to read the image from disk. By default wasmtime blocks all filesystem access. You need to explicitly give permission to specific directories in order to be able to read and writes files within. $ wasmtime --dir . target/wasm32-wasi/debug/rustagram.wasm kongelige-slott.jpg 1977\n$ This should now have created output.jpg.","breadcrumbs":"CLI » Image filter application » Image filter application","id":"34","title":"Image filter application"},"35":{"body":"You should have this file tree layout: $ tree\n.\n├── Cargo.lock\n├── Cargo.toml\n└── src └── main.rs To recap your final code should look something like this: use rustagram::{image, RustagramFilter}; fn main() { let mut args = std::env::args().skip(1); let input = args.next().expect(\"INPUT required\"); let filter = args.next().expect(\"FILTER required\"); let output = args.next().unwrap_or_else(|| \"output.jpg\".to_string()); let filter_type = filter.parse().expect(\"can't parse filter name\"); let img = image::open(input).unwrap(); let out = img.to_rgba8().apply_filter(filter_type); out.save(output).unwrap();\n} You can build your code like this: cargo build --target wasm32-wasi And run it with wasmtime: wasmtime --dir . target/wasm32-wasi/debug/rustagram.wasm skyline.jpg 1977 Some ideas on what to do next: Run the application natively: cargo run. Any complications or differences? Inspect the built wasm module using wasm2wat. Can you spot the parts of the code that you've written? Can you find the names of all available filters? Try some other crate you know. Does it work as-is on WebAssembly/with Wasi?","breadcrumbs":"CLI » Final application » Final application","id":"35","title":"Final application"},"36":{"body":"In this tutorial you'll get familiar with: Building Rust code for the wasm32-unknown-unknown target Interacting with a WASM application from JavaScript The wasm-bindgen tool to handle more complex types passed over the boundary Next we build a web application that processes images client-side in the browser. No server processing involved. We re-use the same Rust crate to apply the image filter, but this time load the image directly from a binary blob. That binary blob is passed in from the JavaScript side.","breadcrumbs":"Web » Web","id":"36","title":"Web"},"37":{"body":"You already saw the \"Hello World of WebAssembly\" earlier. You will now run this on the web without additional tools. ✅ Create a new crate cargo new --lib hello-world\ncd hello-world ✅ Set the crate type to cdylib in Cargo.toml [lib]\ncrate-type = [\"cdylib\"] ✅ Write the add function. #[no_mangle]\npub extern \"C\" fn add(left: i32, right: i32) -> i32 { left + right\n} The no_mangle attribute ensures that the function name lands in the binary as is, otherwise you couldn't later call it by name. extern \"C\" ensures it uses the C-compatible ABI, and thus what WebAssembly (and JavaScript) expects. ✅ Compile it to WebAssembly. cargo build --target wasm32-unknown-unknown This will create target/wasm32-unknown-unknown/debug/hello_world.wasm. ✅ Next create an HTML file index.html in your crate's directory (next to Cargo.toml): \n\n The JavaScript frontend code: import init, { apply_filter } from './image_filter.js'; await init(); document.querySelector('input[type=file]').onchange = (evt) => { imageFilter();\n};\ndocument.querySelector('select').onchange = (evt) => { imageFilter();\n}; function typedArrayToURL(typedArray) { return URL.createObjectURL( new Blob([typedArray.buffer], { type: \"image/png\" }) );\n} async function imageFilter() { let files = document.getElementById('files').files; if (!files.length) { return; } let file = files[0]; let span = document.querySelector('span'); span.innerText = \"working...\"; let imgEl = document.querySelector('img'); imgEl.src = URL.createObjectURL(file); imgEl.width = \"500\"; let filter = document.querySelector(\"select\").value.toLowerCase(); if (filter == \"none\") { span.innerText = \"done.\"; return; } let img = await file.arrayBuffer(); let result = apply_filter(new Uint8Array(img), filter); let blobUrl = typedArrayToURL(result); imgEl.src = blobUrl; imgEl.width = \"500\"; span.innerText = \"done.\";\n} A demo deployment is available at: https://tmp.fnordig.de/wasm/image-filter/ Some ideas on what to do next: The code unwraps a lot. Introduce some error handling. Can you return an error from your wasm module?","breadcrumbs":"Web » Final application » Final application","id":"48","title":"Final application"},"49":{"body":"In this tutorial you'll get familiar with: Building Rust code for Fastly's Compute@Edge platform Handling and responding to a web request A little bit of HTML and JavaScript for the frontend We build a web API that applies a given filter to an image posted to it. It returns the produced image over HTTP. Additionally we also serve a bare-bones HTML form that allows us to use this API.","breadcrumbs":"Edge computing » Edge","id":"49","title":"Edge"},"5":{"body":"Clone the workshop git repository : git clone https://github.com/ferrous-systems/wasm-training-2022 The workshop repository contains all workshop materials, e.g. code examples, and the source for this workbook.","breadcrumbs":"Preparations » Workshop Materials","id":"5","title":"Workshop Materials"},"50":{"body":"Our image filter application provides 3 endpoints: GET / The HTML frontend to load, post and display images. GET /app.js The JavaScript frontend code to handle the logic of sending and displaying the image. POST /image The actual image filter API. It receives the image in the request body and returns the converted image. In the next chapters we go through creating this project step by step.","breadcrumbs":"Edge computing » Application specification » Application specification","id":"50","title":"Application specification"},"51":{"body":"","breadcrumbs":"Edge computing » New project » New compute project","id":"51","title":"New compute project"},"52":{"body":"No Fastly account required for local development. For the manual way see below. ✅ Create a new compute project from a starter kit. mkdir edge-image-filter\ncd edge-image-filter\nfastly compute init Give it a name of your choice. When asked for the language to use select \"Rust\". When asked for the Starter kit, use \"[5] Empty starter for Rust\". ✅ Finally run the project locally fastly compute serve Your application should be reachable at http://127.0.0.1:7676/ .","breadcrumbs":"Edge computing » New project » Initialize a new package locally using fastly","id":"52","title":"Initialize a new package locally using fastly"},"53":{"body":"The fastly CLI handles creation of a new package. It essentially does the below steps. ✅ Create a new project using cargo cargo new edge-image-filter\ncd edge-image-filter ✅ Add the fastly dependency cargo add fastly Alternatively add it to your Cargo.toml under [dependencies]: fastly = \"0.8.6\" ✅ Add the scaffolding to src/main.rs: use fastly::http::StatusCode;\nuse fastly::{Error, Request, Response}; #[fastly::main]\nfn main(req: Request) -> Result
\n And the JavaScript frontend code: document.querySelector('input[type=file]').onchange = (evt) => { postImage();\n};\ndocument.querySelector('select').onchange = (evt) => { postImage();\n}; async function postImage() { let files = document.getElementById('files').files; if (!files.length) { return; } let file = files[0]; let span = document.querySelector('span'); span.innerText = \"working...\"; let imgEl = document.querySelector('img'); imgEl.src = URL.createObjectURL(file); imgEl.width = \"500\"; let filter = document.querySelector(\"select\").value.toLowerCase(); if (filter == \"none\") { span.innerText = \"done.\"; return; } let img = await file.arrayBuffer(); let url = `/image?filter=${filter}`; let response = await fetch(url, { method: \"POST\", body: img, }); if (!response.ok) { throw new Error(`HTTP error! Status: ${response.status}`); } let blob = await response.blob(); imgEl.src = URL.createObjectURL(blob); span.innerText = \"done.\";\n} You can build and serve your application locally like this: fastly compute serve Some ideas on what to do next: Did you even notice that this was compiled to WebAssembly? What happens if you compile it natively? Can you return different image formats? Different sizes? What other task could be suitable for edge computing?","breadcrumbs":"Edge computing » Final application » Final application","id":"59","title":"Final application"},"6":{"body":"The Setup guide helps you install the required software used throughout this book.","breadcrumbs":"Preparations » Required Software","id":"6","title":"Required Software"},"60":{"body":"So far the image filter application has been running locally only. Of course this can now be deployed to Fastly's servers. Note: This requires a Fastly account. You can create an account for free. ✅ You can now deploy this application: fastly compute deploy The first time you run this it will ask you if you want to create a new service. Follow the instructions, give it a name, define a domain to use (or use the suggested one). You don't need to define any backends. Subsequent runs will deploy your code as a new version. When finished this will print the full URL of your new service. A demo deployment is available at: https://forcibly-advanced-eft.edgecompute.app/","breadcrumbs":"Edge computing » Optional: Deployment » Optional: Deployment","id":"60","title":"Optional: Deployment"},"61":{"body":"The official WebAssembly website The Rust Wasm Book wasm-bindgen documentation WASI website wasmtime website Blog post: Rust and WebAssembly without a Bundler Image filter web app demo: https://tmp.fnordig.de/wasm/image-filter/ Image filter edge computing demo: https://forcibly-advanced-eft.edgecompute.app/ Fastly Compute@Edge documentation","breadcrumbs":"References » References","id":"61","title":"References"},"7":{"body":"This section describes how to set up the toolchain for compiling Rust programs to WebAssembly and integrate them with the different environments we will look at.","breadcrumbs":"Preparations » Setup » Setup","id":"7","title":"Setup"},"8":{"body":"You will need the standard Rust toolchain, including rustup, rustc, and cargo. 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It is based on work by Jan-Erik Rediger . It is split into 3 parts:","breadcrumbs":"WebAssembly » Rust & QT workshop","id":"0","title":"Rust & QT workshop"},"1":{"body":"An installation guide for all tooling used throughout this book.","breadcrumbs":"WebAssembly » Part 1: Setup","id":"1","title":"Part 1: Setup"},"10":{"body":"Some of these are optional. They make some tasks easier to handle, but it can be done without them. wasmtime A fast and secure runtime for WebAssembly. Full installation instructions: https://docs.wasmtime.dev/cli-install.html Linux and macOS users can execute the following: curl https://wasmtime.dev/install.sh -sSf | bash Alternatively, on macOS with brew: brew install wasmtime This will download a precompiled version of wasmtime and place it in $HOME/.wasmtime, and update your shell configuration to place the right directory in PATH. Windows users should visit the releases page and download the MSI installer (wasmtime-v2.0.0-x86_64-windows.msi for example) and use that to install. wasm-bindgen Tool to generate JavaScript bindings for a wasm file. cargo install wasm-bindgen-cli Serving local content over HTTP \"Host These Things Please\" (https) is a basic http server for serving files in a folder over HTTP locally. Install it using cargo: cargo install https You can later simply use http to run it. wasm2wat (optional) Translate from the binary WebAssembly format back to the text format (also known as a .wat). Part of the WebAssembly Binary Toolkit (WABT). macOS: brew install wabt Others: Download the release from the WABT release page . Fastly CLI (optional) fastly is an open-source command line tool for interacting with the Fastly API. It can be used to create, build and run Compute@Edge projects locally and deploy them on Fastly. Installation instructions . For macOS: brew install fastly/tap/fastly For Windows and Linux: Download a release from the fastly GitHub Release page .","breadcrumbs":"Preparations » Setup » Additional tooling","id":"10","title":"Additional tooling"},"11":{"body":"","breadcrumbs":"Preparations » Tooling check » Tooling check","id":"11","title":"Tooling check"},"12":{"body":"✅ Fully restart your terminal (not just open a fresh tab). ✅ Let's check that you have installed Rust. $ rustc --version\nrustc 1.64.0 (a55dd71d5 2022-09-19) $ cargo --version\ncargo 1.64.0 (387270bc7 2022-09-16) $ rustup target list --installed\n(cut)\nwasm32-unknown-unknown\nwasm32-wasi\n(cut) ✅ Let's check that you have installed the tools listed in the previous section (Note: not all are required). $ wasmtime --version\nwasmtime-cli 2.0.0 $ wasm-bindgen --version\nwasm-bindgen 0.2.83 $ http\nHosting \".\" on port 8000 without TLS and no authentication...\nCtrl-C to stop. Note: This will host the current directory over HTTP. Use Ctrl-C to stop it. $ wasm2wat --version\n1.0.30 $ fastly version\nFastly CLI version v4.2.0 (a1e8772)\nBuilt with go version go1.18.6 linux/amd64\nViceroy version: viceroy 0.3.1","breadcrumbs":"Preparations » Tooling check » Setup check","id":"12","title":"Setup check"},"13":{"body":"WebAssembly is a technology that allows you to compile application code written in pretty much any language (including Rust, C, C++, JavaScript, and Go) and run it inside sandboxed environments. WebAssembly is often known as just \"wasm\". WebAssembly originated as a successor to asm.js, a low-level subset of JavaScript, and Google Native Client (NaCl), a technology to run a subset of native code in a sandboxed environment within the browser. WebAssembly itself started in 2015, with a first release of the specification in 2017. By 2019 it became an official web standard with implementations across all major browsers. Since then it became a compilation target for a wide variety of programming languages, gained usage across the web and other execution environments and got several independent runtime implementations inside and outside of browsers Contrary to what the name might make you believe it is not tied to the web only. But the web is where it originated. In the next chapters you will learn what WebAssembly looks like and where it is used.","breadcrumbs":"What is WebAssembly? » What is WebAssembly?","id":"13","title":"What is WebAssembly?"},"14":{"body":"We will work with Rust throughout this book. The first \"Hello World\" application is thus a small Rust function to add 2 numbers together and return the result. #[no_mangle]\npub extern \"C\" fn add(left: i32, right: i32) -> i32 { left + right\n} WebAssembly is a binary format. The above function compiled to a WebAssembly module results in the following binary blob (hexdumped). 00 61 73 6d 01 00 00 00 01 07 01 60 02 7f 7f 01\n7f 03 02 01 00 05 03 01 00 10 07 10 02 06 6d 65\n6d 6f 72 79 02 00 03 61 64 64 00 00 0a 09 01 07\n00 20 00 20 01 6a 0b Along with the binary format there's also the WebAssembly text format, wat. The above module represented as wat: (module (type (;0;) (func (param i32 i32) (result i32))) (func $add (type 0) (param i32 i32) (result i32) local.get 0 local.get 1 i32.add) (export \"memory\" (memory 0)) (export \"add\" (func $add))\n) (The wasm2wat tool transforms the binary output to its equivalent text format) In later chapters of this book you will learn how to write, compile and run these WebAssembly modules in different environments.","breadcrumbs":"What is WebAssembly? » Hello World » The Hello World of WebAssembly","id":"14","title":"The Hello World of WebAssembly"},"15":{"body":"The Rust compiler gained proper asm.js support (a wasm predecessor) using Emscripten some time in 2016 and experimental WebAssembly support shortly after the same year with Rust 1.14 (the wasm32-unknown-emscripten target). The wasm32-unknown-unknown target became available on Rust Nightly in November 2017. wasm32-wasi was added in 2019 (initially as wasm32-unknown-wasi). These are the two main targets you will work with. A WebAssembly Domain Working Group was started within the Rust project in 2018. Their plan was to drive WebAssembly support in the Rust compiler forward, create tooling and libraries for Rust & WebAssembly and provide learning material. Early on WebAssembly tooling was written in Rust, often to simplify Rust & WebAssembly development, but sometimes acting as general tooling as well. Tools such as wasm-bindgen or wasm-pack became early examples of what great WebAssembly tooling can provide for the ecosystem. Some WebAssembly runtimes were written in Rust, most notably wasmtime . The community started developing libraries and frameworks for WebAssembly development, e.g. Yew , a framework for making client-side single-page apps. From the get-go Rust was a first-class citizen in the WebAssembly world, both as a language targeting WebAssembly as well as the language tools and libraries for WebAssembly were written in.","breadcrumbs":"What is WebAssembly? » Rust & Wasm » Rust & Wasm","id":"15","title":"Rust & Wasm"},"16":{"body":"WebAssembly originated as a successor to browser technology like asm.js and Google Native Client (NaCl). Naturally WebAssembly gained popularity across a wide range of use cases on the web. WebAssembly on the web allows to build existing software written in a variety of languages and run them as part of ordinary web applications. The following is a list of interesting existing web applications using WebAssembly.","breadcrumbs":"Use cases on the web » Use cases","id":"16","title":"Use cases"},"17":{"body":"A full Python distribution running in your browser. It comes with builtin packages as well as support to install pure-Python packages from PyPi. An in-browser REPL is available at https://pyodide.org/en/stable/console.html .","breadcrumbs":"Use cases on the web » Pyodide","id":"17","title":"Pyodide"},"18":{"body":"Datasette is an open source multi-tool for exploring and publishing data. It provides an interface to SQLite databases. Datasette Lite is based on Pyodide and brings the full application to the browser. You can open remote database and CSV files, execute queries and browse through the loaded database.","breadcrumbs":"Use cases on the web » Datasette Lite","id":"18","title":"Datasette Lite"},"19":{"body":"squoosh is an image compression web app, fully client-side. It provides an interactive interface to resize an image and supports different output codecs. Everything is happening client-side and images never leave the browser. Source code is available on GitHub .","breadcrumbs":"Use cases on the web » squoosh.app","id":"19","title":"squoosh.app"},"2":{"body":"A bit of common knowledge & history about WebAssembly and Rust, as well as notable use cases.","breadcrumbs":"WebAssembly » Part 2: Background","id":"2","title":"Part 2: Background"},"20":{"body":"Photoshop on the Web is the nearly-complete Photoshop experience running in the browser. It's currently in beta and not yet fully supported in all browsers.","breadcrumbs":"Use cases on the web » Photoshop on the Web","id":"20","title":"Photoshop on the Web"},"21":{"body":"Tailscale is a VPN service that allows you to make your devices accessible within an overlay network, no matter where those devices are physically located. It recently started to support SSH over their service with next to no setup. They now offer an SSH console directly in the browser. Their VPN client and networking code has been compiled to WebAssembly and (encrypted) traffic goes directly to relay servers, but not through additional proxies.","breadcrumbs":"Use cases on the web » Tailscale SSH Console","id":"21","title":"Tailscale SSH Console"},"22":{"body":"WebAssembly is available to every website now through the JavaScript web API. It is supported in all recent versions of all major browsers [1] . The WebAssembly web API is available on the WebAssembly JavaScript object . The available API allows to compile and instantiate WebAssembly modules, access exported functionality and access the shared memory block used to share data between the WebAssembly module and the JavaScript environment. The web tutorial chapter will guide you through some of the usage later. See caniuse.com .","breadcrumbs":"Use cases on the web » WASM & JavaScript » WASM & JavaScript","id":"22","title":"WASM & JavaScript"},"23":{"body":"WebAssembly is also supported outside of the browser environment. There it can be used for a wide variety of applications, making use of its sandboxing and security functionality. Some possible use cases include:","breadcrumbs":"Use cases everywhere else » Use cases everywhere else","id":"23","title":"Use cases everywhere else"},"24":{"body":"User-facing native applications can safely support user-contributed plugins. These plugins are compiled to WebAssembly modules and the application can run them in a restricted environment within the application, allowing access to only a small part of the application.","breadcrumbs":"Use cases everywhere else » Plugins","id":"24","title":"Plugins"},"25":{"body":"\"Serverless\" can describe a wide variety of concepts. In recent times it became known as a cloud computing execution model, where cloud providers allocate machine resources on demand, managing it for their users and executing the user's application code on request. Most commonly this is offered as a Function as a Service (FaaS) platform, where small application logic is executed on incoming requests, using limited resources (CPU, time, memory). WebAssembly allows that users can write this logic in a language of their choice and the provider supports a general WebAssembly execution environment, often accompanied with a provider-specific SDK. The provider can leverage the WebAssembly sandbox mechanism to provide per-request isolation & performance. We look at one of these serverless offerings: Fastly's Compute@Edge .","breadcrumbs":"Use cases everywhere else » Serverless","id":"25","title":"Serverless"},"26":{"body":"Docker recently announced a Technical Preview of their WebAssembly support . Docker containers can be used to build and distribute WebAssembly applications. The Docker engine can then extract and run this WebAssembly application in a wasm runtime, all while using the familiar Docker tooling.","breadcrumbs":"Use cases everywhere else » Docker","id":"26","title":"Docker"},"27":{"body":"RLBox is a toolkit for sandboxing third party C libraries. This allows to run third-party libraries within an existing application, but restricting the access to only what is directly provided to the library as input, thus reducing the attack surface of this part of the code. It is in use in Mozilla Firefox.","breadcrumbs":"Use cases everywhere else » Third-party library sandboxing","id":"27","title":"Third-party library sandboxing"},"28":{"body":"The WebAssembly specification describes a very limited interface that the environment a WebAssembly module runs in need to provide. It essentially has 3 important parts: Imports. Functionality provided by the environment for use within the WebAssembly code. Exports. The functions the WebAssembly module exports, making them callable from the outside. Linear Memory. The WebAssembly module has access to a block of linear memory, which it potentially can expand on request. This memory can be read by the host environment as well. Therefore WebAssembly code is limited to self-contained computation, calls to imported functions and reading and writing from memory. No default imports are provided and how data is laid out in the linear memory is also unspecified. And this is where WASI comes in: WASI is a modular system interface for WebAssembly. As described in the initial announcement, it’s focused on security and portability. (via wasi.dev ) WASI is a specification of the interfaces a program can use to communicate with the host environment. It is up to the host environment how these interfaces are implemented and if additional security mechanisms are enforced. Rust supports the wasm32-wasi target and the Rust standard library is implemented for this target, allowing for most Rust programs and libraries to just work with this target. The WebAssembly runtime wasmtime implements the required WASI interfaces in a capability-based security model The initial announcement for WASI has a lot more details on how it works.","breadcrumbs":"Use cases everywhere else » WASI » WASI","id":"28","title":"WASI"},"29":{"body":"Fastly is a cloud computing provider and content delivery network (CDN). Earlier this year they released their Compute@Edge platform. This platform allows to run WebAssembly code at the Fastly edge. They chose WebAssembly for exactly the reasons we listed in the previous chapter : lightweight sandboxing, per-request isolation and performance. They released a Rust SDK ( fastly ), which provides the necessary integration to read an incoming request and generate an appropriate response. The host runtime uses WASI to provide the necessary system interfaces. This means that you can write normal Rust code, using most of the Rust standard library and a large number of available Rust crates without issues. They also support JavaScript and Go as languages on this platform. You can find the Fastly Compute@Edge documentation at https://docs.fastly.com/products/compute-at-edge . You will learn how to write a small application for this platform in the Edge computing tutorial later in this book.","breadcrumbs":"Use cases everywhere else » Fastly's Compute@Edge » Fastly's Compute@Edge","id":"29","title":"Fastly's Compute@Edge"},"3":{"body":"A hands-on tutorial writing Rust and compiling it in 3 variations: as a command-line app, as a library and as a small QT app using the library using cxx-qt.","breadcrumbs":"WebAssembly » Part 3: Tutorial","id":"3","title":"Part 3: Tutorial"},"30":{"body":"We now want to build a slightly more complex application. The idea is to use an existing image manipulation library to apply filters to a given image [1] . This example will show us how to use an existing Rust crate, how to handle input and output and how to interact with the different environments. We start off with building a command-line tool run using wasmtime, then build a web application running completely client-side, and last as an edge computing API that processes images posted to it. We will work with the following example image (but really any image will work). Right-click it and save it to disk for later use. When applying the filter named \"1977\", this is the result: Several more filters are available in the library. The image filters are inspired by Instagram. The implementation is based on CSSgram , which was ported to Rust by @ha-shine . The example image was taken on 2022-10-28 by Jan-Erik Rediger.","breadcrumbs":"Idea » Idea","id":"30","title":"Idea"},"31":{"body":"In this tutorial you'll get familiar with: Building Rust code for the wasm32-wasi target Running applications on the command-line using wasmtime Re-using existing crates in a WASM application wasmtime's capability-based system We start with a command-line tool that takes an image and a filter name as input. It applies the given filter to the image and produces an output.png.","breadcrumbs":"CLI » Command-line interface","id":"31","title":"Command-line interface"},"32":{"body":"✅ Create a new Rust project cargo new rustagram\ncd rustagram ✅ To start the tool will only print a message. Open src/main.rs and add fn main() { println!(\"Hello World from wasmtime!\");\n} Next, read how to build and run the application .","breadcrumbs":"CLI » Hello World » Hello World on the command line","id":"32","title":"Hello World on the command line"},"33":{"body":"✅ You can build for the wasm32-wasi manually like this: cargo build --target wasm32-wasi This should create a file target/wasm32-wasi/debug/rustagram.wasm. ✅ Now that the application is built you can run it using wasmtime: wasmtime target/wasm32-wasi/debug/rustagram.wasm You should see the message printed: $ wasmtime target/wasm32-wasi/debug/rustagram.wasm\nHello World from wasmtime! ✅ (Optional) You can transform the generated WebAssembly code into its text representation using wasm2wat wasm2wat target/wasm32-wasi/debug/rustagram.wasm Caution: this produces a lot of output. You should see something like this: (module (type (;0;) (func)) (type (;1;) (func (result i32))) (type (;2;) (func (param i32)))\n... Try to identify your \"Hello World\" code.","breadcrumbs":"CLI » Building and running with wasmtime » Building and running with wasmtime","id":"33","title":"Building and running with wasmtime"},"34":{"body":"Now that you can build and run an application compiled to WebAssembly, it's time to build some functionality into it. The goal is: Take an input file, a filter name and, optionally, an output file (or \"output.jpg\" as the default). Load the input file, apply the given filter to this image, then write the resulting image to the output file. You can continue with the previously created project. ✅ Open src/main.rs again and replace the println! line with code to parse the arguments. fn main() { let mut args = std::env::args().skip(1); let input = args.next().expect(\"INPUT required\"); let filter = args.next().expect(\"FILTER required\"); let output = args.next().unwrap_or_else(|| \"output.jpg\".to_string()); dbg!((input, filter, output));\n} ✅ Build and run this to make sure it works as expected. ✅ Now add a dependency to handle image manipulation. The image filters are readily available in the rustagram2 crate. Add the rustagram2 crate as a dependency in rustagram/Cargo.toml [dependencies]\nrustagram2 = \"2.0.0\" The documentation is available on docs.rs/rustagram2 . ✅ You need a FilterType to apply later. rustagram2 shows the available filters in the FilterType documentation . It also has FromStr from the standard library implemented for it, so you can parse strings into the filter type by calling parse() on the string. let filter_type = filter.parse().expect(\"can't parse filter name\"); An unknown filter name would cause an error. For now you don't need to handle that. Your application can just panic and exit. If you compile everything at this point you will probably hit a type annotation error. You can try to resolve that now. You can also continue and observe how this error will be resolved once you add more code in the next steps. Now comes the main part of the application: load the image, apply the filter and save the resulting file. This is a small challenge for you to write, but the next steps guide you through it. ✅ You need to read the file from disk and turn it into an object you can work with. image::open does that for you easily. Don't worry about error handling and just unwrap. ✅ The image type you get is able to represent a wide variety of image types. For this tutorial you want an RgbaImage . You can convert your image using the to_rgba8 method. ✅ Last but not least you need to apply the selected filter on this image. The rustagram2 crate implements that as the apply_filter method on a trait. This trait is automatically implemented for the RgbaImage type you got from to_rgba8. ✅ Save back to the file output by using the save method available on the image. With the help of the documentation this should be achievable in a couple of lines of code. Try it for yourself! ✅ Once you wrote the code, build it again and try to run it. Expected output when you don't pass any arguments: $ wasmtime target/wasm32-wasi/debug/rustagram.wasm\nthread 'main' panicked at 'INPUT required', src/main.rs:7:29\nnote: run with `RUST_BACKTRACE=1` environment variable to display a backtrace\nError: failed to run main module `target/wasm32-wasi/debug/rustagram.wasm` Caused by: 0: failed to invoke command default\n[...] Expected output when you pass a file path and a filter name: $ wasmtime target/wasm32-wasi/debug/rustagram.wasm kongelige-slott.jpg 1977\nthread 'main' panicked at 'called `Result::unwrap()` on an `Err` value: IoError(Custom { kind: Uncategorized, error: \"failed to find a pre-opened file descriptor through which \\\"kongelige-slott.jpg\\\" could be opened\" })', src/main.rs:12:34\nnote: run with `RUST_BACKTRACE=1` environment variable to display a backtrace\nError: failed to run main module `target/wasm32-wasi/debug/rustagram.wasm` Caused by: 0: failed to invoke command default\n[...] What did just happen? wasmtime ran your code up until it tried to read the image from disk. By default wasmtime blocks all filesystem access. You need to explicitly give permission to specific directories in order to be able to read and writes files within. $ wasmtime --dir . target/wasm32-wasi/debug/rustagram.wasm kongelige-slott.jpg 1977\n$ This should now have created output.jpg.","breadcrumbs":"CLI » Image filter application » Image filter application","id":"34","title":"Image filter application"},"35":{"body":"You should have this file tree layout: $ tree\n.\n├── Cargo.lock\n├── Cargo.toml\n└── src └── main.rs To recap your final code should look something like this: use rustagram::{image, RustagramFilter}; fn main() { let mut args = std::env::args().skip(1); let input = args.next().expect(\"INPUT required\"); let filter = args.next().expect(\"FILTER required\"); let output = args.next().unwrap_or_else(|| \"output.jpg\".to_string()); let filter_type = filter.parse().expect(\"can't parse filter name\"); let img = image::open(input).unwrap(); let out = img.to_rgba8().apply_filter(filter_type); out.save(output).unwrap();\n} You can build your code like this: cargo build --target wasm32-wasi And run it with wasmtime: wasmtime --dir . target/wasm32-wasi/debug/rustagram.wasm skyline.jpg 1977 Some ideas on what to do next: Run the application natively: cargo run. Any complications or differences? Inspect the built wasm module using wasm2wat. Can you spot the parts of the code that you've written? Can you find the names of all available filters? Try some other crate you know. Does it work as-is on WebAssembly/with Wasi?","breadcrumbs":"CLI » Final application » Final application","id":"35","title":"Final application"},"36":{"body":"In this tutorial you'll get familiar with: Building Rust code for the wasm32-unknown-unknown target Interacting with a WASM application from JavaScript The wasm-bindgen tool to handle more complex types passed over the boundary Next we build a web application that processes images client-side in the browser. No server processing involved. We re-use the same Rust crate to apply the image filter, but this time load the image directly from a binary blob. That binary blob is passed in from the JavaScript side.","breadcrumbs":"Web » Web","id":"36","title":"Web"},"37":{"body":"You already saw the \"Hello World of WebAssembly\" earlier. You will now run this on the web without additional tools. ✅ Create a new crate cargo new --lib hello-world\ncd hello-world ✅ Set the crate type to cdylib in Cargo.toml [lib]\ncrate-type = [\"cdylib\"] ✅ Write the add function. #[no_mangle]\npub extern \"C\" fn add(left: i32, right: i32) -> i32 { left + right\n} The no_mangle attribute ensures that the function name lands in the binary as is, otherwise you couldn't later call it by name. extern \"C\" ensures it uses the C-compatible ABI, and thus what WebAssembly (and JavaScript) expects. ✅ Compile it to WebAssembly. cargo build --target wasm32-unknown-unknown This will create target/wasm32-unknown-unknown/debug/hello_world.wasm. ✅ Next create an HTML file index.html in your crate's directory (next to Cargo.toml): \n
\n The JavaScript frontend code: import init, { apply_filter } from './image_filter.js'; await init(); document.querySelector('input[type=file]').onchange = (evt) => { imageFilter();\n};\ndocument.querySelector('select').onchange = (evt) => { imageFilter();\n}; function typedArrayToURL(typedArray) { return URL.createObjectURL( new Blob([typedArray.buffer], { type: \"image/png\" }) );\n} async function imageFilter() { let files = document.getElementById('files').files; if (!files.length) { return; } let file = files[0]; let span = document.querySelector('span'); span.innerText = \"working...\"; let imgEl = document.querySelector('img'); imgEl.src = URL.createObjectURL(file); imgEl.width = \"500\"; let filter = document.querySelector(\"select\").value.toLowerCase(); if (filter == \"none\") { span.innerText = \"done.\"; return; } let img = await file.arrayBuffer(); let result = apply_filter(new Uint8Array(img), filter); let blobUrl = typedArrayToURL(result); imgEl.src = blobUrl; imgEl.width = \"500\"; span.innerText = \"done.\";\n} A demo deployment is available at: https://tmp.fnordig.de/wasm/image-filter/ Some ideas on what to do next: The code unwraps a lot. Introduce some error handling. Can you return an error from your wasm module?","breadcrumbs":"Web » Final application » Final application","id":"48","title":"Final application"},"49":{"body":"In this tutorial you'll get familiar with: Building Rust code for Fastly's Compute@Edge platform Handling and responding to a web request A little bit of HTML and JavaScript for the frontend We build a web API that applies a given filter to an image posted to it. It returns the produced image over HTTP. Additionally we also serve a bare-bones HTML form that allows us to use this API.","breadcrumbs":"Edge computing » Edge","id":"49","title":"Edge"},"5":{"body":"Clone the workshop git repository : git clone https://github.com/ferrous-systems/wasm-training-2022 The workshop repository contains all workshop materials, e.g. code examples, and the source for this workbook.","breadcrumbs":"Preparations » Workshop Materials","id":"5","title":"Workshop Materials"},"50":{"body":"Our image filter application provides 3 endpoints: GET / The HTML frontend to load, post and display images. GET /app.js The JavaScript frontend code to handle the logic of sending and displaying the image. POST /image The actual image filter API. It receives the image in the request body and returns the converted image. In the next chapters we go through creating this project step by step.","breadcrumbs":"Edge computing » Application specification » Application specification","id":"50","title":"Application specification"},"51":{"body":"","breadcrumbs":"Edge computing » New project » New compute project","id":"51","title":"New compute project"},"52":{"body":"No Fastly account required for local development. For the manual way see below. ✅ Create a new compute project from a starter kit. mkdir edge-image-filter\ncd edge-image-filter\nfastly compute init Give it a name of your choice. When asked for the language to use select \"Rust\". When asked for the Starter kit, use \"[5] Empty starter for Rust\". ✅ Finally run the project locally fastly compute serve Your application should be reachable at http://127.0.0.1:7676/ .","breadcrumbs":"Edge computing » New project » Initialize a new package locally using fastly","id":"52","title":"Initialize a new package locally using fastly"},"53":{"body":"The fastly CLI handles creation of a new package. It essentially does the below steps. ✅ Create a new project using cargo cargo new edge-image-filter\ncd edge-image-filter ✅ Add the fastly dependency cargo add fastly Alternatively add it to your Cargo.toml under [dependencies]: fastly = \"0.8.6\" ✅ Add the scaffolding to src/main.rs: use fastly::http::StatusCode;\nuse fastly::{Error, Request, Response}; #[fastly::main]\nfn main(req: Request) -> Result
\n And the JavaScript frontend code: document.querySelector('input[type=file]').onchange = (evt) => { postImage();\n};\ndocument.querySelector('select').onchange = (evt) => { postImage();\n}; async function postImage() { let files = document.getElementById('files').files; if (!files.length) { return; } let file = files[0]; let span = document.querySelector('span'); span.innerText = \"working...\"; let imgEl = document.querySelector('img'); imgEl.src = URL.createObjectURL(file); imgEl.width = \"500\"; let filter = document.querySelector(\"select\").value.toLowerCase(); if (filter == \"none\") { span.innerText = \"done.\"; return; } let img = await file.arrayBuffer(); let url = `/image?filter=${filter}`; let response = await fetch(url, { method: \"POST\", body: img, }); if (!response.ok) { throw new Error(`HTTP error! Status: ${response.status}`); } let blob = await response.blob(); imgEl.src = URL.createObjectURL(blob); span.innerText = \"done.\";\n} You can build and serve your application locally like this: fastly compute serve Some ideas on what to do next: Did you even notice that this was compiled to WebAssembly? What happens if you compile it natively? Can you return different image formats? Different sizes? What other task could be suitable for edge computing?","breadcrumbs":"Edge computing » Final application » Final application","id":"59","title":"Final application"},"6":{"body":"The Setup guide helps you install the required software used throughout this book.","breadcrumbs":"Preparations » Required Software","id":"6","title":"Required Software"},"60":{"body":"So far the image filter application has been running locally only. Of course this can now be deployed to Fastly's servers. Note: This requires a Fastly account. You can create an account for free. ✅ You can now deploy this application: fastly compute deploy The first time you run this it will ask you if you want to create a new service. Follow the instructions, give it a name, define a domain to use (or use the suggested one). You don't need to define any backends. Subsequent runs will deploy your code as a new version. When finished this will print the full URL of your new service. 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It is based on work by Jan-Erik Rediger . It is split into 3 parts:","breadcrumbs":"WebAssembly » Rust & WebAssembly workshop","id":"0","title":"Rust & WebAssembly workshop"},"1":{"body":"An installation guide for all tooling used throughout this book.","breadcrumbs":"WebAssembly » Part 1: Setup","id":"1","title":"Part 1: Setup"},"10":{"body":"Some of these are optional. They make some tasks easier to handle, but it can be done without them. wasmtime A fast and secure runtime for WebAssembly. Full installation instructions: https://docs.wasmtime.dev/cli-install.html Linux and macOS users can execute the following: curl https://wasmtime.dev/install.sh -sSf | bash Alternatively, on macOS with brew: brew install wasmtime This will download a precompiled version of wasmtime and place it in $HOME/.wasmtime, and update your shell configuration to place the right directory in PATH. Windows users should visit the releases page and download the MSI installer (wasmtime-v2.0.0-x86_64-windows.msi for example) and use that to install. wasm-bindgen Tool to generate JavaScript bindings for a wasm file. cargo install wasm-bindgen-cli Serving local content over HTTP \"Host These Things Please\" (https) is a basic http server for serving files in a folder over HTTP locally. Install it using cargo: cargo install https You can later simply use http to run it. wasm2wat (optional) Translate from the binary WebAssembly format back to the text format (also known as a .wat). Part of the WebAssembly Binary Toolkit (WABT). macOS: brew install wabt Others: Download the release from the WABT release page . Fastly CLI (optional) fastly is an open-source command line tool for interacting with the Fastly API. It can be used to create, build and run Compute@Edge projects locally and deploy them on Fastly. Installation instructions . For macOS: brew install fastly/tap/fastly For Windows and Linux: Download a release from the fastly GitHub Release page .","breadcrumbs":"Preparations » Setup » Additional tooling","id":"10","title":"Additional tooling"},"11":{"body":"","breadcrumbs":"Preparations » Tooling check » Tooling check","id":"11","title":"Tooling check"},"12":{"body":"✅ Fully restart your terminal (not just open a fresh tab). ✅ Let's check that you have installed Rust. $ rustc --version\nrustc 1.64.0 (a55dd71d5 2022-09-19) $ cargo --version\ncargo 1.64.0 (387270bc7 2022-09-16) $ rustup target list --installed\n(cut)\nwasm32-unknown-unknown\nwasm32-wasi\n(cut) ✅ Let's check that you have installed the tools listed in the previous section (Note: not all are required). $ wasmtime --version\nwasmtime-cli 2.0.0 $ wasm-bindgen --version\nwasm-bindgen 0.2.83 $ http\nHosting \".\" on port 8000 without TLS and no authentication...\nCtrl-C to stop. Note: This will host the current directory over HTTP. Use Ctrl-C to stop it. $ wasm2wat --version\n1.0.30 $ fastly version\nFastly CLI version v4.2.0 (a1e8772)\nBuilt with go version go1.18.6 linux/amd64\nViceroy version: viceroy 0.3.1","breadcrumbs":"Preparations » Tooling check » Setup check","id":"12","title":"Setup check"},"13":{"body":"WebAssembly is a technology that allows you to compile application code written in pretty much any language (including Rust, C, C++, JavaScript, and Go) and run it inside sandboxed environments. WebAssembly is often known as just \"wasm\". WebAssembly originated as a successor to asm.js, a low-level subset of JavaScript, and Google Native Client (NaCl), a technology to run a subset of native code in a sandboxed environment within the browser. WebAssembly itself started in 2015, with a first release of the specification in 2017. By 2019 it became an official web standard with implementations across all major browsers. Since then it became a compilation target for a wide variety of programming languages, gained usage across the web and other execution environments and got several independent runtime implementations inside and outside of browsers Contrary to what the name might make you believe it is not tied to the web only. But the web is where it originated. In the next chapters you will learn what WebAssembly looks like and where it is used.","breadcrumbs":"What is WebAssembly? » What is WebAssembly?","id":"13","title":"What is WebAssembly?"},"14":{"body":"We will work with Rust throughout this book. The first \"Hello World\" application is thus a small Rust function to add 2 numbers together and return the result. #[no_mangle]\npub extern \"C\" fn add(left: i32, right: i32) -> i32 { left + right\n} WebAssembly is a binary format. The above function compiled to a WebAssembly module results in the following binary blob (hexdumped). 00 61 73 6d 01 00 00 00 01 07 01 60 02 7f 7f 01\n7f 03 02 01 00 05 03 01 00 10 07 10 02 06 6d 65\n6d 6f 72 79 02 00 03 61 64 64 00 00 0a 09 01 07\n00 20 00 20 01 6a 0b Along with the binary format there's also the WebAssembly text format, wat. The above module represented as wat: (module (type (;0;) (func (param i32 i32) (result i32))) (func $add (type 0) (param i32 i32) (result i32) local.get 0 local.get 1 i32.add) (export \"memory\" (memory 0)) (export \"add\" (func $add))\n) (The wasm2wat tool transforms the binary output to its equivalent text format) In later chapters of this book you will learn how to write, compile and run these WebAssembly modules in different environments.","breadcrumbs":"What is WebAssembly? » Hello World » The Hello World of WebAssembly","id":"14","title":"The Hello World of WebAssembly"},"15":{"body":"The Rust compiler gained proper asm.js support (a wasm predecessor) using Emscripten some time in 2016 and experimental WebAssembly support shortly after the same year with Rust 1.14 (the wasm32-unknown-emscripten target). The wasm32-unknown-unknown target became available on Rust Nightly in November 2017. wasm32-wasi was added in 2019 (initially as wasm32-unknown-wasi). These are the two main targets you will work with. A WebAssembly Domain Working Group was started within the Rust project in 2018. Their plan was to drive WebAssembly support in the Rust compiler forward, create tooling and libraries for Rust & WebAssembly and provide learning material. Early on WebAssembly tooling was written in Rust, often to simplify Rust & WebAssembly development, but sometimes acting as general tooling as well. Tools such as wasm-bindgen or wasm-pack became early examples of what great WebAssembly tooling can provide for the ecosystem. Some WebAssembly runtimes were written in Rust, most notably wasmtime . The community started developing libraries and frameworks for WebAssembly development, e.g. Yew , a framework for making client-side single-page apps. From the get-go Rust was a first-class citizen in the WebAssembly world, both as a language targeting WebAssembly as well as the language tools and libraries for WebAssembly were written in.","breadcrumbs":"What is WebAssembly? » Rust & Wasm » Rust & Wasm","id":"15","title":"Rust & Wasm"},"16":{"body":"WebAssembly originated as a successor to browser technology like asm.js and Google Native Client (NaCl). Naturally WebAssembly gained popularity across a wide range of use cases on the web. WebAssembly on the web allows to build existing software written in a variety of languages and run them as part of ordinary web applications. The following is a list of interesting existing web applications using WebAssembly.","breadcrumbs":"Use cases on the web » Use cases","id":"16","title":"Use cases"},"17":{"body":"A full Python distribution running in your browser. It comes with builtin packages as well as support to install pure-Python packages from PyPi. An in-browser REPL is available at https://pyodide.org/en/stable/console.html .","breadcrumbs":"Use cases on the web » Pyodide","id":"17","title":"Pyodide"},"18":{"body":"Datasette is an open source multi-tool for exploring and publishing data. It provides an interface to SQLite databases. Datasette Lite is based on Pyodide and brings the full application to the browser. You can open remote database and CSV files, execute queries and browse through the loaded database.","breadcrumbs":"Use cases on the web » Datasette Lite","id":"18","title":"Datasette Lite"},"19":{"body":"squoosh is an image compression web app, fully client-side. It provides an interactive interface to resize an image and supports different output codecs. Everything is happening client-side and images never leave the browser. Source code is available on GitHub .","breadcrumbs":"Use cases on the web » squoosh.app","id":"19","title":"squoosh.app"},"2":{"body":"A bit of common knowledge & history about WebAssembly and Rust, as well as notable use cases.","breadcrumbs":"WebAssembly » Part 2: Background","id":"2","title":"Part 2: Background"},"20":{"body":"Photoshop on the Web is the nearly-complete Photoshop experience running in the browser. It's currently in beta and not yet fully supported in all browsers.","breadcrumbs":"Use cases on the web » Photoshop on the Web","id":"20","title":"Photoshop on the Web"},"21":{"body":"Tailscale is a VPN service that allows you to make your devices accessible within an overlay network, no matter where those devices are physically located. It recently started to support SSH over their service with next to no setup. They now offer an SSH console directly in the browser. Their VPN client and networking code has been compiled to WebAssembly and (encrypted) traffic goes directly to relay servers, but not through additional proxies.","breadcrumbs":"Use cases on the web » Tailscale SSH Console","id":"21","title":"Tailscale SSH Console"},"22":{"body":"WebAssembly is available to every website now through the JavaScript web API. It is supported in all recent versions of all major browsers [1] . The WebAssembly web API is available on the WebAssembly JavaScript object . The available API allows to compile and instantiate WebAssembly modules, access exported functionality and access the shared memory block used to share data between the WebAssembly module and the JavaScript environment. The web tutorial chapter will guide you through some of the usage later. See caniuse.com .","breadcrumbs":"Use cases on the web » WASM & JavaScript » WASM & JavaScript","id":"22","title":"WASM & JavaScript"},"23":{"body":"WebAssembly is also supported outside of the browser environment. There it can be used for a wide variety of applications, making use of its sandboxing and security functionality. Some possible use cases include:","breadcrumbs":"Use cases everywhere else » Use cases everywhere else","id":"23","title":"Use cases everywhere else"},"24":{"body":"User-facing native applications can safely support user-contributed plugins. These plugins are compiled to WebAssembly modules and the application can run them in a restricted environment within the application, allowing access to only a small part of the application.","breadcrumbs":"Use cases everywhere else » Plugins","id":"24","title":"Plugins"},"25":{"body":"\"Serverless\" can describe a wide variety of concepts. In recent times it became known as a cloud computing execution model, where cloud providers allocate machine resources on demand, managing it for their users and executing the user's application code on request. Most commonly this is offered as a Function as a Service (FaaS) platform, where small application logic is executed on incoming requests, using limited resources (CPU, time, memory). WebAssembly allows that users can write this logic in a language of their choice and the provider supports a general WebAssembly execution environment, often accompanied with a provider-specific SDK. The provider can leverage the WebAssembly sandbox mechanism to provide per-request isolation & performance. We look at one of these serverless offerings: Fastly's Compute@Edge .","breadcrumbs":"Use cases everywhere else » Serverless","id":"25","title":"Serverless"},"26":{"body":"Docker recently announced a Technical Preview of their WebAssembly support . Docker containers can be used to build and distribute WebAssembly applications. The Docker engine can then extract and run this WebAssembly application in a wasm runtime, all while using the familiar Docker tooling.","breadcrumbs":"Use cases everywhere else » Docker","id":"26","title":"Docker"},"27":{"body":"RLBox is a toolkit for sandboxing third party C libraries. This allows to run third-party libraries within an existing application, but restricting the access to only what is directly provided to the library as input, thus reducing the attack surface of this part of the code. It is in use in Mozilla Firefox.","breadcrumbs":"Use cases everywhere else » Third-party library sandboxing","id":"27","title":"Third-party library sandboxing"},"28":{"body":"The WebAssembly specification describes a very limited interface that the environment a WebAssembly module runs in need to provide. It essentially has 3 important parts: Imports. Functionality provided by the environment for use within the WebAssembly code. Exports. The functions the WebAssembly module exports, making them callable from the outside. Linear Memory. The WebAssembly module has access to a block of linear memory, which it potentially can expand on request. This memory can be read by the host environment as well. Therefore WebAssembly code is limited to self-contained computation, calls to imported functions and reading and writing from memory. No default imports are provided and how data is laid out in the linear memory is also unspecified. And this is where WASI comes in: WASI is a modular system interface for WebAssembly. As described in the initial announcement, it’s focused on security and portability. (via wasi.dev ) WASI is a specification of the interfaces a program can use to communicate with the host environment. It is up to the host environment how these interfaces are implemented and if additional security mechanisms are enforced. Rust supports the wasm32-wasi target and the Rust standard library is implemented for this target, allowing for most Rust programs and libraries to just work with this target. The WebAssembly runtime wasmtime implements the required WASI interfaces in a capability-based security model The initial announcement for WASI has a lot more details on how it works.","breadcrumbs":"Use cases everywhere else » WASI » WASI","id":"28","title":"WASI"},"29":{"body":"Fastly is a cloud computing provider and content delivery network (CDN). Earlier this year they released their Compute@Edge platform. This platform allows to run WebAssembly code at the Fastly edge. They chose WebAssembly for exactly the reasons we listed in the previous chapter : lightweight sandboxing, per-request isolation and performance. They released a Rust SDK ( fastly ), which provides the necessary integration to read an incoming request and generate an appropriate response. The host runtime uses WASI to provide the necessary system interfaces. This means that you can write normal Rust code, using most of the Rust standard library and a large number of available Rust crates without issues. They also support JavaScript and Go as languages on this platform. You can find the Fastly Compute@Edge documentation at https://docs.fastly.com/products/compute-at-edge . You will learn how to write a small application for this platform in the Edge computing tutorial later in this book.","breadcrumbs":"Use cases everywhere else » Fastly's Compute@Edge » Fastly's Compute@Edge","id":"29","title":"Fastly's Compute@Edge"},"3":{"body":"A hands-on tutorial writing Rust and compiling it in 3 variations: as a command-line app, as a library and as a small QT app using the library using cxx-qt.","breadcrumbs":"WebAssembly » Part 3: Tutorial","id":"3","title":"Part 3: Tutorial"},"30":{"body":"We now want to build a slightly more complex application. The idea is to use an existing image manipulation library to apply filters to a given image [1] . This example will show us how to use an existing Rust crate, how to handle input and output and how to interact with the different environments. We start off with building a command-line tool run using wasmtime, then build a web application running completely client-side, and last as an edge computing API that processes images posted to it. We will work with the following example image (but really any image will work). Right-click it and save it to disk for later use. When applying the filter named \"1977\", this is the result: Several more filters are available in the library. The image filters are inspired by Instagram. The implementation is based on CSSgram , which was ported to Rust by @ha-shine . The example image was taken on 2022-10-28 by Jan-Erik Rediger.","breadcrumbs":"Idea » Idea","id":"30","title":"Idea"},"31":{"body":"In this tutorial you'll get familiar with: Building Rust code for the wasm32-wasi target Running applications on the command-line using wasmtime Re-using existing crates in a WASM application wasmtime's capability-based system We start with a command-line tool that takes an image and a filter name as input. It applies the given filter to the image and produces an output.png.","breadcrumbs":"CLI » Command-line interface","id":"31","title":"Command-line interface"},"32":{"body":"✅ Create a new Rust project cargo new rustagram\ncd rustagram ✅ To start the tool will only print a message. Open src/main.rs and add fn main() { println!(\"Hello World from wasmtime!\");\n} Next, read how to build and run the application .","breadcrumbs":"CLI » Hello World » Hello World on the command line","id":"32","title":"Hello World on the command line"},"33":{"body":"✅ You can build for the wasm32-wasi manually like this: cargo build --target wasm32-wasi This should create a file target/wasm32-wasi/debug/rustagram.wasm. ✅ Now that the application is built you can run it using wasmtime: wasmtime target/wasm32-wasi/debug/rustagram.wasm You should see the message printed: $ wasmtime target/wasm32-wasi/debug/rustagram.wasm\nHello World from wasmtime! ✅ (Optional) You can transform the generated WebAssembly code into its text representation using wasm2wat wasm2wat target/wasm32-wasi/debug/rustagram.wasm Caution: this produces a lot of output. You should see something like this: (module (type (;0;) (func)) (type (;1;) (func (result i32))) (type (;2;) (func (param i32)))\n... Try to identify your \"Hello World\" code.","breadcrumbs":"CLI » Building and running with wasmtime » Building and running with wasmtime","id":"33","title":"Building and running with wasmtime"},"34":{"body":"Now that you can build and run an application compiled to WebAssembly, it's time to build some functionality into it. The goal is: Take an input file, a filter name and, optionally, an output file (or \"output.jpg\" as the default). Load the input file, apply the given filter to this image, then write the resulting image to the output file. You can continue with the previously created project. ✅ Open src/main.rs again and replace the println! line with code to parse the arguments. fn main() { let mut args = std::env::args().skip(1); let input = args.next().expect(\"INPUT required\"); let filter = args.next().expect(\"FILTER required\"); let output = args.next().unwrap_or_else(|| \"output.jpg\".to_string()); dbg!((input, filter, output));\n} ✅ Build and run this to make sure it works as expected. ✅ Now add a dependency to handle image manipulation. The image filters are readily available in the rustagram2 crate. Add the rustagram2 crate as a dependency in rustagram/Cargo.toml [dependencies]\nrustagram2 = \"2.0.0\" The documentation is available on docs.rs/rustagram2 . ✅ You need a FilterType to apply later. rustagram2 shows the available filters in the FilterType documentation . It also has FromStr from the standard library implemented for it, so you can parse strings into the filter type by calling parse() on the string. let filter_type = filter.parse().expect(\"can't parse filter name\"); An unknown filter name would cause an error. For now you don't need to handle that. Your application can just panic and exit. If you compile everything at this point you will probably hit a type annotation error. You can try to resolve that now. You can also continue and observe how this error will be resolved once you add more code in the next steps. Now comes the main part of the application: load the image, apply the filter and save the resulting file. This is a small challenge for you to write, but the next steps guide you through it. ✅ You need to read the file from disk and turn it into an object you can work with. image::open does that for you easily. Don't worry about error handling and just unwrap. ✅ The image type you get is able to represent a wide variety of image types. For this tutorial you want an RgbaImage . You can convert your image using the to_rgba8 method. ✅ Last but not least you need to apply the selected filter on this image. The rustagram2 crate implements that as the apply_filter method on a trait. This trait is automatically implemented for the RgbaImage type you got from to_rgba8. ✅ Save back to the file output by using the save method available on the image. With the help of the documentation this should be achievable in a couple of lines of code. Try it for yourself! ✅ Once you wrote the code, build it again and try to run it. Expected output when you don't pass any arguments: $ wasmtime target/wasm32-wasi/debug/rustagram.wasm\nthread 'main' panicked at 'INPUT required', src/main.rs:7:29\nnote: run with `RUST_BACKTRACE=1` environment variable to display a backtrace\nError: failed to run main module `target/wasm32-wasi/debug/rustagram.wasm` Caused by: 0: failed to invoke command default\n[...] Expected output when you pass a file path and a filter name: $ wasmtime target/wasm32-wasi/debug/rustagram.wasm kongelige-slott.jpg 1977\nthread 'main' panicked at 'called `Result::unwrap()` on an `Err` value: IoError(Custom { kind: Uncategorized, error: \"failed to find a pre-opened file descriptor through which \\\"kongelige-slott.jpg\\\" could be opened\" })', src/main.rs:12:34\nnote: run with `RUST_BACKTRACE=1` environment variable to display a backtrace\nError: failed to run main module `target/wasm32-wasi/debug/rustagram.wasm` Caused by: 0: failed to invoke command default\n[...] What did just happen? wasmtime ran your code up until it tried to read the image from disk. By default wasmtime blocks all filesystem access. You need to explicitly give permission to specific directories in order to be able to read and writes files within. $ wasmtime --dir . target/wasm32-wasi/debug/rustagram.wasm kongelige-slott.jpg 1977\n$ This should now have created output.jpg.","breadcrumbs":"CLI » Image filter application » Image filter application","id":"34","title":"Image filter application"},"35":{"body":"You should have this file tree layout: $ tree\n.\n├── Cargo.lock\n├── Cargo.toml\n└── src └── main.rs To recap your final code should look something like this: use rustagram::{image, RustagramFilter}; fn main() { let mut args = std::env::args().skip(1); let input = args.next().expect(\"INPUT required\"); let filter = args.next().expect(\"FILTER required\"); let output = args.next().unwrap_or_else(|| \"output.jpg\".to_string()); let filter_type = filter.parse().expect(\"can't parse filter name\"); let img = image::open(input).unwrap(); let out = img.to_rgba8().apply_filter(filter_type); out.save(output).unwrap();\n} You can build your code like this: cargo build --target wasm32-wasi And run it with wasmtime: wasmtime --dir . target/wasm32-wasi/debug/rustagram.wasm skyline.jpg 1977 Some ideas on what to do next: Run the application natively: cargo run. Any complications or differences? Inspect the built wasm module using wasm2wat. Can you spot the parts of the code that you've written? Can you find the names of all available filters? Try some other crate you know. Does it work as-is on WebAssembly/with Wasi?","breadcrumbs":"CLI » Final application » Final application","id":"35","title":"Final application"},"36":{"body":"In this tutorial you'll get familiar with: Building Rust code for the wasm32-unknown-unknown target Interacting with a WASM application from JavaScript The wasm-bindgen tool to handle more complex types passed over the boundary Next we build a web application that processes images client-side in the browser. No server processing involved. We re-use the same Rust crate to apply the image filter, but this time load the image directly from a binary blob. That binary blob is passed in from the JavaScript side.","breadcrumbs":"Web » Web","id":"36","title":"Web"},"37":{"body":"You already saw the \"Hello World of WebAssembly\" earlier. You will now run this on the web without additional tools. ✅ Create a new crate cargo new --lib hello-world\ncd hello-world ✅ Set the crate type to cdylib in Cargo.toml [lib]\ncrate-type = [\"cdylib\"] ✅ Write the add function. #[no_mangle]\npub extern \"C\" fn add(left: i32, right: i32) -> i32 { left + right\n} The no_mangle attribute ensures that the function name lands in the binary as is, otherwise you couldn't later call it by name. extern \"C\" ensures it uses the C-compatible ABI, and thus what WebAssembly (and JavaScript) expects. ✅ Compile it to WebAssembly. cargo build --target wasm32-unknown-unknown This will create target/wasm32-unknown-unknown/debug/hello_world.wasm. ✅ Next create an HTML file index.html in your crate's directory (next to Cargo.toml): \n
\n The JavaScript frontend code: import init, { apply_filter } from './image_filter.js'; await init(); document.querySelector('input[type=file]').onchange = (evt) => { imageFilter();\n};\ndocument.querySelector('select').onchange = (evt) => { imageFilter();\n}; function typedArrayToURL(typedArray) { return URL.createObjectURL( new Blob([typedArray.buffer], { type: \"image/png\" }) );\n} async function imageFilter() { let files = document.getElementById('files').files; if (!files.length) { return; } let file = files[0]; let span = document.querySelector('span'); span.innerText = \"working...\"; let imgEl = document.querySelector('img'); imgEl.src = URL.createObjectURL(file); imgEl.width = \"500\"; let filter = document.querySelector(\"select\").value.toLowerCase(); if (filter == \"none\") { span.innerText = \"done.\"; return; } let img = await file.arrayBuffer(); let result = apply_filter(new Uint8Array(img), filter); let blobUrl = typedArrayToURL(result); imgEl.src = blobUrl; imgEl.width = \"500\"; span.innerText = \"done.\";\n} A demo deployment is available at: https://tmp.fnordig.de/wasm/image-filter/ Some ideas on what to do next: The code unwraps a lot. Introduce some error handling. Can you return an error from your wasm module?","breadcrumbs":"Web » Final application » Final application","id":"48","title":"Final application"},"49":{"body":"In this tutorial you'll get familiar with: Building Rust code for Fastly's Compute@Edge platform Handling and responding to a web request A little bit of HTML and JavaScript for the frontend We build a web API that applies a given filter to an image posted to it. It returns the produced image over HTTP. Additionally we also serve a bare-bones HTML form that allows us to use this API.","breadcrumbs":"Edge computing » Edge","id":"49","title":"Edge"},"5":{"body":"Clone the workshop git repository : git clone https://github.com/ferrous-systems/wasm-training-2022 The workshop repository contains all workshop materials, e.g. code examples, and the source for this workbook.","breadcrumbs":"Preparations » Workshop Materials","id":"5","title":"Workshop Materials"},"50":{"body":"Our image filter application provides 3 endpoints: GET / The HTML frontend to load, post and display images. GET /app.js The JavaScript frontend code to handle the logic of sending and displaying the image. POST /image The actual image filter API. It receives the image in the request body and returns the converted image. In the next chapters we go through creating this project step by step.","breadcrumbs":"Edge computing » Application specification » Application specification","id":"50","title":"Application specification"},"51":{"body":"","breadcrumbs":"Edge computing » New project » New compute project","id":"51","title":"New compute project"},"52":{"body":"No Fastly account required for local development. For the manual way see below. ✅ Create a new compute project from a starter kit. mkdir edge-image-filter\ncd edge-image-filter\nfastly compute init Give it a name of your choice. When asked for the language to use select \"Rust\". When asked for the Starter kit, use \"[5] Empty starter for Rust\". ✅ Finally run the project locally fastly compute serve Your application should be reachable at http://127.0.0.1:7676/ .","breadcrumbs":"Edge computing » New project » Initialize a new package locally using fastly","id":"52","title":"Initialize a new package locally using fastly"},"53":{"body":"The fastly CLI handles creation of a new package. It essentially does the below steps. ✅ Create a new project using cargo cargo new edge-image-filter\ncd edge-image-filter ✅ Add the fastly dependency cargo add fastly Alternatively add it to your Cargo.toml under [dependencies]: fastly = \"0.8.6\" ✅ Add the scaffolding to src/main.rs: use fastly::http::StatusCode;\nuse fastly::{Error, Request, Response}; #[fastly::main]\nfn main(req: Request) -> Result
\n And the JavaScript frontend code: document.querySelector('input[type=file]').onchange = (evt) => { postImage();\n};\ndocument.querySelector('select').onchange = (evt) => { postImage();\n}; async function postImage() { let files = document.getElementById('files').files; if (!files.length) { return; } let file = files[0]; let span = document.querySelector('span'); span.innerText = \"working...\"; let imgEl = document.querySelector('img'); imgEl.src = URL.createObjectURL(file); imgEl.width = \"500\"; let filter = document.querySelector(\"select\").value.toLowerCase(); if (filter == \"none\") { span.innerText = \"done.\"; return; } let img = await file.arrayBuffer(); let url = `/image?filter=${filter}`; let response = await fetch(url, { method: \"POST\", body: img, }); if (!response.ok) { throw new Error(`HTTP error! Status: ${response.status}`); } let blob = await response.blob(); imgEl.src = URL.createObjectURL(blob); span.innerText = \"done.\";\n} You can build and serve your application locally like this: fastly compute serve Some ideas on what to do next: Did you even notice that this was compiled to WebAssembly? What happens if you compile it natively? Can you return different image formats? Different sizes? What other task could be suitable for edge computing?","breadcrumbs":"Edge computing » Final application » Final application","id":"59","title":"Final application"},"6":{"body":"The Setup guide helps you install the required software used throughout this book.","breadcrumbs":"Preparations » Required Software","id":"6","title":"Required Software"},"60":{"body":"So far the image filter application has been running locally only. Of course this can now be deployed to Fastly's servers. Note: This requires a Fastly account. You can create an account for free. ✅ You can now deploy this application: fastly compute deploy The first time you run this it will ask you if you want to create a new service. Follow the instructions, give it a name, define a domain to use (or use the suggested one). You don't need to define any backends. Subsequent runs will deploy your code as a new version. When finished this will print the full URL of your new service. 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It is based on work by Jan-Erik Rediger . It is split into 3 parts:","breadcrumbs":"WebAssembly » Rust & QT workshop","id":"0","title":"Rust & QT workshop"},"1":{"body":"An installation guide for all tooling used throughout this book.","breadcrumbs":"WebAssembly » Part 1: Setup","id":"1","title":"Part 1: Setup"},"10":{"body":"Some of these are optional. They make some tasks easier to handle, but it can be done without them. wasmtime A fast and secure runtime for WebAssembly. Full installation instructions: https://docs.wasmtime.dev/cli-install.html Linux and macOS users can execute the following: curl https://wasmtime.dev/install.sh -sSf | bash Alternatively, on macOS with brew: brew install wasmtime This will download a precompiled version of wasmtime and place it in $HOME/.wasmtime, and update your shell configuration to place the right directory in PATH. Windows users should visit the releases page and download the MSI installer (wasmtime-v2.0.0-x86_64-windows.msi for example) and use that to install. wasm-bindgen Tool to generate JavaScript bindings for a wasm file. cargo install wasm-bindgen-cli Serving local content over HTTP \"Host These Things Please\" (https) is a basic http server for serving files in a folder over HTTP locally. Install it using cargo: cargo install https You can later simply use http to run it. wasm2wat (optional) Translate from the binary WebAssembly format back to the text format (also known as a .wat). Part of the WebAssembly Binary Toolkit (WABT). macOS: brew install wabt Others: Download the release from the WABT release page . Fastly CLI (optional) fastly is an open-source command line tool for interacting with the Fastly API. It can be used to create, build and run Compute@Edge projects locally and deploy them on Fastly. Installation instructions . For macOS: brew install fastly/tap/fastly For Windows and Linux: Download a release from the fastly GitHub Release page .","breadcrumbs":"Preparations » Setup » Additional tooling","id":"10","title":"Additional tooling"},"11":{"body":"","breadcrumbs":"Preparations » Tooling check » Tooling check","id":"11","title":"Tooling check"},"12":{"body":"✅ Fully restart your terminal (not just open a fresh tab). ✅ Let's check that you have installed Rust. $ rustc --version\nrustc 1.64.0 (a55dd71d5 2022-09-19) $ cargo --version\ncargo 1.64.0 (387270bc7 2022-09-16) $ rustup target list --installed\n(cut)\nwasm32-unknown-unknown\nwasm32-wasi\n(cut) ✅ Let's check that you have installed the tools listed in the previous section (Note: not all are required). $ wasmtime --version\nwasmtime-cli 2.0.0 $ wasm-bindgen --version\nwasm-bindgen 0.2.83 $ http\nHosting \".\" on port 8000 without TLS and no authentication...\nCtrl-C to stop. Note: This will host the current directory over HTTP. Use Ctrl-C to stop it. $ wasm2wat --version\n1.0.30 $ fastly version\nFastly CLI version v4.2.0 (a1e8772)\nBuilt with go version go1.18.6 linux/amd64\nViceroy version: viceroy 0.3.1","breadcrumbs":"Preparations » Tooling check » Setup check","id":"12","title":"Setup check"},"13":{"body":"WebAssembly is a technology that allows you to compile application code written in pretty much any language (including Rust, C, C++, JavaScript, and Go) and run it inside sandboxed environments. WebAssembly is often known as just \"wasm\". WebAssembly originated as a successor to asm.js, a low-level subset of JavaScript, and Google Native Client (NaCl), a technology to run a subset of native code in a sandboxed environment within the browser. WebAssembly itself started in 2015, with a first release of the specification in 2017. By 2019 it became an official web standard with implementations across all major browsers. Since then it became a compilation target for a wide variety of programming languages, gained usage across the web and other execution environments and got several independent runtime implementations inside and outside of browsers Contrary to what the name might make you believe it is not tied to the web only. But the web is where it originated. In the next chapters you will learn what WebAssembly looks like and where it is used.","breadcrumbs":"What is WebAssembly? » What is WebAssembly?","id":"13","title":"What is WebAssembly?"},"14":{"body":"We will work with Rust throughout this book. The first \"Hello World\" application is thus a small Rust function to add 2 numbers together and return the result. #[no_mangle]\npub extern \"C\" fn add(left: i32, right: i32) -> i32 { left + right\n} WebAssembly is a binary format. The above function compiled to a WebAssembly module results in the following binary blob (hexdumped). 00 61 73 6d 01 00 00 00 01 07 01 60 02 7f 7f 01\n7f 03 02 01 00 05 03 01 00 10 07 10 02 06 6d 65\n6d 6f 72 79 02 00 03 61 64 64 00 00 0a 09 01 07\n00 20 00 20 01 6a 0b Along with the binary format there's also the WebAssembly text format, wat. The above module represented as wat: (module (type (;0;) (func (param i32 i32) (result i32))) (func $add (type 0) (param i32 i32) (result i32) local.get 0 local.get 1 i32.add) (export \"memory\" (memory 0)) (export \"add\" (func $add))\n) (The wasm2wat tool transforms the binary output to its equivalent text format) In later chapters of this book you will learn how to write, compile and run these WebAssembly modules in different environments.","breadcrumbs":"What is WebAssembly? » Hello World » The Hello World of WebAssembly","id":"14","title":"The Hello World of WebAssembly"},"15":{"body":"The Rust compiler gained proper asm.js support (a wasm predecessor) using Emscripten some time in 2016 and experimental WebAssembly support shortly after the same year with Rust 1.14 (the wasm32-unknown-emscripten target). The wasm32-unknown-unknown target became available on Rust Nightly in November 2017. wasm32-wasi was added in 2019 (initially as wasm32-unknown-wasi). These are the two main targets you will work with. A WebAssembly Domain Working Group was started within the Rust project in 2018. Their plan was to drive WebAssembly support in the Rust compiler forward, create tooling and libraries for Rust & WebAssembly and provide learning material. Early on WebAssembly tooling was written in Rust, often to simplify Rust & WebAssembly development, but sometimes acting as general tooling as well. Tools such as wasm-bindgen or wasm-pack became early examples of what great WebAssembly tooling can provide for the ecosystem. Some WebAssembly runtimes were written in Rust, most notably wasmtime . The community started developing libraries and frameworks for WebAssembly development, e.g. Yew , a framework for making client-side single-page apps. From the get-go Rust was a first-class citizen in the WebAssembly world, both as a language targeting WebAssembly as well as the language tools and libraries for WebAssembly were written in.","breadcrumbs":"What is WebAssembly? » Rust & Wasm » Rust & Wasm","id":"15","title":"Rust & Wasm"},"16":{"body":"WebAssembly originated as a successor to browser technology like asm.js and Google Native Client (NaCl). Naturally WebAssembly gained popularity across a wide range of use cases on the web. WebAssembly on the web allows to build existing software written in a variety of languages and run them as part of ordinary web applications. The following is a list of interesting existing web applications using WebAssembly.","breadcrumbs":"Use cases on the web » Use cases","id":"16","title":"Use cases"},"17":{"body":"A full Python distribution running in your browser. It comes with builtin packages as well as support to install pure-Python packages from PyPi. An in-browser REPL is available at https://pyodide.org/en/stable/console.html .","breadcrumbs":"Use cases on the web » Pyodide","id":"17","title":"Pyodide"},"18":{"body":"Datasette is an open source multi-tool for exploring and publishing data. It provides an interface to SQLite databases. Datasette Lite is based on Pyodide and brings the full application to the browser. You can open remote database and CSV files, execute queries and browse through the loaded database.","breadcrumbs":"Use cases on the web » Datasette Lite","id":"18","title":"Datasette Lite"},"19":{"body":"squoosh is an image compression web app, fully client-side. It provides an interactive interface to resize an image and supports different output codecs. Everything is happening client-side and images never leave the browser. Source code is available on GitHub .","breadcrumbs":"Use cases on the web » squoosh.app","id":"19","title":"squoosh.app"},"2":{"body":"A bit of common knowledge & history about WebAssembly and Rust, as well as notable use cases.","breadcrumbs":"WebAssembly » Part 2: Background","id":"2","title":"Part 2: Background"},"20":{"body":"Photoshop on the Web is the nearly-complete Photoshop experience running in the browser. It's currently in beta and not yet fully supported in all browsers.","breadcrumbs":"Use cases on the web » Photoshop on the Web","id":"20","title":"Photoshop on the Web"},"21":{"body":"Tailscale is a VPN service that allows you to make your devices accessible within an overlay network, no matter where those devices are physically located. It recently started to support SSH over their service with next to no setup. They now offer an SSH console directly in the browser. Their VPN client and networking code has been compiled to WebAssembly and (encrypted) traffic goes directly to relay servers, but not through additional proxies.","breadcrumbs":"Use cases on the web » Tailscale SSH Console","id":"21","title":"Tailscale SSH Console"},"22":{"body":"WebAssembly is available to every website now through the JavaScript web API. It is supported in all recent versions of all major browsers [1] . The WebAssembly web API is available on the WebAssembly JavaScript object . The available API allows to compile and instantiate WebAssembly modules, access exported functionality and access the shared memory block used to share data between the WebAssembly module and the JavaScript environment. The web tutorial chapter will guide you through some of the usage later. See caniuse.com .","breadcrumbs":"Use cases on the web » WASM & JavaScript » WASM & JavaScript","id":"22","title":"WASM & JavaScript"},"23":{"body":"WebAssembly is also supported outside of the browser environment. There it can be used for a wide variety of applications, making use of its sandboxing and security functionality. Some possible use cases include:","breadcrumbs":"Use cases everywhere else » Use cases everywhere else","id":"23","title":"Use cases everywhere else"},"24":{"body":"User-facing native applications can safely support user-contributed plugins. These plugins are compiled to WebAssembly modules and the application can run them in a restricted environment within the application, allowing access to only a small part of the application.","breadcrumbs":"Use cases everywhere else » Plugins","id":"24","title":"Plugins"},"25":{"body":"\"Serverless\" can describe a wide variety of concepts. In recent times it became known as a cloud computing execution model, where cloud providers allocate machine resources on demand, managing it for their users and executing the user's application code on request. Most commonly this is offered as a Function as a Service (FaaS) platform, where small application logic is executed on incoming requests, using limited resources (CPU, time, memory). WebAssembly allows that users can write this logic in a language of their choice and the provider supports a general WebAssembly execution environment, often accompanied with a provider-specific SDK. The provider can leverage the WebAssembly sandbox mechanism to provide per-request isolation & performance. We look at one of these serverless offerings: Fastly's Compute@Edge .","breadcrumbs":"Use cases everywhere else » Serverless","id":"25","title":"Serverless"},"26":{"body":"Docker recently announced a Technical Preview of their WebAssembly support . Docker containers can be used to build and distribute WebAssembly applications. The Docker engine can then extract and run this WebAssembly application in a wasm runtime, all while using the familiar Docker tooling.","breadcrumbs":"Use cases everywhere else » Docker","id":"26","title":"Docker"},"27":{"body":"RLBox is a toolkit for sandboxing third party C libraries. This allows to run third-party libraries within an existing application, but restricting the access to only what is directly provided to the library as input, thus reducing the attack surface of this part of the code. It is in use in Mozilla Firefox.","breadcrumbs":"Use cases everywhere else » Third-party library sandboxing","id":"27","title":"Third-party library sandboxing"},"28":{"body":"The WebAssembly specification describes a very limited interface that the environment a WebAssembly module runs in need to provide. It essentially has 3 important parts: Imports. Functionality provided by the environment for use within the WebAssembly code. Exports. The functions the WebAssembly module exports, making them callable from the outside. Linear Memory. The WebAssembly module has access to a block of linear memory, which it potentially can expand on request. This memory can be read by the host environment as well. Therefore WebAssembly code is limited to self-contained computation, calls to imported functions and reading and writing from memory. No default imports are provided and how data is laid out in the linear memory is also unspecified. And this is where WASI comes in: WASI is a modular system interface for WebAssembly. As described in the initial announcement, it’s focused on security and portability. (via wasi.dev ) WASI is a specification of the interfaces a program can use to communicate with the host environment. It is up to the host environment how these interfaces are implemented and if additional security mechanisms are enforced. Rust supports the wasm32-wasi target and the Rust standard library is implemented for this target, allowing for most Rust programs and libraries to just work with this target. The WebAssembly runtime wasmtime implements the required WASI interfaces in a capability-based security model The initial announcement for WASI has a lot more details on how it works.","breadcrumbs":"Use cases everywhere else » WASI » WASI","id":"28","title":"WASI"},"29":{"body":"Fastly is a cloud computing provider and content delivery network (CDN). Earlier this year they released their Compute@Edge platform. This platform allows to run WebAssembly code at the Fastly edge. They chose WebAssembly for exactly the reasons we listed in the previous chapter : lightweight sandboxing, per-request isolation and performance. They released a Rust SDK ( fastly ), which provides the necessary integration to read an incoming request and generate an appropriate response. The host runtime uses WASI to provide the necessary system interfaces. This means that you can write normal Rust code, using most of the Rust standard library and a large number of available Rust crates without issues. They also support JavaScript and Go as languages on this platform. You can find the Fastly Compute@Edge documentation at https://docs.fastly.com/products/compute-at-edge . You will learn how to write a small application for this platform in the Edge computing tutorial later in this book.","breadcrumbs":"Use cases everywhere else » Fastly's Compute@Edge » Fastly's Compute@Edge","id":"29","title":"Fastly's Compute@Edge"},"3":{"body":"A hands-on tutorial writing Rust and compiling it in 3 variations: as a command-line app, as a library and as a small QT app using the library using cxx-qt.","breadcrumbs":"WebAssembly » Part 3: Tutorial","id":"3","title":"Part 3: Tutorial"},"30":{"body":"We now want to build a slightly more complex application. The idea is to use an existing image manipulation library to apply filters to a given image [1] . This example will show us how to use an existing Rust crate, how to handle input and output and how to interact with the different environments. We start off with building a command-line tool run using wasmtime, then build a web application running completely client-side, and last as an edge computing API that processes images posted to it. We will work with the following example image (but really any image will work). Right-click it and save it to disk for later use. When applying the filter named \"1977\", this is the result: Several more filters are available in the library. The image filters are inspired by Instagram. The implementation is based on CSSgram , which was ported to Rust by @ha-shine . The example image was taken on 2022-10-28 by Jan-Erik Rediger.","breadcrumbs":"Idea » Idea","id":"30","title":"Idea"},"31":{"body":"In this tutorial you'll get familiar with: Building Rust code for the wasm32-wasi target Running applications on the command-line using wasmtime Re-using existing crates in a WASM application wasmtime's capability-based system We start with a command-line tool that takes an image and a filter name as input. It applies the given filter to the image and produces an output.png.","breadcrumbs":"CLI » Command-line interface","id":"31","title":"Command-line interface"},"32":{"body":"✅ Create a new Rust project cargo new rustagram\ncd rustagram ✅ To start the tool will only print a message. Open src/main.rs and add fn main() { println!(\"Hello World from wasmtime!\");\n} Next, read how to build and run the application .","breadcrumbs":"CLI » Hello World » Hello World on the command line","id":"32","title":"Hello World on the command line"},"33":{"body":"✅ You can build for the wasm32-wasi manually like this: cargo build --target wasm32-wasi This should create a file target/wasm32-wasi/debug/rustagram.wasm. ✅ Now that the application is built you can run it using wasmtime: wasmtime target/wasm32-wasi/debug/rustagram.wasm You should see the message printed: $ wasmtime target/wasm32-wasi/debug/rustagram.wasm\nHello World from wasmtime! ✅ (Optional) You can transform the generated WebAssembly code into its text representation using wasm2wat wasm2wat target/wasm32-wasi/debug/rustagram.wasm Caution: this produces a lot of output. You should see something like this: (module (type (;0;) (func)) (type (;1;) (func (result i32))) (type (;2;) (func (param i32)))\n... Try to identify your \"Hello World\" code.","breadcrumbs":"CLI » Building and running with wasmtime » Building and running with wasmtime","id":"33","title":"Building and running with wasmtime"},"34":{"body":"Now that you can build and run an application compiled to WebAssembly, it's time to build some functionality into it. The goal is: Take an input file, a filter name and, optionally, an output file (or \"output.jpg\" as the default). Load the input file, apply the given filter to this image, then write the resulting image to the output file. You can continue with the previously created project. ✅ Open src/main.rs again and replace the println! line with code to parse the arguments. fn main() { let mut args = std::env::args().skip(1); let input = args.next().expect(\"INPUT required\"); let filter = args.next().expect(\"FILTER required\"); let output = args.next().unwrap_or_else(|| \"output.jpg\".to_string()); dbg!((input, filter, output));\n} ✅ Build and run this to make sure it works as expected. ✅ Now add a dependency to handle image manipulation. The image filters are readily available in the rustagram2 crate. Add the rustagram2 crate as a dependency in rustagram/Cargo.toml [dependencies]\nrustagram2 = \"2.0.0\" The documentation is available on docs.rs/rustagram2 . ✅ You need a FilterType to apply later. rustagram2 shows the available filters in the FilterType documentation . It also has FromStr from the standard library implemented for it, so you can parse strings into the filter type by calling parse() on the string. let filter_type = filter.parse().expect(\"can't parse filter name\"); An unknown filter name would cause an error. For now you don't need to handle that. Your application can just panic and exit. If you compile everything at this point you will probably hit a type annotation error. You can try to resolve that now. You can also continue and observe how this error will be resolved once you add more code in the next steps. Now comes the main part of the application: load the image, apply the filter and save the resulting file. This is a small challenge for you to write, but the next steps guide you through it. ✅ You need to read the file from disk and turn it into an object you can work with. image::open does that for you easily. Don't worry about error handling and just unwrap. ✅ The image type you get is able to represent a wide variety of image types. For this tutorial you want an RgbaImage . You can convert your image using the to_rgba8 method. ✅ Last but not least you need to apply the selected filter on this image. The rustagram2 crate implements that as the apply_filter method on a trait. This trait is automatically implemented for the RgbaImage type you got from to_rgba8. ✅ Save back to the file output by using the save method available on the image. With the help of the documentation this should be achievable in a couple of lines of code. Try it for yourself! ✅ Once you wrote the code, build it again and try to run it. Expected output when you don't pass any arguments: $ wasmtime target/wasm32-wasi/debug/rustagram.wasm\nthread 'main' panicked at 'INPUT required', src/main.rs:7:29\nnote: run with `RUST_BACKTRACE=1` environment variable to display a backtrace\nError: failed to run main module `target/wasm32-wasi/debug/rustagram.wasm` Caused by: 0: failed to invoke command default\n[...] Expected output when you pass a file path and a filter name: $ wasmtime target/wasm32-wasi/debug/rustagram.wasm kongelige-slott.jpg 1977\nthread 'main' panicked at 'called `Result::unwrap()` on an `Err` value: IoError(Custom { kind: Uncategorized, error: \"failed to find a pre-opened file descriptor through which \\\"kongelige-slott.jpg\\\" could be opened\" })', src/main.rs:12:34\nnote: run with `RUST_BACKTRACE=1` environment variable to display a backtrace\nError: failed to run main module `target/wasm32-wasi/debug/rustagram.wasm` Caused by: 0: failed to invoke command default\n[...] What did just happen? wasmtime ran your code up until it tried to read the image from disk. By default wasmtime blocks all filesystem access. You need to explicitly give permission to specific directories in order to be able to read and writes files within. $ wasmtime --dir . target/wasm32-wasi/debug/rustagram.wasm kongelige-slott.jpg 1977\n$ This should now have created output.jpg.","breadcrumbs":"CLI » Image filter application » Image filter application","id":"34","title":"Image filter application"},"35":{"body":"You should have this file tree layout: $ tree\n.\n├── Cargo.lock\n├── Cargo.toml\n└── src └── main.rs To recap your final code should look something like this: use rustagram::{image, RustagramFilter}; fn main() { let mut args = std::env::args().skip(1); let input = args.next().expect(\"INPUT required\"); let filter = args.next().expect(\"FILTER required\"); let output = args.next().unwrap_or_else(|| \"output.jpg\".to_string()); let filter_type = filter.parse().expect(\"can't parse filter name\"); let img = image::open(input).unwrap(); let out = img.to_rgba8().apply_filter(filter_type); out.save(output).unwrap();\n} You can build your code like this: cargo build --target wasm32-wasi And run it with wasmtime: wasmtime --dir . target/wasm32-wasi/debug/rustagram.wasm skyline.jpg 1977 Some ideas on what to do next: Run the application natively: cargo run. Any complications or differences? Inspect the built wasm module using wasm2wat. Can you spot the parts of the code that you've written? Can you find the names of all available filters? Try some other crate you know. Does it work as-is on WebAssembly/with Wasi?","breadcrumbs":"CLI » Final application » Final application","id":"35","title":"Final application"},"36":{"body":"In this tutorial you'll get familiar with: Building Rust code for the wasm32-unknown-unknown target Interacting with a WASM application from JavaScript The wasm-bindgen tool to handle more complex types passed over the boundary Next we build a web application that processes images client-side in the browser. No server processing involved. We re-use the same Rust crate to apply the image filter, but this time load the image directly from a binary blob. That binary blob is passed in from the JavaScript side.","breadcrumbs":"Web » Web","id":"36","title":"Web"},"37":{"body":"You already saw the \"Hello World of WebAssembly\" earlier. You will now run this on the web without additional tools. ✅ Create a new crate cargo new --lib hello-world\ncd hello-world ✅ Set the crate type to cdylib in Cargo.toml [lib]\ncrate-type = [\"cdylib\"] ✅ Write the add function. #[no_mangle]\npub extern \"C\" fn add(left: i32, right: i32) -> i32 { left + right\n} The no_mangle attribute ensures that the function name lands in the binary as is, otherwise you couldn't later call it by name. extern \"C\" ensures it uses the C-compatible ABI, and thus what WebAssembly (and JavaScript) expects. ✅ Compile it to WebAssembly. cargo build --target wasm32-unknown-unknown This will create target/wasm32-unknown-unknown/debug/hello_world.wasm. ✅ Next create an HTML file index.html in your crate's directory (next to Cargo.toml): \n
\n The JavaScript frontend code: import init, { apply_filter } from './image_filter.js'; await init(); document.querySelector('input[type=file]').onchange = (evt) => { imageFilter();\n};\ndocument.querySelector('select').onchange = (evt) => { imageFilter();\n}; function typedArrayToURL(typedArray) { return URL.createObjectURL( new Blob([typedArray.buffer], { type: \"image/png\" }) );\n} async function imageFilter() { let files = document.getElementById('files').files; if (!files.length) { return; } let file = files[0]; let span = document.querySelector('span'); span.innerText = \"working...\"; let imgEl = document.querySelector('img'); imgEl.src = URL.createObjectURL(file); imgEl.width = \"500\"; let filter = document.querySelector(\"select\").value.toLowerCase(); if (filter == \"none\") { span.innerText = \"done.\"; return; } let img = await file.arrayBuffer(); let result = apply_filter(new Uint8Array(img), filter); let blobUrl = typedArrayToURL(result); imgEl.src = blobUrl; imgEl.width = \"500\"; span.innerText = \"done.\";\n} A demo deployment is available at: https://tmp.fnordig.de/wasm/image-filter/ Some ideas on what to do next: The code unwraps a lot. Introduce some error handling. Can you return an error from your wasm module?","breadcrumbs":"Web » Final application » Final application","id":"48","title":"Final application"},"49":{"body":"In this tutorial you'll get familiar with: Building Rust code for Fastly's Compute@Edge platform Handling and responding to a web request A little bit of HTML and JavaScript for the frontend We build a web API that applies a given filter to an image posted to it. It returns the produced image over HTTP. Additionally we also serve a bare-bones HTML form that allows us to use this API.","breadcrumbs":"Edge computing » Edge","id":"49","title":"Edge"},"5":{"body":"Clone the workshop git repository : git clone https://github.com/ferrous-systems/wasm-training-2022 The workshop repository contains all workshop materials, e.g. code examples, and the source for this workbook.","breadcrumbs":"Preparations » Workshop Materials","id":"5","title":"Workshop Materials"},"50":{"body":"Our image filter application provides 3 endpoints: GET / The HTML frontend to load, post and display images. GET /app.js The JavaScript frontend code to handle the logic of sending and displaying the image. POST /image The actual image filter API. It receives the image in the request body and returns the converted image. In the next chapters we go through creating this project step by step.","breadcrumbs":"Edge computing » Application specification » Application specification","id":"50","title":"Application specification"},"51":{"body":"","breadcrumbs":"Edge computing » New project » New compute project","id":"51","title":"New compute project"},"52":{"body":"No Fastly account required for local development. For the manual way see below. ✅ Create a new compute project from a starter kit. mkdir edge-image-filter\ncd edge-image-filter\nfastly compute init Give it a name of your choice. When asked for the language to use select \"Rust\". When asked for the Starter kit, use \"[5] Empty starter for Rust\". ✅ Finally run the project locally fastly compute serve Your application should be reachable at http://127.0.0.1:7676/ .","breadcrumbs":"Edge computing » New project » Initialize a new package locally using fastly","id":"52","title":"Initialize a new package locally using fastly"},"53":{"body":"The fastly CLI handles creation of a new package. It essentially does the below steps. ✅ Create a new project using cargo cargo new edge-image-filter\ncd edge-image-filter ✅ Add the fastly dependency cargo add fastly Alternatively add it to your Cargo.toml under [dependencies]: fastly = \"0.8.6\" ✅ Add the scaffolding to src/main.rs: use fastly::http::StatusCode;\nuse fastly::{Error, Request, Response}; #[fastly::main]\nfn main(req: Request) -> Result
\n And the JavaScript frontend code: document.querySelector('input[type=file]').onchange = (evt) => { postImage();\n};\ndocument.querySelector('select').onchange = (evt) => { postImage();\n}; async function postImage() { let files = document.getElementById('files').files; if (!files.length) { return; } let file = files[0]; let span = document.querySelector('span'); span.innerText = \"working...\"; let imgEl = document.querySelector('img'); imgEl.src = URL.createObjectURL(file); imgEl.width = \"500\"; let filter = document.querySelector(\"select\").value.toLowerCase(); if (filter == \"none\") { span.innerText = \"done.\"; return; } let img = await file.arrayBuffer(); let url = `/image?filter=${filter}`; let response = await fetch(url, { method: \"POST\", body: img, }); if (!response.ok) { throw new Error(`HTTP error! Status: ${response.status}`); } let blob = await response.blob(); imgEl.src = URL.createObjectURL(blob); span.innerText = \"done.\";\n} You can build and serve your application locally like this: fastly compute serve Some ideas on what to do next: Did you even notice that this was compiled to WebAssembly? What happens if you compile it natively? Can you return different image formats? Different sizes? What other task could be suitable for edge computing?","breadcrumbs":"Edge computing » Final application » Final application","id":"59","title":"Final application"},"6":{"body":"The Setup guide helps you install the required software used throughout this book.","breadcrumbs":"Preparations » Required Software","id":"6","title":"Required Software"},"60":{"body":"So far the image filter application has been running locally only. Of course this can now be deployed to Fastly's servers. Note: This requires a Fastly account. You can create an account for free. ✅ You can now deploy this application: fastly compute deploy The first time you run this it will ask you if you want to create a new service. Follow the instructions, give it a name, define a domain to use (or use the suggested one). You don't need to define any backends. Subsequent runs will deploy your code as a new version. When finished this will print the full URL of your new service. 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