A tiny utility function for composing asynchronous transformations
NOTE: Async/Await pretty much makes this module redundant. If you are either transpiling with Babel/Steal/...Whatever, or you are using an environment that supports Async/Await, you probably do not need this module
- great for unit testing
- composable
works great with ES2017'sasync/await
Async-Transform is a simple function, that takes an array of transform functions and a value and runs each transform function in sequence, passing along the result of the last transform function and returns a promise.
There is also an option to create async tranform functions by using partial application, which makes composition trivial.
Transform Functions are just functions that follow this pattern:
- They accept 1 argument (the value)
- they return either a value or a promise that resolves to a value
- they do not return
undefinedas the value, and should guard against so
That's it.
// some are sync transforms, some are async
const transformFunctions = [
v => v+1,
v => Promise.resolve(v*2),
v => v*v,
v => Promise.resolve({foo:v})
];
asyncTransform(funcs, 1)
.then( v => console.log(v) ); // { foo: 16 }npm install --save @bigab/async-transform
With StealJS, you can import this module with ES6 imports:
import asyncTransform from '@bigab/async-transform';var asyncTransform = require("@bigab/async-transform").default;Load the global version of the plugin:
<script src='./node_modules/async-transform/dist/global/@bigab/async-transform.js'></script>
<script>
asyncTransform([transformFunctions], val); // added to window
</script>You can also omit the value argument and asyncTransform will return a transform function that will return a promise:
const transformFunctions = [
v => v+1,
v => Promise.resolve(v*2),
v => v*v,
v => Promise.resolve({ value: v })
];
const process = asyncTransform( transformFunctions );
process(3)
.then( v => console.log(v) ) // { value: 64 }Since the partial application option returns what is considered a transform function, you can then use that return value to compose more complicated async-transformations, built up from easily testable pieces.
Here is that example done better with async/await
const transformFunctions = [
v => v+1,
v => Promise.resolve(v*2),
v => v*v,
v => Promise.resolve({ value: v })
];
const process = value => transformFunctions
.reduce( async (v, tfunc) => tfunc(await v), value);
process(3)
.then( v => console.log(v) ) // { value: 64 }You can also add an optional 3rd argument, which is the context the transformFunctions will be run with (using Function.prototype.call).
class Thing {
constructor(baseValue) {
this.value = baseValue;
}
addValue(v) {
return v + this.value;
}
multiplyValue(v) {
return v * this.value;
}
wrap(v) {
return { value: v };
}
calculate(v) {
const transforms = [
this.addValue,
this.multiplyValue,
this.wrap
];
return asyncTransform(transforms, v, this);
}
};
const thing = new Thing( 3 );
thing.calculate(4)
.then( v => console.log(v) ) // { value: 21 }
Here is that example done better with async/await
class Thing {
constructor(baseValue) {
this.value = baseValue;
}
addValue(v) {
return v + this.value;
}
multiplyValue(v) {
return v * this.value;
}
wrap(v) {
return { value: v };
}
async calculate(v) {
let val = await this.addValue(v);
val = await this.multiplyValue(val);
val = await this.wrap(val);
return val;
}
};
const thing = new Thing( 3 );
thing.calculate(4)
.then( v => console.log(v) ) // { value: 21 }If you want to use the partial application option while also setting a context, just make sure to pass undefined for your value.
/*...*/
buildDocumentationSite( filesGlob ) {
const convertFilesToDocsJSON = asyncTransform([
readFiles,
parseFiles
], undefined, this.plugins);
const docsToSiteData = asyncTransform([
createSiteStructure,
orderPages,
orderMenu
], undefined, this.plugins);
const generateDocsFromTemplates = asyncTransform([
generateHTMLSite,
generatePDF,
generateMarkdownDocs
], undefined, this.templates);
return asyncTransform([
convertFilesToDocsJSON,
docsToSiteData,
generateDocsFromTemplates
], filesGlob);
}
/*...*/Here is that example done better with async/await
async buildDocumentationSite( filesGlob ) {
const convertFilesToDocsJSON = async ( glob ) => {
const files = await readFiles.call( this.plugins, glob );
return parseFiles.call( this.plugins, files );
};
const docsToSiteData = async ( docs ) => {
const pages = await createSiteStructure.call( this.plugins, docs );
const orderedPages = await orderPages.call( this.plugins, pages );
return orderMenu.call( this.plugins, orderedPages );
};
const generateDocsFromTemplates = async ( siteData ) => {
await generateHTMLSite.call( this.templates, siteData );
await generatePDF.call( this.templates, siteData );
return generateMarkdownDocs.call( this.templates, siteData );
}
const docsJSON = await convertFilesToDocsJSON( filesGlob );
const siteData = await docsToSiteData( docsJSON );
return generateDocsFromTemplates( siteData );
}There is nothing you couldn't do with async-transforms that async await doesn't already handle in a more standardized way: compare:
async function get( req ) {
const requestsToServer = await asyncTransform([
checkBootstrapCache,
checkLocalStore
], req);
const res = await axios.get( requestsToServer );
const model = await asyncTransform([
parseResponse,
extractData,
instantiateModel
], res);
addToLocalStore( model );
return model;
}with
async function get( req ) {
req = await checkBootstrapCache( req );
let requestsToServer = await checkLocalStore( req )
let res = await axios.get( requestsToServer );
let parsedResponse = await parseResponse( res );
let data = await extractData( parsedResponse );
let model = instantiateModel( data );
addToLocalStore( model );
return model;
}...yeah, async/await pretty much has it covered. Thanks for coming out though.
Because the partial application option of asyncTransform returns a transform function, composition becomes trivial, and allows you to break down the problem into tiny, easily testable, bite-sized pieces and compose those pieces into a powerful asynchronous transformation function.
const hooks = {
/*...*/
findAll: {
before: [
authenticate({ field: 'user' }),
authorize,
convertToQueryParams,
transformFields({ 'id': '_id' })
],
after: [
payload => payload.data,
transformFields({ '_id': 'id' })
]
}
/*...*/
}
const beforeFindAllHooks = asyncTransform(hooks.findAll.before);
const afterFindAllHooks = asyncTransform(hooks.findAll.after);
export const findAll = asyncTransform([
beforeFindAllHooks,
service.findAll,
afterFindAllHooks
]);
/* use:
findAll({ completed: true })
.then( completedTasks => display( completedTasks ) )
.catch( err => displayError( err.reason ) )
*/Here is that example done better with async/await
const hooks = {
/*...*/
findAll: {
before: [
authenticate({ field: 'user' }),
authorize,
convertToQueryParams,
transformFields({ 'id': '_id' })
],
after: [
payload => payload.data,
transformFields({ '_id': 'id' })
]
}
/*...*/
}
const awaitThenCall = async (hook, func) => func(await hook);
const beforeFindAllHooks = async hook => {
return hooks.findAll.before.reduce( awaitThenCall, hook );
}
const afterFindAllHooks = async hook => {
return hooks.findAll.after.reduce( awaitThenCall, hook );
}
export const findAll = async (query) => {
const req = await beforeFindAllHooks(query);
const res = await service.findAll( req );
return afterFindAllHooks(res);
};
/* use:
findAll({ completed: true })
.then( completedTasks => display( completedTasks ) )
.catch( err => displayError( err.reason ) )
*/The example above, describes a complex findAll operation broken down into easy to test functions that do one thing well: authenticate, authorize, convertToQueryParams, and transformFields. By abstracting that complexity away, you can easily understand what findAll does without having to understand each piece until the point you need to.
Async-Transform is not a lot of code, it probably doesn't need to be it's own package, you could just copy the source into your own project. It is really more of a pattern. By unifying an interface: a function that takes on value and returns a new value or promise of a value we allow for composition and easy testing, and it's surprising how many problems can be solved using this pattern.
Though async-transform is pretty powerful and flexible, it still can only return one asynchronous value; What if you wanted to return more than one value, over time? When you want to take it to the next level, checkout RxJS and other FRP libraries in JavaScript. Good luck, and good learning!
To make a build of the distributables into dist/ in the cloned repository run
npm run build
Tests can run in the browser by opening a webserver in the root, or running npm run develop and visiting the /src/test page.
Automated tests that run the tests from the command line in Firefox can be run with
npm test