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Flyd
The modular, KISS, functional reactive programming library for JavaScript.
Table of contents
Introduction
Functional reactive programming is a powerful programming paradigm for expressing values that change over time. But existing libraries for JavaScript are huge, complex, have a high learning curve and aren't functional enough.
Flyd is simple and expressive. It has a minimal but powerful core on top of which new abstractions can be built modularly.
Features
Main features
- Simple but powerful. Less is more! Flyd provides combinable observable streams as the basic building block. This minimal core is less than 200 SLOC which makes the library transparent – end users can realistically get a full understanding of how the library works.
- More functional in style. Flyd is more functional than existing FRP libraries. Instead of methods it gives you curried functions with arguments in the order suitable for partial application. This gives more expressive power and modularity.
- Modularity. The core of the Flyd is powerful and documented. This makes it easy for users of the library to create new FRP abstractions if existing ones do not exist. This in turn makes it viable to capture more patterns than otherwise because they can exist as separate modules. List of existing modules.
Other features
- Supports the transducer protocol. You can for instance transduce streams with Ramda and transducers.js.
- Conforms to the fantasy land monad specification
- Atomic updates.
Examples
- Sum - A very simple example
- Multiple clicks - A remake of the multiple clicks example from "The introduction to Reactive Programming you've been missing". Compare it to this RxJs implementation.
- Secret combination
- Ramda transducer
- Who to follow
For other examples check the source code of the modules.
Tutorial
This is not general introduction to functional reactive programming. For that take a look at The introduction to Reactive Programming you've been missing and/or this Elm tutorial if you are comfortable with reading Haskell-like code.
This is not a demonstration of how you would write code with Flyd on a day to day basis. For that take a look at the examples.
This tutorial will however introduce you to the minimal but powerful core that Flyd provides and show you how it can be used to build FRP abstractions.
Creating streams
Flyd gives you streams as the building block for creating reactive dataflows. They serve the same purpose as what other FRP libraries call Signals, Observables, Properties and EventEmitters.
The function flyd.stream
creates a representation of a value that changes
over time. The resulting stream is a function. At first sight it works a bit
like a getter-setter:
// Create a stream with initial value 5.
var number = flyd.stream(5);
// Get the current value of the stream.
console.log(number()); // logs 5
// Update the value of the stream.
console.log(number(7));
// The stream now returns the new value.
console.log(number()); // logs 7
Top level streams, that is streams without dependencies, should typically depend on the external world, like user input or fetched data.
Since streams are just functions you can easily plug them in whenever a function is expected.
var clicks = flyd.stream();
document.getElementById('button').addEventListener('click', clicks);
var messages = flyd.stream();
webSocket.onmessage = messages;
Clicks events will now flow down the clicks
stream and WebSockets messages
down the messages
stream.
Dependent streams
Streams can depend on other streams. Use var combined = flyd.combine(combineFn, [a, b, c, ...])
.
The combineFn
function will be called as (a, b, c, ..., self, changed) => v
,
where a, b, c, ...
is a spread of each dependency, self
is a reference to the
combine stream itself, and changed
is an array of streams that were atomically
updated.
Flyd automatically updates the stream whenever a dependency changes. This
means that the sum
function below will be called whenever x
and y
changes. You can think of dependent stream as streams that automatically
listens to or subscribes to their dependencies.
// Create two streams of numbers
var x = flyd.stream(4);
var y = flyd.stream(6);
// Create a stream that depends on the two previous streams
// and with its value given by the two added together.
var sum = flyd.combine(function(x, y) {
return x() + y();
}, [x, y]);
// `sum` is automatically recalculated whenever the streams it depends on changes.
x(12);
console.log(sum()); // logs 18
y(8);
console.log(sum()); // logs 20
Naturally, a stream with dependencies can depend on other streams with dependencies.
// Create two streams of numbers
var x = flyd.stream(4);
var y = flyd.stream(6);
var squareX = flyd.combine(function(x) {
return x() * x();
}, [x]);
var squareXPlusY = flyd.combine(function(y, squareX) {
return y() + squareX();
}, [y, squareX]);
console.log(squareXPlusY()); // logs 22
x(2);
console.log(squareXPlusY()); // logs 10
The body of a dependent stream is called with the spread of: each dependency, itself, and a list of the dependencies that have changed since its last invocation (due to atomic updates several streams could have changed).
// Create two streams of numbers
var x = flyd.stream(1);
var y = flyd.stream(2);
var sum = flyd.combine(function(x, y, self, changed) {
// The stream can read from itself
console.log('Last sum was ' + self());
// On the initial call no streams has changed and `changed` will be []
changed.map(function(s) {
var changedName = (s === y ? 'y' : 'x');
console.log(changedName + ' changed to ' + s());
});
return x() + y();
}, [x, y]);
Note Returning undefined
in the combineFn
will not trigger an update
to the stream. To trigger on undefined, update directly:
flyd.combine((_, self, changed) => { self(undefined); }, [depStream]);
Using callback APIs for asynchronous operations
Instead of returning a value a stream can update itself by calling itself. This is handy when working with APIs that takes callbacks.
var urls = flyd.stream('/something.json');
var responses = flyd.combine(function(urls, self) {
makeRequest(urls(), self);
}, [urls]);
flyd.combine(function(responses) {
console.log('Received response!');
console.log(responses());
}, [responses]);
Note that the stream that logs the responses from the server should only be called
after an actual response has been received (otherwise responses()
would return
undefined
). Fortunately a stream's body will not be called before all of its declared
streams has received a value (this behaviour can be circumvented with
flyd.immediate).
Promises
Flyd has two helpers for dealing with promises: flyd.fromPromise
and flyd.flattenPromise
.
Let's say you're building a filtered list. It is important to you that the latest filter always corresponds
to the latest promise and its resolution. using flyd.fromPromise
guarantees the ordering, and can skip intermediate results.
const filter = flyd.stream('');
const results = filter
.pipe(flyd.chain(
filter => flyd.fromPromise(requestPromise(`https://example.com?q=${filter}`))
));
On the other hand let's say you want to sum some numbers from a service you've written. Every time someone clicks on your site you want to send a request and get back a random number to be tallied.
flyd.flattenPromise
gives you the guarantee that every promise resolution will be handled, regardless of order.
const clicks = flyd.stream();
const total = clicks
.map(getNumberAsync)
.pipe(flyd.flattenPromise)
.pipe(flyd.scan((acc, v)=> acc + v, 0));
Mapping over a stream
You've now seen most of the basic building block which Flyd provides. Let's see
what we can do with them. Let's write a function that takes a function and a
stream and returns a new stream with the function applied to every value
emitted by the stream. In short, a map
function.
var mapStream = function(f, s) {
return flyd.combine(function(s) {
return f(s());
}, [s]);
};
We simply create a new stream dependent on the first stream. We declare the stream as a dependency so that our stream won't return values before the original stream produces its first value.
Flyd includes a similar map
function as part of its core.
Scanning a stream
Lets try something else: a scan function for accumulating a stream! It could look like this:
var scanStream = function(f, acc, s) {
return flyd.combine(function(s) {
acc = f(acc, s());
return acc;
}, [s]);
};
Our scan function takes an accumulator function, an initial value and a stream. Every time the original stream emits a value we pass it to the accumulator function along with the accumulated value.
Flyd includes a scan
function as part of its core.
Stream endings
When you create a stream with flyd.stream
it will have an end
property
which is also a stream. That is an end stream:
var s = flyd.stream();
console.log(flyd.isStream(s.end)); // logs `true`
You can end a stream by pushing true
into its end stream:
var s = flyd.stream();
s.end(true); // this ends `s`
When you create a dependent stream its end stream will initially depend on all the end streams of its dependencies:
var n1 = flyd.stream();
var n2 = flyd.stream();
var sum = flyd.combine(function(n1, n2) {
return n1() + n2();
}, [n1, n2]);
sum.end
now depends on n1.end
and n2.end
. This means that whenever one of
the sum
s dependencies end sum
will end as well.
You can change what a stream's end stream depends on with flyd.endsOn
:
var number = flyd.stream(2);
var killer = flyd.stream();
var square = flyd.endsOn(flyd.merge(number.end, killer), flyd.combine(function(number) {
return number() * number();
}, [number]));
Now square
will end if either number
ends or if killer
emits a value.
The fact that a stream's ending is itself a stream is a very powerful concept.
It means that we can use the full expressiveness of Flyd to control when a stream
ends. For an example, take a look at the implementation of
takeUntil
.
Fin
You're done! To learn more check out the API, the examples and the source of the modules.
API
flyd.stream()
Creates a new top level stream.
Signature
a -> Stream a
Example
var n = flyd.stream(1); // Stream with initial value `1`
var s = flyd.stream(); // Stream with no initial value
flyd.combine(body, dependencies)
Creates a new dependent stream.
Signature
(...Stream * -> Stream b -> b) -> [Stream *] -> Stream b
Example
var n1 = flyd.stream(0);
var n2 = flyd.stream(0);
var max = flyd.combine(function(n1, n2, self, changed) {
return n1() > n2() ? n1() : n2();
}, [n1, n2]);
flyd.isStream(stream)
Returns true
if the supplied argument is a Flyd stream and false
otherwise.
Signature
* -> Boolean
Example
var s = flyd.stream(1);
var n = 1;
flyd.isStream(s); //=> true
flyd.isStream(n); //=> false
flyd.immediate(stream)
By default the body of a dependent stream is only called when all the streams
upon which it depends has a value. immediate
can circumvent this behaviour.
It immediately invokes the body of a dependent stream.
Signature
Stream a -> Stream a
Example
var s = flyd.stream();
var hasItems = flyd.immediate(flyd.combine(function(s) {
return s() !== undefined && s().length > 0;
}, [s]);
console.log(hasItems()); // logs `false`. Had `immediate` not been
// used `hasItems()` would've returned `undefined`
s([1]);
console.log(hasItems()); // logs `true`.
s([]);
console.log(hasItems()); // logs `false`.
flyd.endsOn(endStream, s)
Changes which endsStream
should trigger the ending of s
.
Signature
Stream a -> Stream b -> Stream b
Example
var n = flyd.stream(1);
var killer = flyd.stream();
// `double` ends when `n` ends or when `killer` emits any value
var double = flyd.endsOn(flyd.merge(n.end, killer), flyd.combine(function(n) {
return 2 * n();
}, [n]);
flyd.map(fn, s)
Returns a new stream consisting of every value from s
passed through fn
. I.e. map
creates
a new stream that listens to s
and applies fn
to every new value.
Signature
(a -> result) -> Stream a -> Stream result
Example
var numbers = flyd.stream(0);
var squaredNumbers = flyd.map(function(n) { return n*n; }, numbers);
flyd.chain(fn, s)
fn
must return a stream.
fn
is run every time a value is pushed into s
.
Returns a single stream of merged values from the created streams.
Ends when every created stream and the main stream ends
Signature
(a -> Stream b) -> Stream a -> Stream b
Example
var filter = flyd.stream('filter');
var search_results = flyd.chain(function(filter){
return flyd.stream(getResults(filter));
}, filter);
flyd.ap(valueStream, functionStream)
Applies the value in valueStream
to the function in functionStream
Signature
Stream a -> Stream (a -> b) -> Stream b
Example
function add3(x) { return x + 3; }
flyd.ap(flyd.stream(5), flyd.stream(add3)) // stream(8);
while it can not seem useful immediately consider this example
var get_results = function (filter, sortProperty, sortDirection) {
return flyd.stream(fetch(`${base_url}/search?q=${filter}&sort=${sortProperty} ${sortDirection}`))
};
// this would eventually be linked to an input field
var filter = flyd.stream('');
var sortProperty = flyd.stream('name');
var sortDirection = flyd.stream('descending');
var results = flyd.stream(flyd.curryN(3, get_results))
.pipe(flyd.ap(filter))
.pipe(flyd.ap(sortProperty))
.pipe(flyd.ap(sortDirection))
.pipe(flyd.map(function(d){ return d; }));
In the above example you have a stream of results that triggers a call for get_results
every time filter
, sortProperty
, or sortDirection
is changed.
flyd.on(fn, s)
Similar to map
except that the returned stream is empty. Use on
for doing
side effects in reaction to stream changes. Use the returned stream only if you
need to manually end it.
Signature
(a -> result) -> Stream a -> Stream undefined
Example
var numbers = flyd.stream(0);
flyd.on(function(n) { console.log('numbers changed to', n); }, numbers);
flyd.scan(fn, acc, stream)
Creates a new stream with the results of calling the function on every incoming stream with an accumulator and the incoming value.
Signature
((a, b) -> a) -> a -> Stream b -> Stream a
Example
var numbers = flyd.stream();
var sum = flyd.scan(function(sum, n) { return sum+n; }, 0, numbers);
numbers(2)(3)(5);
sum(); // 10
flyd.merge(stream1, stream2)
Creates a new stream down which all values from both stream1
and stream2
will be sent.
Signature
Stream a -> Stream a -> Stream a
Example
var btn1Clicks = flyd.stream();
button1Elm.addEventListener(btn1Clicks);
var btn2Clicks = flyd.stream();
button2Elm.addEventListener(btn2Clicks);
var allClicks = flyd.merge(btn1Clicks, btn2Clicks);
flyd.transduce(transducer, stream)
Creates a new stream resulting from applying transducer
to stream
.
Signature
Transducer -> Stream a -> Stream b
Example
var t = require('transducers.js');
var results = [];
var s1 = flyd.stream();
var tx = t.compose(
t.map(function(x) { return x * 2; }),
t.dedupe()
);
var s2 = flyd.transduce(tx, s1);
flyd.combine(function(s2) { results.push(s2()); }, [s2]);
s1(1)(1)(2)(3)(3)(3)(4);
results; // [2, 4, 6, 8]
flyd.curryN(n, fn)
Returns fn
curried to n
. Use this function to curry functions exposed by
modules for Flyd.
Signature
Integer -> (* -> a) -> (* -> a)
Example
function add(x, y) { return x + y; };
flyd.curryN(2, add);
var add
stream()
Returns the last value of the stream.
Signature
a
Example
var names = flyd.stream('Turing');
names(); // 'Turing'
stream(val)
Pushes a value down the stream.
Signature
a -> Stream a
Example
names('Bohr');
names(); // 'Bohr'
stream.end
A stream that emits true
when the stream ends. If true
is pushed down the
stream the parent stream ends.
stream.pipe(fn)
Returns the result of applying function fn
to the stream.
Signature
Called bound to Stream a
: (Stream a -> Stream b) -> Stream b
Example
// map a stream
var numbers = flyd.stream(0);
var squaredNumbers = numbers
.pipe(flyd.map(function(n) { return n*n; }));
// Chain a stream
var filter = flyd.stream('filter');
var search_results = filter
.pipe(flyd.chain(function(filter){
return flyd.stream(getResults(filter));
}));
// use with a flyd module
var filter = require('flyd/module/filter');
var numbers = flyd.stream(0);
var isEven = function(x){ return x % 2 === 0; };
var evenNumbers = numbers
.pipe(filter(isEven));
stream.map(f)
Returns a new stream identical to the original except every
value will be passed through f
.
Note: This function is included in order to support the fantasy land specification.
Signature
Called bound to Stream a
: (a -> b) -> Stream b
Example
var numbers = flyd.stream(0);
var squaredNumbers = numbers.map(function(n) { return n*n; });
stream1.ap(stream2)
stream1
must be a stream of functions.
Returns a new stream which is the result of applying the
functions from stream1
to the values in stream2
.
Note: This function is included in order to support the fantasy land specification.
Signature
Called bound to Stream (a -> b)
: a -> Stream b
Example
var add = flyd.curryN(2, function(x, y) { return x + y; });
var numbers1 = flyd.stream();
var numbers2 = flyd.stream();
var addToNumbers1 = flyd.map(add, numbers1);
var added = addToNumbers1.ap(numbers2);
stream.of(value)
Returns a new stream with value
as its initial value. It is identical to
calling flyd.stream
with one argument.
Signature
Called bound to Stream (a)
: b -> Stream b
Example
var n = flyd.stream(1);
var m = n.of(1);
Modules
If you've created a module for Flyd, open an issue or send a pull request, and it will be added to this list.
Modules listed with names in the format flyd/module/filter
are builtin to the main flyd
module and can be required with require('flyd/module/filter')
. Other modules must be installed first with npm.
Module | Description |
---|---|
flyd/module/filter | Filter values from stream based on predicate. |
flyd/module/lift | Maps a function taking n parameters over n streams. |
flyd/module/switchlatest | Flattens a stream of streams. The result stream reflects changes from the last stream only. |
flyd/module/keepwhen | Keep values from one stream only when another stream is true. |
flyd/module/obj | Functions for working with stream in objects. |
flyd/module/sampleon | Samples from a stream every time an event occurs on another stream. |
flyd/module/scanmerge | Merge and scan several streams into one. |
flyd/module/mergeall | Merge a list of streams. |
flyd/module/takeuntil | Emit values from a stream until a second stream emits a value. |
flyd/module/forwardto | Create a new stream that passes all values through a function and forwards them to a target stream. |
flyd/module/droprepeats | Drop repeated values from a stream. |
flyd-cacheUntil | Cache a stream's output until triggered by another stream. |
flyd-keyboard | Keyboard events as streams. |
flyd-glob | File glob and watch for Flyd. |
flyd-skip | Skip function for flyd. |
flyd-until | only accept n event values - mirror function to flyd-skip . |
flyd-bufferCount | Buffers the source stream and emits all values together. |
flyd-mergeAll (with high order streams) | rxjs-like implementation of mergeAll for flyd. |
flyd-once | Only emits the first value of the source stream. |
flyd-withLatestFrom | When the source observable emits, the value also contains the latest value from withLatestFrom parameter stream. |
flyd-zip | Zip streams together into arrays of values |
flyd-undo | An undo/redo utility for saving and restoring state in flyd |
flyd-ajax | An ajax utility that returns flyd streams |
flyd-xstate | Integration of flyd with xstate Harel Statecharts |
flyd-windowresize | Get a stream for the window size |
flyd-stream-querystring | Manage the URL query params using flyd streams |
Time related | |
flyd/module/every | Takes a number of milliseconds t and creates a stream of the current time updated every t. |
flyd/module/aftersilence | Buffers values from a source stream in an array and emits it after a specified duration of silence from the source stream. |
flyd/module/inlast | Creates a stream that emits a list of all values from the source stream that were emitted in a specified duration. |
flyd-onAnimationFrame | Emits values from a source stream on successive animation frames. |
flyd-timeInterval | Records the time interval between consecutive values emitted from a stream. |
flyd-debounceTime | Like aftersilence, but only emits the latest value of the stream. |
flyd-group-within | buffers values within x millisecond. |
Misc
The name
The name Flyd was chosen since the author of Flyd is danish and Flyd is a danish word meaning float, afloat or flow. It is furthermore short and not too bad for searching.
For most native English speakers "flyd" is impossible to pronounce like a dane would do it. The "d" is soft like "th" in "the". The "y" is a vocal sound unknown to the English language. If you're curious Google Translates listening feature provides an accurate pronounciation..
Atomic updates
Consider the following example:
var a = flyd.stream(1);
var b = flyd.combine(function(a) { return a() * 2; }, [a]);
var c = flyd.combine(function(a) { return a() + 4; }, [a]);
var d = flyd.combine(function(b, c, self, ch) {
result.push(b() + c());
}, [b, c]);
The dependency graph looks like this.
a
/ \
b c
\ /
d
Now, when a value flows down a
, both b
and c
will change because they
depend on a
. If you merely consider streams as being event emitters you'd expect d
to be updated twice. Because a
triggers b
triggers d
after which a
also
triggers c
which again triggers d
.
But Flyd handles such cases optimally. Since only one value entered the
system d
will only be updated once with the changed values of b
and c
.
Flyd guarantees that when a single value enters the system every stream will only be updated once, along with their dependencies in their most recent state.
This avoids superfluous updates of your streams and intermediate states when several streams change at the same time.
Flyd implements atomic updates with a O(n) topological sort where n is number of streams that directly or indirectly depends on the updated stream.
Environment support
Flyd works in all ECMAScript 5 environments. It works in older environments
with polyfills for Array.prototype.filter
and Array.prototype.map
.
Run tests, generate documentation
To run the test, clone this repository and:
npm install
npm test
The npm test
command run three tests: a eslint js style checker test, the test of the core library and the test of the modules. If you want to run only the test of the library npm run test
.
The API.md file is generated using npm run docs
(it assumes it has documentation installed globally: npm i -g documentation
)