This project is part of the @thi.ng/umbrella monorepo.
- About
- Support packages
- Conceptual differences to RxJS
- Installation
- Dependencies
- Usage examples
- API
- Authors
- License
Lightweight reactive multi-tap streams and transducer based transformation pipeline constructs, written in TypeScript.
This library provides & uses three key building blocks for reactive programming:
- Stream sources: event targets, iterables, timers, promises, watches, workers, CSP channels, custom...
- Subscriptions: chained stream processors, each subscribable (one-to-many) itself
- Transducers: stream transformers, either as individual subscription or to transform values for a single subscription. See @thi.ng/transducers for 100+ composable operators.
- Recursive teardown: Whenever possible, any unsubscription initiates cleanup and propagates to parent(s).
- @thi.ng/rstream-csp - CSP channel-to-stream adapter
- @thi.ng/rstream-dot - GraphViz DOT conversion of rstream dataflow graph topologies
- @thi.ng/rstream-gestures - unified mouse, single-touch & wheel event stream
- @thi.ng/rstream-graph - declarative dataflow graph construction
- @thi.ng/rstream-log - extensible multi-level, multi-target structured logging
- @thi.ng/rstream-query - triple store & query engine
(No value judgements implied - there's room for both approaches!)
- Streams are not the same as Observables: I.e. stream sources are NOT (often just cannot) re-run for each new sub added. Only the first sub is guaranteed to receive all values. Subs added at a later time MIGHT not receive earlier emitted values, but only the most recent emitted and any future values)
- Every subscription supports any number of subscribers, which can be added/removed at any time
- Every unsubscription recursively triggers upstream unsubscriptions (provided a parent has no other active child subscriptions)
- Every subscription can have its own transducer transforming incoming values (possibly into multiple new ones)
- Transducers can create streams themselves (only for
merge()
/sync()
) - Transducers can cause early stream termination and subsequent unwinding
- Values can be manually injected into the stream pipeline / graph at any point
- Every Stream also is a subscription
- Unhandled errors in subscriptions will move subscription into error state and cause unsubscription from parent (if any). Unhandled errors in stream sources will cancel the stream.
- Much smaller API surface since most common & custom operations can be solved via available transducers. Therefore less need to provide specialized functions (map / filter etc.) and more flexibility in terms of composing new operations.
- IMHO less confusing naming / terminology (only streams (producers) & subscriptions (consumers))
yarn add @thi.ng/rstream
- @thi.ng/api
- @thi.ng/associative
- @thi.ng/atom
- @thi.ng/checks
- @thi.ng/errors
- @thi.ng/paths
- @thi.ng/transducers
Several demos in this repo's /examples directoy are using this package.
A small selection:
This demo is utilizing the @thi.ng/rstream-graph support package.
The FPS counter canvas component used in this benchmark is driven by this package.
Creates a new Stream
instance, optionally with given StreamSource
function and / or ID. If a src
function is provided, the function
will be only called (with the Stream
instance as single argument)
once the first subscriber has attached to the stream. If the function
returns another function, it will be used for cleanup purposes if the
stream is cancelled, e.g. if the last subscriber has unsubscribed.
Streams are intended as (primarily async) data sources in a dataflow
graph and are the primary construct for the various from*()
functions provided by the package. However, streams can also be
triggered manually (from outside the stream), in which case the user
should call stream.next()
to cause value propagation.
a = rs.stream((s) => {
s.next(1);
s.next(2);
s.done()
});
a.subscribe(trace("a"))
// a 1
// a 2
// a done
// as reactive value mechanism
b = rs.stream();
// or alternatively
// b = rs.subscription();
b.subscribe(trace("b1"));
b.subscribe(trace("b2"));
// external trigger
b.next(42);
// b1 42
// b2 42
Stream
s (like Subscription
s) implement the @thi.ng/api IDeref
interface which provides read access to a stream's last received value.
This is useful for various purposes, e.g. in combination with
@thi.ng/hdom, which supports direct embedding of streams (i.e. their
values) into UI components (and will be deref'd automatically). If the
stream has not yet emitted a value or if the stream is done, it will
deref to undefined
.
Creates a new Subscription
instance, the fundamental datatype &
building block provided by this package (Stream
s are Subscription
s
too). Subscriptions can be:
- linked into directed graphs (if async, not necessarily DAGs)
- transformed using transducers (incl. early termination)
- can have any number of subscribers (optionally each w/ their own transducer)
- recursively unsubscribe themselves from parent after their last subscriber unsubscribed
- will go into a non-recoverable error state if NONE of the subscribers has an error handler itself
- implement the @thi.ng/api
IDeref
interface
// as reactive value mechanism (same as with stream() above)
s = rs.subscription();
s.subscribe(rs.trace("s1"));
s.subscribe(rs.trace("s2"), tx.filter((x) => x > 25));
// external trigger
s.next(23);
// s1 23
s.next(42);
// s2 42
// s1 42
- fromAtom() - streams from value changes in atoms/cursors
- fromChannel() - CSP channel to stream conversion
- fromEvent() - DOM events
- fromInterval() - interval based counters
- fromIterable() - arrays, iterators / generators
- fromPromise() - single value stream from promis
- fromPromises() - results from multiple promise
- fromRAF() - requestAnimationFrame() counter (w/ node fallback)
- fromView() - derived view changes (see @thi.ng/atom)
- fromWorker() - messages received from worker
- trigger() - one-off events
merge() - unsorted merge from multiple inputs (dynamic add/remove)
Returns a new StreamMerge
instance, a subscription type consuming
inputs from multiple inputs and passing received values on to any
subscribers. Input streams can be added and removed dynamically. By
default, StreamMerge
calls done()
when the last active input is
done, but this behavior can be overridden via the close
option (set it
to false
).
merge({
// input streams w/ different frequencies
src: [
fromIterable([1, 2, 3], 10),
fromIterable([10, 20, 30], 21),
fromIterable([100, 200, 300], 7)
]
}).subscribe(trace());
// 100
// 1
// 200
// 10
// 2
// 300
// 3
// 20
// 30
Use the labeled()
transducer
for each input to create a stream of labeled values and track their
provenance:
merge({
src: [
fromIterable([1, 2, 3]).transform(labeled("a")),
fromIterable([10, 20, 30]).transform(labeled("b")),
]
}).subscribe(trace());
// ["a", 1]
// ["b", 10]
// ["a", 2]
// ["b", 20]
// ["a", 3]
// ["b", 30]
See StreamMergeOpts for further reference of the various behavior options.
sync() - synchronized merge and labeled tuple objects
Similar to StreamMerge
above, but with extra synchronization of
inputs. Before emitting any new values, StreamSync
collects values
until at least one has been received from all inputs. Once that's the
case, the collected values are sent as labeled tuple object to
downstream subscribers. Each value in the emitted tuple objects is
stored under their input stream's ID. Only the last value received from
each input is passed on. After the initial tuple has been emitted, you
can choose from two possible behaviors:
- Any future change in any input will produce a new result tuple. These tuples will retain the most recently read values from other inputs. This behavior is the default and illustrated in the above schematic.
- If the
reset
option istrue
, every input will have to provide at least one new value again until another result tuple is produced.
Any done inputs are automatically removed. By default, StreamSync
calls done()
when the last active input is done, but this behavior can
be overridden via the close
constructor option (set to false
).
const a = rs.stream();
const b = rs.stream();
s = sync({ src: { a, b } }).subscribe(trace("result: "));
a.next(1);
b.next(2);
// result: { a: 1, b: 2 }
Input streams can be added and removed dynamically and the emitted tuple size adjusts to the current number of inputs (the next time a value is received from any input).
If the reset
option is enabled, the last emitted tuple is allowed to
be incomplete, by default. To only allow complete tuples, also set the
all
option to false
.
The synchronization is done via the
partitionSync()
transducer from the @thi.ng/transducers package. See this function's
docs for further details.
See StreamSyncOpts for further reference of the various behavior options.
pubsub() - topic based splitting
Topic based stream splitter. Applies topic
function to each
received value and only forwards it to child subscriptions for
returned topic. The actual topic (return value from topic
fn) can
be of any type, apart from undefined
. Complex topics (e.g objects /
arrays) are allowed and they're matched with registered topics using
@thi.ng/equiv by default (but customizable via equiv
option).
Each topic can have any number of subscribers.
If a transducer is specified for the PubSub
, it is always applied
prior to passing the input to the topic function. I.e. in this case
the topic function will receive the transformed inputs.
PubSub supports dynamic topic subscriptions and unsubscriptions via
subscribeTopic()
and unsubscribeTopic()
. However, the standard
subscribe()
/ unsubscribe()
methods are NOT supported (since
meaningless here) and will throw an error! unsubscribe()
can only be
called WITHOUT argument to unsubscribe the entire PubSub
instance
(incl. all topic subscriptions) from the parent stream.
bisect() - splitting via predicate
Returns a new PubSub
instance using given predicate pred
as boolean
topic function and a
& b
as subscribers for truthy (a
) and falsy
b
values.
rs.fromIterable([1, 2, 3, 4]).subscribe(
rs.bisect(
(x) => !!(x & 1),
rs.trace("odd"),
rs.trace("even")
)
);
// odd 1
// even 2
// odd 3
// even 4
// odd done
// even done
If a
or b
need to be subscribed to directly, then a
/ b
MUST be
first created as Subscription
(if not already) and a reference kept
prior to calling bisect()
.
const odd = rs.subscription();
const even = rs.subscription();
odd.subscribe(rs.trace("odd"));
odd.subscribe(rs.trace("odd x10"), tx.map((x)=> x * 10));
even.subscribe(rs.trace("even"));
rs.fromIterable([1, 2, 3, 4]).subscribe(rs.bisect((x) => !!(x & 1), odd, even));
// odd x10 10
// odd 1
// even 2
// odd x10 30
// odd 3
// even 4
// odd done
// odd x10 done
// even done
sidechainPartition() - chunks input, controlled by sidechain
Buffers values from src
until side chain fires, then emits buffer
(unless empty) and repeats process until either input is done. By
default, the value read from the side chain is ignored, however the
optional predicate can be used to only trigger for specific values /
conditions.
// merge various event streams
merge([
fromEvent(document,"mousemove"),
fromEvent(document,"mousedown"),
fromEvent(document,"mouseup")
])
// queue event processing to only execute during the
// requestAnimationFrame cycle (RAF)
.subscribe(sidechainPartition(fromRAF()))
.subscribe(trace())
sidechainToggle() - toggles input, controlled by sidechain
Filters values from input based on values received from side chain. By default, the value read from the side chain is ignored, however the optional predicate can be used to only trigger for specific values/conditions. Every time the predicate fn returns true, the filter will be toggled on/off. Whilst switched off, no input values will be forwarded.
// use slower interval stream to toggle main stream on/off
fromInterval(500)
.subscribe(sidechainToggle(fromInterval(1000)))
.subscribe(trace());
// 0
// 3
// 4
// 7
// 8
...
- postWorker - send values to workers (incl. optional worker instantiation)
- resolve - resolve on-stream promises
- trace - debug helper
- transduce - transduce or just reduce an entire stream into a promise
- Karsten Schmidt
© 2017 - 2018 Karsten Schmidt // Apache Software License 2.0