Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
ATL JS: Dive into RxJS Observables
Search
Jeremy Fairbank
November 27, 2017
Programming
2
280
ATL JS: Dive into RxJS Observables
Jeremy Fairbank
November 27, 2017
Tweet
Share
More Decks by Jeremy Fairbank
See All by Jeremy Fairbank
Connect.Tech 2020: Advanced Cypress Testing
jfairbank
1
210
CodeMash 2020: Solving the Boolean Identity Crisis
jfairbank
1
150
CodeMash 2020: Practical Functional Programming
jfairbank
1
330
Connect.Tech 2019: Practical Functional Programming
jfairbank
0
360
Connect.Tech 2019: Solving the Boolean Identity Crisis
jfairbank
0
180
Lambda Squared 2019: Solving the Boolean Identity Crisis
jfairbank
0
130
All Things Open 2018: Practical Functional Programming
jfairbank
2
270
Connect.Tech 2018: Effective React Testing
jfairbank
1
170
Fluent Conf 2018: Building web apps with Elm Tutorial
jfairbank
2
860
Other Decks in Programming
See All in Programming
AIと私たちの学習の変化を考える - Claude Codeの学習モードを例に
azukiazusa1
11
4.4k
Azure SRE Agentで運用は楽になるのか?
kkamegawa
0
2.5k
Putting The Genie in the Bottle - A Crash Course on running LLMs on Android
iurysza
0
140
The Past, Present, and Future of Enterprise Java
ivargrimstad
0
410
Kiroで始めるAI-DLC
kaonash
2
620
より安全で効率的な Go コードへ: Protocol Buffers Opaque API の導入
shwatanap
2
750
GitHubとGitLabとAWS CodePipelineでCI/CDを組み比べてみた
satoshi256kbyte
4
250
JSONataを使ってみよう Step Functionsが楽しくなる実践テクニック #devio2025
dafujii
1
640
個人開発で徳島大学生60%以上の心を掴んだアプリ、そして手放した話
akidon0000
1
150
旅行プランAIエージェント開発の裏側
ippo012
2
930
Android端末で実現するオンデバイスLLM 2025
masayukisuda
1
170
ぬるぬる動かせ! Riveでアニメーション実装🐾
kno3a87
1
230
Featured
See All Featured
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
358
30k
How to train your dragon (web standard)
notwaldorf
96
6.2k
BBQ
matthewcrist
89
9.8k
The Cost Of JavaScript in 2023
addyosmani
53
8.9k
Thoughts on Productivity
jonyablonski
70
4.8k
Creating an realtime collaboration tool: Agile Flush - .NET Oxford
marcduiker
31
2.2k
Typedesign – Prime Four
hannesfritz
42
2.8k
Statistics for Hackers
jakevdp
799
220k
The World Runs on Bad Software
bkeepers
PRO
70
11k
4 Signs Your Business is Dying
shpigford
184
22k
RailsConf & Balkan Ruby 2019: The Past, Present, and Future of Rails at GitHub
eileencodes
139
34k
Optimising Largest Contentful Paint
csswizardry
37
3.4k
Transcript
Dive into RxJS Jeremy Fairbank @elpapapollo / jfairbank Observables
Software is broken. We are here to fix it. Say
[email protected]
Async
Async API Callback
Callback fetchUserById(1, function(err, user) { if (err) { console.error('Could not
retrieve user'); } else { console.log(user); } });
}); }); }); }); }); }); Callback Callback Callback Callback
Callback Callback
function fetchCustomerNameForOrder(orderId, done, fail) { fetchOrder(orderId, function(err, order) { if
(err) { logError(err); fail(err); } else { fetchCustomer( order.customerId, function(err, customer) { if (err) { logError(err); fail(err); } else { done(customer.name); } } ); } }); }
function fetchCustomerNameForOrder(orderId, done, fail) { fetchOrder(orderId, function(err, order) { if
(err) { logError(err); fail(err); } else { fetchCustomer( order.customerId, function(err, customer) { if (err) { logError(err); fail(err); } else { done(customer.name); } } ); } }); }
function fetchCustomerNameForOrder(orderId, done, fail) { fetchOrder(orderId, function(err, order) { if
(err) { logError(err); fail(err); } else { fetchCustomer( order.customerId, function(err, customer) { if (err) { logError(err); fail(err); } else { done(customer.name); } } ); } }); }
Async API ?
Promise function fetchCustomerNameForOrder(orderId) { return fetchOrder(orderId) .then(order => fetchCustomer(order.customerId)) .then(customer
=> customer.name); }
.then(...) .then(...) .then(...) .then(...) .then(...) .then(...) .then(...) .then(...)
Error Error Error Error
function fetchCustomerNameForOrder(orderId) { return fetchOrder(orderId) .then(order => fetchCustomer(order.customerId)) .then(customer =>
customer.name) .catch(err => { logError(err); throw err; }); }
Getting there…
• More readable and maintainable async code • Better error
handling • More declarative and versatile syntax • Capable of handling events, streams, and HTTP
RxJS Observables
Arrays [ 1, 2, 3, 4, 5 ] Sequences in
space
Observables Sequences in time 1 2 3 4 5
Reactive
Reactive 3
import { Observable } from 'rxjs'; const source = Observable.of(1,
2, 3); source.subscribe(x => console.log(x)); // 1 // 2 // 3
import { Observable } from 'rxjs'; const source = Observable.of(1,
2, 3); source.subscribe(x => console.log(x)); // 1 // 2 // 3
import { Observable } from 'rxjs'; const source = Observable.of(1,
2, 3); source.subscribe(x => console.log(x)); // 1 // 2 // 3
import { Observable } from 'rxjs'; const source = Observable.of(1,
2, 3); source.subscribe(x => console.log(x)); // 1 // 2 // 3
Observable.of(1, 2, 3) .subscribe(x => console.log(x)); console.log subscribe
Observable.of(1, 2, 3) .subscribe(x => console.log(x)); console.log subscribe 1
Observable.of(1, 2, 3) .subscribe(x => console.log(x)); console.log subscribe 1
Observable.of(1, 2, 3) .subscribe(x => console.log(x)); console.log subscribe
Observable.of(1, 2, 3) .subscribe(x => console.log(x)); console.log subscribe 2
Observable.of(1, 2, 3) .subscribe(x => console.log(x)); console.log subscribe 2
Observable.of(1, 2, 3) .subscribe(x => console.log(x)); console.log subscribe
Observable.of(1, 2, 3) .subscribe(x => console.log(x)); console.log subscribe 3
Observable.of(1, 2, 3) .subscribe(x => console.log(x)); console.log subscribe 3
Declarative Transformation Operate on events
Observable.of(1, 2, 3) .map(n => n * 2) .subscribe(x =>
console.log(x)); // 2 // 4 // 6
Observable.of(1, 2, 3) .map(n => n * 2) .subscribe(x =>
console.log(x)); // 2 // 4 // 6
Observable.of(1, 2, 3) console.log n * 2 map subscribe
Observable.of(1, 2, 3) console.log n * 2 map subscribe 1
Observable.of(1, 2, 3) console.log n * 2 map subscribe 1
Observable.of(1, 2, 3) console.log n * 2 map subscribe 2
Observable.of(1, 2, 3) console.log n * 2 map subscribe 2
Observable.of(1, 2, 3) console.log n * 2 map subscribe
Observable.of(1, 2, 3) console.log n * 2 map subscribe 2
Observable.of(1, 2, 3) console.log n * 2 map subscribe 2
Observable.of(1, 2, 3) console.log n * 2 map subscribe 4
Observable.of(1, 2, 3) console.log n * 2 map subscribe 4
Observable.of(1, 2, 3) console.log n * 2 map subscribe
Observable.of(1, 2, 3) console.log n * 2 map subscribe 3
Observable.of(1, 2, 3) console.log n * 2 map subscribe 3
Observable.of(1, 2, 3) console.log n * 2 map subscribe 6
Observable.of(1, 2, 3) console.log n * 2 map subscribe 6
Lazy Transformation Do only as much work as needed
Observable.range(1, 100) .map(n => n * 2) .filter(n => n
> 4) .take(2) .subscribe(x => console.log(x)); // 6 // 8
Observable.range(1, 100) .map(n => n * 2) .filter(n => n
> 4) .take(2) .subscribe(x => console.log(x)); // 6 // 8
Observable.range(1, 100) .map(n => n * 2) .filter(n => n
> 4) .take(2) .subscribe(x => console.log(x)); // 6 // 8
Observable.range(1, 100) .map(n => n * 2) .filter(n => n
> 4) .take(2) .subscribe(x => console.log(x)); // 6 // 8
Observable.range(1, 100) .map(n => n * 2) .filter(n => n
> 4) .take(2) .subscribe(x => console.log(x)); // 6 // 8
console.log n * 2 map subscribe n > 4 Observable.range(1,
100) filter 2 take
console.log n * 2 map subscribe n > 4 1
Observable.range(1, 100) filter 2 take
console.log n * 2 map subscribe n > 4 1
Observable.range(1, 100) filter 2 take
console.log n * 2 map subscribe n > 4 2
Observable.range(1, 100) filter 2 take
console.log n * 2 map subscribe n > 4 2
Observable.range(1, 100) filter 2 take
console.log n * 2 map subscribe n > 4 2
Observable.range(1, 100) filter 2 take ×
console.log n * 2 map subscribe n > 4 Observable.range(1,
100) filter 2 take
console.log n * 2 map subscribe n > 4 2
Observable.range(1, 100) filter 2 take
console.log n * 2 map subscribe n > 4 2
Observable.range(1, 100) filter 2 take
console.log n * 2 map subscribe n > 4 4
Observable.range(1, 100) filter 2 take
console.log n * 2 map subscribe n > 4 Observable.range(1,
100) filter 2 take 4
console.log n * 2 map subscribe n > 4 Observable.range(1,
100) filter 2 take 4 ×
console.log n * 2 map subscribe n > 4 Observable.range(1,
100) filter 2 take
console.log n * 2 map subscribe n > 4 3
Observable.range(1, 100) filter 2 take
console.log n * 2 map subscribe n > 4 3
Observable.range(1, 100) filter 2 take
console.log n * 2 map subscribe n > 4 6
Observable.range(1, 100) filter 2 take
console.log n * 2 map subscribe n > 4 Observable.range(1,
100) filter 2 take 6
✓ console.log n * 2 map subscribe n > 4
Observable.range(1, 100) filter 2 take 6
console.log n * 2 map subscribe n > 4 Observable.range(1,
100) filter 2 take 6
console.log n * 2 map subscribe n > 4 Observable.range(1,
100) filter 1 take 6
console.log n * 2 map subscribe n > 4 Observable.range(1,
100) filter 1 take
console.log n * 2 map subscribe n > 4 4
Observable.range(1, 100) filter 1 take
console.log n * 2 map subscribe n > 4 4
Observable.range(1, 100) filter 1 take
console.log n * 2 map subscribe n > 4 8
Observable.range(1, 100) filter 1 take
console.log n * 2 map subscribe n > 4 Observable.range(1,
100) filter 1 take 8
✓ console.log n * 2 map subscribe n > 4
Observable.range(1, 100) filter 1 take 8
console.log n * 2 map subscribe n > 4 Observable.range(1,
100) filter 1 take 8
console.log n * 2 map subscribe n > 4 Observable.range(1,
100) filter 0 take 8
DOM Events
let counter = 0; function updateCounter(n) { counter += n;
counterEl.innerHTML = counter; } incrementBtn.addEventListener('click', () => { updateCounter(1); }); decrementBtn.addEventListener('click', () => { updateCounter(-1); });
let counter = 0; function updateCounter(n) { counter += n;
counterEl.innerHTML = counter; } incrementBtn.addEventListener('click', () => { updateCounter(1); }); decrementBtn.addEventListener('click', () => { updateCounter(-1); });
Observable.fromEvent(incrementBtn, 'click') .mapTo(1) .scan((acc, curr) => acc + curr, 0)
.subscribe((counter) => { counterEl.innerHTML = counter; });
Observable.fromEvent(incrementBtn, 'click') .mapTo(1) .scan((acc, curr) => acc + curr, 0)
.subscribe((counter) => { counterEl.innerHTML = counter; });
Observable.fromEvent(incrementBtn, 'click') .mapTo(1) .scan((acc, curr) => acc + curr, 0)
.subscribe((counter) => { counterEl.innerHTML = counter; });
Observable.fromEvent(incrementBtn, 'click') .mapTo(1) .scan((acc, curr) => acc + curr, 0)
.subscribe((counter) => { counterEl.innerHTML = counter; });
Observable.fromEvent(incrementBtn, 'click') .mapTo(1) .scan((acc, curr) => acc + curr, 0)
.subscribe((counter) => { counterEl.innerHTML = counter; });
Observable.fromEvent(incrementBtn, 'click') .mapTo(1) .scan((acc, curr) => acc + curr, 0)
.subscribe((counter) => { counterEl.innerHTML = counter; });
Observable.fromEvent(incrementBtn, 'click') .mapTo(1) .scan((acc, curr) => acc + curr, 0)
.subscribe((counter) => { counterEl.innerHTML = counter; });
.scan((acc, curr) => acc + curr, 0)
.scan((acc, curr) => acc + curr, 0) Accumulated counter value
.scan((acc, curr) => acc + curr, 0) Current event value
(1)
.scan((acc, curr) => acc + curr, 0) Return new accumulated
counter value
.scan((acc, curr) => acc + curr, 0) Initial counter value
counterEl.innerHTML = counter acc + curr 1 mapTo subscribe 0
scan
acc + curr 1 mapTo subscribe e scan 0 counterEl.innerHTML
= counter
1 mapTo subscribe e scan acc + curr 0 counterEl.innerHTML
= counter
1 mapTo subscribe 1 scan acc + curr 0 counterEl.innerHTML
= counter
1 mapTo subscribe scan 1 acc + curr 0 counterEl.innerHTML
= counter
1 mapTo subscribe scan 1 acc + curr 1 Counter
value counterEl.innerHTML = counter
1 mapTo subscribe scan 1 acc + curr 1 counterEl.innerHTML
= counter
acc + curr 1 mapTo subscribe scan 1 counterEl.innerHTML =
counter
acc + curr 1 mapTo subscribe e scan 1 counterEl.innerHTML
= counter
1 mapTo subscribe e scan acc + curr 1 counterEl.innerHTML
= counter
1 mapTo subscribe 1 scan acc + curr 1 counterEl.innerHTML
= counter
1 mapTo subscribe scan 1 acc + curr 1 counterEl.innerHTML
= counter
1 mapTo subscribe scan 2 acc + curr 2 Counter
value counterEl.innerHTML = counter
1 mapTo subscribe scan 2 acc + curr 2 counterEl.innerHTML
= counter
const source = Observable.merge( Observable.fromEvent(incrementBtn, 'click').mapTo(1), Observable.fromEvent(decrementBtn, 'click').mapTo(-1), ); source
.scan((acc, curr) => acc + curr, 0) .subscribe((counter) => { counterEl.innerHTML = counter; });
const source = Observable.merge( Observable.fromEvent(incrementBtn, 'click').mapTo(1), Observable.fromEvent(decrementBtn, 'click').mapTo(-1), ); source
.scan((acc, curr) => acc + curr, 0) .subscribe((counter) => { counterEl.innerHTML = counter; });
const source = Observable.merge( Observable.fromEvent(incrementBtn, 'click').mapTo(1), Observable.fromEvent(decrementBtn, 'click').mapTo(-1), ); source
.scan((acc, curr) => acc + curr, 0) .subscribe((counter) => { counterEl.innerHTML = counter; });
const source = Observable.merge( Observable.fromEvent(incrementBtn, 'click').mapTo(1), Observable.fromEvent(decrementBtn, 'click').mapTo(-1), ); source
.scan((acc, curr) => acc + curr, 0) .subscribe((counter) => { counterEl.innerHTML = counter; });
const source = Observable.merge( Observable.fromEvent(incrementBtn, 'click').mapTo(1), Observable.fromEvent(decrementBtn, 'click').mapTo(-1), ); source
.scan((acc, curr) => acc + curr, 0) .subscribe((counter) => { counterEl.innerHTML = counter; });
acc + curr 1 mapTo subscribe 0 scan -1 mapTo
Increment Decrement counterEl.innerHTML = counter
acc + curr 1 mapTo subscribe 0 scan -1 mapTo
Increment Decrement e counterEl.innerHTML = counter
acc + curr 1 mapTo subscribe 0 scan -1 mapTo
Increment Decrement e counterEl.innerHTML = counter
acc + curr 1 mapTo subscribe 0 scan -1 mapTo
Increment Decrement 1 counterEl.innerHTML = counter
acc + curr 1 mapTo subscribe 0 scan -1 mapTo
Increment Decrement 1 counterEl.innerHTML = counter
acc + curr 1 mapTo subscribe 1 scan -1 mapTo
Increment Decrement 1 counterEl.innerHTML = counter
acc + curr 1 mapTo subscribe 1 scan -1 mapTo
Increment Decrement 1 counterEl.innerHTML = counter
acc + curr 1 mapTo subscribe 1 scan -1 mapTo
Increment Decrement counterEl.innerHTML = counter
acc + curr 1 mapTo subscribe 1 scan -1 mapTo
Increment Decrement e counterEl.innerHTML = counter
acc + curr 1 mapTo subscribe 1 scan -1 mapTo
Increment Decrement e counterEl.innerHTML = counter
acc + curr 1 mapTo subscribe 1 scan -1 mapTo
Increment Decrement -1 counterEl.innerHTML = counter
acc + curr 1 mapTo subscribe 1 scan -1 mapTo
Increment Decrement -1 counterEl.innerHTML = counter
acc + curr 1 mapTo subscribe 0 scan -1 mapTo
Increment Decrement 0 counterEl.innerHTML = counter
acc + curr 1 mapTo subscribe 0 scan -1 mapTo
Increment Decrement 0 counterEl.innerHTML = counter
Async HTTP
Promise fetchOrders() .then((orders) => { orders.forEach((order) => { console.log(order); });
});
Promise fetchOrders() .then((orders) => { orders.forEach((order) => { console.log(order); });
});
Observable fetchOrders() .subscribe((orders) => { orders.forEach((order) => { console.log(order); });
});
Why Observables?
Promise fetchOrders() .then(orders => orders.filter( order => order.customerName === 'Tucker'
)) .then(orders => orders.map(order => order.id)) .then((orderIds) => { orderIds.forEach(id => console.log(id)); });
Promise fetchOrders() .then(orders => orders.filter( order => order.customerName === 'Tucker'
)) .then(orders => orders.map(order => order.id)) .then((orderIds) => { orderIds.forEach(id => console.log(id)); });
Promise fetchOrders() .then(orders => orders.filter( order => order.customerName === 'Tucker'
)) .then(orders => orders.map(order => order.id)) .then((orderIds) => { orderIds.forEach(id => console.log(id)); });
Promise fetchOrders() .then(orders => orders.filter( order => order.customerName === 'Tucker'
)) .then(orders => orders.map(order => order.id)) .then((orderIds) => { orderIds.forEach(id => console.log(id)); });
fetchOrders() .mergeAll() .filter( order => order.customerName === 'Tucker' ) .map(order
=> order.id) .subscribe(id => console.log(id)); Observable
fetchOrders() .mergeAll() .filter( order => order.customerName === 'Tucker' ) .map(order
=> order.id) .subscribe(id => console.log(id)); Observable
fetchOrders() .mergeAll() .filter( order => order.customerName === 'Tucker' ) .map(order
=> order.id) .subscribe(id => console.log(id)); Observable
fetchOrders() .mergeAll() .filter( order => order.customerName === 'Tucker' ) .map(order
=> order.id) .subscribe(id => console.log(id)); Observable
fetchOrders() .mergeAll() .filter( order => order.customerName === 'Tucker' ) .map(order
=> order.id) .subscribe(id => console.log(id)); Observable
Cancellation
const promise = fetchOrders() .then((orders) => { orders.forEach((order) => {
console.log(order); }); }); promise.cancel(); Promise
const promise = fetchOrders() .then((orders) => { orders.forEach((order) => {
console.log(order); }); }); promise.cancel(); Promise
const promise = fetchOrders() .then((orders) => { orders.forEach((order) => {
console.log(order); }); }); promise.cancel(); Promise ×
const subscription = fetchOrders() .subscribe((orders) => { orders.forEach((order) => {
console.log(order); }); }); subscription.unsubscribe(); Observable
const subscription = fetchOrders() .subscribe((orders) => { orders.forEach((order) => {
console.log(order); }); }); subscription.unsubscribe(); Observable Cancel request
Lazy Subscriptions
const p1 = fetchOrders(); const p2 = fetchOrders(); const p3
= fetchOrders(); Promises
const p1 = fetchOrders(); const p2 = fetchOrders(); const p3
= fetchOrders(); Promises Immediate
Observables const o1 = fetchOrders(); const o2 = fetchOrders(); const
o3 = fetchOrders(); o1.subscribe(); o2.subscribe(); o3.subscribe();
Observables Lazy const o1 = fetchOrders(); const o2 = fetchOrders();
const o3 = fetchOrders(); o1.subscribe(); o2.subscribe(); o3.subscribe();
Observables Lazy const o1 = fetchOrders(); const o2 = fetchOrders();
const o3 = fetchOrders(); o1.subscribe(); o2.subscribe(); o3.subscribe(); Issue Request
const o1 = fetchOrders(); o1.subscribe(); o1.subscribe(); o1.subscribe();
const o1 = fetchOrders(); o1.subscribe(); o1.subscribe(); o1.subscribe(); Pure, shareable value
const o1 = fetchOrders(); o1.subscribe(); o1.subscribe(); o1.subscribe(); Issue new request
with same observable Pure, shareable value
Create HTTP Requests
function fetchOrders() { return Observable.ajax.get('/orders'); } Built-in AJAX
function fetchOrders() { return Observable.ajax.get('/orders'); } Built-in AJAX
function fetchOrders() { return Observable.create((subscriber) => { fetchOrdersFromDb((orders) => {
subscriber.next(orders); subscriber.complete(); }); }); } Custom Observable Creation
function fetchOrders() { return Observable.create((subscriber) => { fetchOrdersFromDb((orders) => {
subscriber.next(orders); subscriber.complete(); }); }); } Custom Observable Creation
function fetchOrders() { return Observable.create((subscriber) => { fetchOrdersFromDb((orders) => {
subscriber.next(orders); subscriber.complete(); }); }); } Custom Observable Creation
function fetchOrders() { return Observable.create((subscriber) => { fetchOrdersFromDb((orders) => {
subscriber.next(orders); subscriber.complete(); }); }); } Custom Observable Creation
function fetchOrders() { return Observable.create((subscriber) => { fetchOrdersFromDb((orders) => {
subscriber.next(orders); subscriber.complete(); }); }); } Custom Observable Creation
function fetchOrders() { return Observable.create((subscriber) => { fetchOrdersFromDb((orders) => {
subscriber.next(orders); subscriber.complete(); }); }); } Custom Observable Creation
function fetchOrders() { return Observable.create((subscriber) => { fetchOrdersFromDb((orders) => {
subscriber.next(orders); subscriber.complete(); }); }); } Custom Observable Creation ?
Observable.of(1, 2, 3) .subscribe(x => console.log(x));
Observable.of(1, 2, 3) .subscribe(x => console.log(x)); Subscriber (or Observer)
Observable.of(1, 2, 3) .subscribe({ next: x => console.log(x), }); Subscriber
Object
Observable.of(1, 2, 3) .subscribe({ next: x => console.log(x), complete: ()
=> console.log('Done!'), }); // 1 // 2 // 3 // Done!
function fetchOrders() { return Observable.create((subscriber) => { fetchOrdersFromDb((orders) => {
subscriber.next(orders); subscriber.complete(); }); }); } fetchOrders().subscribe({ next: x => console.log(x), complete: () => console.log('Done!'), });
function fetchOrders() { return Observable.create((subscriber) => { fetchOrdersFromDb((orders) => {
subscriber.next(orders); subscriber.complete(); }); }); } fetchOrders().subscribe({ next: x => console.log(x), complete: () => console.log('Done!'), });
function fetchOrders() { return Observable.create((subscriber) => { fetchOrdersFromDb((orders) => {
subscriber.next(orders); subscriber.complete(); }); }); } fetchOrders().subscribe({ next: x => console.log(x), complete: () => console.log('Done!'), });
Error Handling
const source = Observable.create((subscriber) => { subscriber.next(1); subscriber.error(new Error('Uh oh'));
subscriber.next(2); }); source.subscribe({ next: x => console.log(x), complete: () => console.log('Done!'), error: e => console.error(e), }); // 1 // Error: Uh oh
const source = Observable.create((subscriber) => { subscriber.next(1); subscriber.error(new Error('Uh oh'));
subscriber.next(2); }); source.subscribe({ next: x => console.log(x), complete: () => console.log('Done!'), error: e => console.error(e), }); // 1 // Error: Uh oh
const source = Observable.create((subscriber) => { subscriber.next(1); subscriber.error(new Error('Uh oh'));
subscriber.next(2); }); source.subscribe({ next: x => console.log(x), complete: () => console.log('Done!'), error: e => console.error(e), }); // 1 // Error: Uh oh
const source = Observable.create((subscriber) => { subscriber.next(1); subscriber.error(new Error('Uh oh'));
subscriber.next(2); }); source.subscribe(x => console.log(x)); No error handler, so what happens?
Error Error Error Error Promises
const source = Observable.create((subscriber) => { subscriber.next(1); subscriber.error(new Error('Uh oh'));
subscriber.next(2); }); source.subscribe(x => console.log(x)); No swallowed errors!
const source = Observable.create((subscriber) => { subscriber.next(1); subscriber.error(new Error('Uh oh'));
subscriber.next(2); }); source.subscribe({ next: x => console.log(x), complete: () => console.log('Done!'), error: e => console.error(e), }); // 1 // Error: Uh oh
const source = Observable.create((subscriber) => { subscriber.next(1); subscriber.error(new Error('Uh oh'));
subscriber.next(2); }); source.subscribe({ next: x => console.log(x), complete: () => console.log('Done!'), error: e => console.error(e), }); // 1 // Error: Uh oh Never called
fetchOrders() .catch((e) => { logError(e); return Observable.of([]); }) .subscribe(x =>
console.log(x)); Catching
fetchOrders() .catch((e) => { logError(e); return Observable.of([]); }) .subscribe(x =>
console.log(x)); Catching
fetchOrders() .catch((e) => { logError(e); return Observable.of([]); }) .subscribe(x =>
console.log(x)); Catching
fetchOrders() .catch((e) => { logError(e); return Observable.of([]); }) .subscribe(x =>
console.log(x)); Catching
console.log catch subscribe fetchOrders() Observable.of([])
console.log catch subscribe fetchOrders() Observable.of([]) ✓
console.log catch subscribe fetchOrders() Observable.of([]) ✓
console.log catch subscribe fetchOrders() Observable.of([]) ×
console.log catch subscribe fetchOrders() Observable.of([]) ×
console.log catch subscribe fetchOrders() Observable.of([]) []
console.log catch subscribe fetchOrders() Observable.of([]) []
fetchOrders() .catch((e) => { logError(e); return legacyFetchOrders() .catch((e2) => {
logError(e2); return Observable.of([]); }) }) .subscribe(x => console.log(x)); Or delegate to legacy API…
fetchOrders() .catch((e) => { logError(e); return legacyFetchOrders() .catch((e2) => {
logError(e2); return Observable.of([]); }) }) .subscribe(x => console.log(x)); Or delegate to legacy API…
fetchOrders() .catch((e) => { logError(e); return legacyFetchOrders() .catch((e2) => {
logError(e2); return Observable.of([]); }) }) .subscribe(x => console.log(x)); Or delegate to legacy API…
fetchOrders() .catch((e) => { logError(e); return legacyFetchOrders() .catch((e2) => {
logError(e2); return Observable.of([]); }) }) .subscribe(x => console.log(x)); Or delegate to legacy API…
console.log catch subscribe legacyFetchOrders() fetchOrders() catch Observable.of([])
console.log catch subscribe legacyFetchOrders() fetchOrders() catch Observable.of([]) ✓
console.log catch subscribe legacyFetchOrders() fetchOrders() catch Observable.of([]) ✓
console.log catch subscribe legacyFetchOrders() fetchOrders() catch Observable.of([])
console.log catch subscribe legacyFetchOrders() fetchOrders() catch Observable.of([]) ×
console.log catch subscribe legacyFetchOrders() fetchOrders() catch Observable.of([]) ×
console.log catch subscribe legacyFetchOrders() fetchOrders() catch Observable.of([]) ×
console.log catch subscribe legacyFetchOrders() fetchOrders() catch Observable.of([]) × ✓
console.log catch subscribe legacyFetchOrders() fetchOrders() catch Observable.of([]) × ✓
console.log catch subscribe legacyFetchOrders() fetchOrders() catch Observable.of([])
console.log catch subscribe legacyFetchOrders() fetchOrders() catch Observable.of([]) ×
console.log catch subscribe legacyFetchOrders() fetchOrders() catch Observable.of([]) ×
console.log catch subscribe legacyFetchOrders() fetchOrders() catch Observable.of([]) ×
console.log catch subscribe legacyFetchOrders() fetchOrders() catch Observable.of([]) × ×
console.log catch subscribe legacyFetchOrders() fetchOrders() catch Observable.of([]) × ×
console.log catch subscribe legacyFetchOrders() fetchOrders() catch Observable.of([]) × × []
Hot Cold vs.
Observable creates the source. Cold
Best for one-off unique requests. Cold
function fetchOrders() { return Observable.create((subscriber) => { fetchOrdersFromDb((orders) => {
subscriber.next(orders); subscriber.complete(); }); }); }
function fetchOrders() { return Observable.create((subscriber) => { fetchOrdersFromDb((orders) => {
subscriber.next(orders); subscriber.complete(); }); }); } Resource requested/created at subscription time
WebSockets
function ordersStream() { return Observable.create((subscriber) => { const url =
'ws://example.com/orders'; const socket = new WebSocket(url); socket.addEventListener('message', (data) => { subscriber.next(data); }); }); }
function ordersStream() { return Observable.create((subscriber) => { const url =
'ws://example.com/orders'; const socket = new WebSocket(url); socket.addEventListener('message', (data) => { subscriber.next(data); }); }); }
function ordersStream() { return Observable.create((subscriber) => { const url =
'ws://example.com/orders'; const socket = new WebSocket(url); socket.addEventListener('message', (data) => { subscriber.next(data); }); }); }
function ordersStream() { return Observable.create((subscriber) => { const url =
'ws://example.com/orders'; const socket = new WebSocket(url); socket.addEventListener('message', (data) => { subscriber.next(data); }); }); }
const stream = ordersStream(); stream.subscribe(x => console.log(x));
subscriber .next(data) WebSocket console.log stream.subscribe(x => console.log(x)); Subscriber
subscriber .next(data) ... WebSocket console.log stream.subscribe(x => console.log(x)); Subscriber
subscriber .next(data) ... WebSocket console.log stream.subscribe(x => console.log(x)); Subscriber
subscriber .next(data) ... WebSocket Subscriber console.log stream.subscribe(x => console.log(x));
subscriber .next(data) ... WebSocket console.log stream.subscribe(x => console.log(x)); Subscriber
None
.subscribe(...)
.subscribe(...) .subscribe(...)
.subscribe(...) .subscribe(...) .subscribe(...)
.subscribe(...) .subscribe(...) .subscribe(...) .subscribe(...)
.subscribe(...) .subscribe(...) .subscribe(...) .subscribe(...) .subscribe(...)
.subscribe(...) .subscribe(...) .subscribe(...) .subscribe(...) .subscribe(...) .subscribe(...)
.subscribe(...) .subscribe(...) .subscribe(...) .subscribe(...) .subscribe(...) .subscribe(...) .subscribe(...)
.subscribe(...) .subscribe(...) .subscribe(...) .subscribe(...) .subscribe(...) .subscribe(...) .subscribe(...) .subscribe(...)
Hot Observable closes over the source.
Hot Best for multicasting and sharing resources.
const url = 'ws://example.com/orders'; const socket = new WebSocket(url); function
ordersStream() { return Observable.create((subscriber) => { socket.addEventListener('message', (data) => { subscriber.next(data); }); }); }
const url = 'ws://example.com/orders'; const socket = new WebSocket(url); function
ordersStream() { return Observable.create((subscriber) => { socket.addEventListener('message', (data) => { subscriber.next(data); }); }); } Resource created outside subscription
const url = 'ws://example.com/orders'; const socket = new WebSocket(url); function
ordersStream() { return Observable.create((subscriber) => { socket.addEventListener('message', (data) => { subscriber.next(data); }); }); } Close over existing resource when subscribing
const stream = ordersStream(); const sub1 = stream.subscribe(x => console.log(x));
const sub2 = stream.subscribe(x => console.log(x));
Shared stream of data const stream = ordersStream(); const sub1
= stream.subscribe(x => console.log(x)); const sub2 = stream.subscribe(x => console.log(x));
subscriber .next(event.data) WebSocket Subscriber console.log stream.subscribe(x => console.log(x))
subscriber .next(event.data) ... WebSocket console.log stream.subscribe(x => console.log(x)) Subscriber
subscriber .next(event.data) ... WebSocket console.log stream.subscribe(x => console.log(x)) Subscriber
subscriber .next(event.data) ... WebSocket console.log stream.subscribe(x => console.log(x)) Subscriber
subscriber .next(event.data) ... WebSocket console.log stream.subscribe(x => console.log(x)) Subscriber
subscriber .next(event.data) WebSocket Subscriber console.log New Subscriber console.log stream.subscribe(...) stream.subscribe(...)
subscriber .next(event.data) WebSocket console.log ... console.log stream.subscribe(...) stream.subscribe(...) Subscriber New
Subscriber
subscriber .next(event.data) WebSocket console.log ... console.log stream.subscribe(...) stream.subscribe(...) Subscriber New
Subscriber
subscriber .next(event.data) WebSocket console.log ... console.log ... stream.subscribe(...) stream.subscribe(...) Subscriber
New Subscriber
subscriber .next(event.data) ... WebSocket console.log ... console.log stream.subscribe(...) stream.subscribe(...) Subscriber
New Subscriber
function ordersStream() { return Observable.create((subscriber) => { const url =
'ws://example.com/orders'; const socket = new WebSocket(url); socket.addEventListener('message', (data) => { subscriber.next(data); }); }) .share(); } Share It
function ordersStream() { return Observable.create((subscriber) => { const url =
'ws://example.com/orders'; const socket = new WebSocket(url); socket.addEventListener('message', (data) => { subscriber.next(data); }); }) .share(); } Share It
function ordersStream() { return Observable.create((subscriber) => { const url =
'ws://example.com/orders'; const socket = new WebSocket(url); socket.addEventListener('message', (data) => { subscriber.next(data); }); }) .share(); } Share It
const stream = ordersStream(); const sub1 = stream.subscribe(x => console.log(x));
const sub2 = stream.subscribe(x => console.log(x));
Shared stream of data too const stream = ordersStream(); const
sub1 = stream.subscribe(x => console.log(x)); const sub2 = stream.subscribe(x => console.log(x));
Clean Up
function ordersStream() { return Observable.create((subscriber) => { const url =
'ws://example.com/orders'; const socket = new WebSocket(url); socket.addEventListener('message', (data) => { subscriber.next(data); }); return () => { socket.close(); }; }) .share(); }
function ordersStream() { return Observable.create((subscriber) => { const url =
'ws://example.com/orders'; const socket = new WebSocket(url); socket.addEventListener('message', (data) => { subscriber.next(data); }); return () => { socket.close(); }; }) .share(); } Called when all subscriptions unsubscribe
function ordersStream() { return Observable.create((subscriber) => { const url =
'ws://example.com/orders'; const socket = new WebSocket(url); socket.addEventListener('message', (data) => { subscriber.next(data); }); return () => { socket.close(); }; }) .share(); } Close socket, deallocate resources, etc.
fetchOrders() .mergeAll() .filter( order => order.customerName === 'Tucker' ) .map(order
=> order.id) .subscribe(id => console.log(id)); Recall
fetchOrders() .mergeAll() .filter( order => order.customerName === 'Tucker' ) .map(order
=> order.id) .subscribe(id => console.log(id)); ? Recall
Observable.of([1, 2, 3]) .subscribe(x => console.log(x)); // [ 1, 2,
3 ]
Observable.of([1, 2, 3]) .subscribe(x => console.log(x)); // [ 1, 2,
3 ]
Observable.of([1, 2, 3]) .subscribe(x => console.log(x)); // [ 1, 2,
3 ]
Observable.of([1, 2, 3]) .mergeAll() .subscribe(x => console.log(x)); // 1 //
2 // 3
Observable.of([1, 2, 3]) .mergeAll() .subscribe(x => console.log(x)); // 1 //
2 // 3 Flatten
Observable.of([1, 2, 3]) .mergeAll() .subscribe(x => console.log(x)); // 1 //
2 // 3
subscribe mergeAll console.log [1, 2, 3]
subscribe mergeAll console.log [1, 2, 3]
subscribe mergeAll console.log [2, 3] 1
subscribe mergeAll console.log [2, 3] 1
subscribe mergeAll console.log [3] 2
subscribe mergeAll console.log [3] 2
subscribe mergeAll console.log 3
subscribe mergeAll console.log 3
Higher Order Observables
Observable.of(1, 2, 3) .map(n => n * 2) .subscribe(x =>
console.log(x)); // 2 // 4 // 6
Observable.of(1, 2, 3) .map(n => n * 2) .subscribe(x =>
console.log(x)); // 2 // 4 // 6 Delay?
Observable.of(1, 2, 3) .map(n => Observable.of(n * 2)) .subscribe(x =>
console.log(x)); // ScalarObservable { value: 2 } // ScalarObservable { value: 4 } // ScalarObservable { value: 6 }
Observable.of(1, 2, 3) .map(n => Observable.of(n * 2)) .subscribe(x =>
console.log(x)); // ScalarObservable { value: 2 } // ScalarObservable { value: 4 } // ScalarObservable { value: 6 }
Observable.of(1, 2, 3) .map(n => Observable.of(n * 2)) .subscribe(x =>
console.log(x)); // ScalarObservable { value: 2 } // ScalarObservable { value: 4 } // ScalarObservable { value: 6 }
Observable.of(1, 2, 3) .map(n => Observable.of(n * 2)) .mergeAll() .subscribe(x
=> console.log(x)); // 2 // 4 // 6
Observable.of(1, 2, 3) .map(n => Observable.of(n * 2)) .mergeAll() .subscribe(x
=> console.log(x)); // 2 // 4 // 6
Observable.of(1, 2, 3) .mergeMap(n => Observable.of(n * 2)) .subscribe(x =>
console.log(x)); // 2 // 4 // 6
subscribe mergeMap console.log Observable.of(n * 2)
subscribe mergeMap console.log Observable.of(n * 2) 1
subscribe mergeMap console.log Observable.of(n * 2) 1
subscribe mergeMap console.log Observable.of(n * 2) Observable.of(2) subscribe 2
subscribe mergeMap console.log Observable.of(n * 2) Observable.of(2) subscribe 2
subscribe mergeMap console.log Observable.of(n * 2) Observable.of(2) subscribe 2
Observable.of(1) .delay(1000) .subscribe(x => console.log(x)) // <tick> // 1
Observable.of(1) .delay(1000) .subscribe(x => console.log(x)) // <tick> // 1
Observable.of(1) .delay(1000) .subscribe(x => console.log(x)) // <tick> // 1
Observable.of(1) .delay(1000) .subscribe(x => console.log(x)) // <tick> // 1
Observable.of(1, 2, 3) .mergeMap(n => ( Observable.of(n * 2).delay(1000) ))
.subscribe(x => console.log(x)); // <tick> // 2 // 4 // 6
Observable.of(1, 2, 3) .mergeMap(n => ( Observable.of(n * 2).delay(1000) ))
.subscribe(x => console.log(x)); // <tick> // 2 // 4 // 6
Observable.of(1, 2, 3) .mergeMap(n => ( Observable.of(n * 2).delay(1000) ))
.subscribe(x => console.log(x)); // <tick> // 2 // 4 // 6
Observable.of(1, 2, 3) .mergeMap(n => ( Observable.of(n * 2).delay(1000) ))
.subscribe(x => console.log(x)); // <tick> // 2 // 4 // 6 ?
Concurrency
subscribe mergeMap console.log Observable.of(n * 2)
subscribe mergeMap console.log Observable.of(n * 2) 1
subscribe mergeMap console.log Observable.of(n * 2) 1
subscribe mergeMap console.log Observable.of(n * 2) 2
subscribe mergeMap console.log Observable.of(n * 2) 2 2
subscribe mergeMap console.log Observable.of(n * 2) 2 2
subscribe mergeMap console.log Observable.of(n * 2) 2 4
subscribe mergeMap console.log Observable.of(n * 2) 3 2 4
subscribe mergeMap console.log Observable.of(n * 2) 3 2 4
subscribe mergeMap console.log Observable.of(n * 2) 2 4 6
subscribe mergeMap console.log Observable.of(n * 2) 2 4 6
subscribe mergeMap console.log Observable.of(n * 2) 4 6 2
subscribe mergeMap console.log Observable.of(n * 2) 6 4
subscribe mergeMap console.log Observable.of(n * 2) 6
Observable.of(1, 2, 3) .mergeMap(n => ( Observable.of(n * 2).delay(1000) ),
1) .subscribe(x => console.log(x)); // <tick> // 2 // <tick> // 4 // <tick> // 6
Observable.of(1, 2, 3) .mergeMap(n => ( Observable.of(n * 2).delay(1000) ),
1) .subscribe(x => console.log(x)); // <tick> // 2 // <tick> // 4 // <tick> // 6
Observable.of(1, 2, 3) .mergeMap(n => ( Observable.of(n * 2).delay(1000) ),
1) .subscribe(x => console.log(x)); // <tick> // 2 // <tick> // 4 // <tick> // 6
Observable.of(1, 2, 3) .mergeMap(n => ( Observable.of(n * 2).delay(1000) ),
1) .subscribe(x => console.log(x)); // <tick> // 2 // <tick> // 4 // <tick> // 6
Observable.of(1, 2, 3) .mergeMap(n => ( Observable.of(n * 2).delay(1000) ),
1) .subscribe(x => console.log(x)); // <tick> // 2 // <tick> // 4 // <tick> // 6
Observable.of(1, 2, 3) .concatMap(n => ( Observable.of(n * 2).delay(1000) ))
.subscribe(x => console.log(x)); // <tick> // 2 // <tick> // 4 // <tick> // 6
subscribe concatMap console.log Observable.of(n * 2)
subscribe console.log Observable.of(n * 2) 1 concatMap
subscribe console.log Observable.of(n * 2) 1 concatMap
subscribe console.log Observable.of(n * 2) 2 concatMap
subscribe console.log Observable.of(n * 2) 2 concatMap
subscribe console.log Observable.of(n * 2) 2 concatMap
subscribe console.log Observable.of(n * 2) 2 concatMap
subscribe console.log Observable.of(n * 2) 2 concatMap
subscribe console.log Observable.of(n * 2) 4 concatMap
subscribe console.log Observable.of(n * 2) 4 concatMap
subscribe console.log Observable.of(n * 2) 4 concatMap
subscribe console.log Observable.of(n * 2) 3 concatMap
subscribe console.log Observable.of(n * 2) 3 concatMap
subscribe console.log Observable.of(n * 2) 6 concatMap
subscribe console.log Observable.of(n * 2) 6 concatMap
subscribe console.log Observable.of(n * 2) 6 concatMap
Rate Limiting
Observable.of(1, 2, 3) .concatMap((id) => { const url = `/orders/${id}`;
return Observable.ajax.get(url) .delay(1000); }) .pluck('response') .bufferCount(3) .subscribe(x => console.log(x)); // [ { id: '1', name: 'Order 1' }, // { id: '2', name: 'Order 2' }, // { id: '3', name: 'Order 3' } ]
Observable.of(1, 2, 3) .concatMap((id) => { const url = `/orders/${id}`;
return Observable.ajax.get(url) .delay(1000); }) .pluck('response') .bufferCount(3) .subscribe(x => console.log(x)); // [ { id: '1', name: 'Order 1' }, // { id: '2', name: 'Order 2' }, // { id: '3', name: 'Order 3' } ]
Observable.of(1, 2, 3) .concatMap((id) => { const url = `/orders/${id}`;
return Observable.ajax.get(url) .delay(1000); }) .pluck('response') .bufferCount(3) .subscribe(x => console.log(x)); // [ { id: '1', name: 'Order 1' }, // { id: '2', name: 'Order 2' }, // { id: '3', name: 'Order 3' } ]
Observable.of(1, 2, 3) .concatMap((id) => { const url = `/orders/${id}`;
return Observable.ajax.get(url) .delay(1000); }) .pluck('response') .bufferCount(3) .subscribe(x => console.log(x)); // [ { id: '1', name: 'Order 1' }, // { id: '2', name: 'Order 2' }, // { id: '3', name: 'Order 3' } ]
Observable .ajax .get(url) subscribe console.log pluck bufferCount 'response' 3 concatMap
Observable .ajax .get(url) subscribe concatMap console.log pluck bufferCount 'response' 3
1
Observable .ajax .get(url) subscribe concatMap console.log pluck bufferCount 'response' 3
Observable .ajax .get(url) subscribe concatMap console.log pluck bufferCount 'response' 3
R Rate limit next request
Observable .ajax .get(url) subscribe concatMap console.log pluck bufferCount 'response' 3
R
Observable .ajax .get(url) subscribe concatMap console.log pluck bufferCount 'response' 3
R
Observable .ajax .get(url) subscribe concatMap console.log pluck bufferCount 'response' 3
O1
Observable .ajax .get(url) subscribe concatMap console.log pluck bufferCount 'response' 2
O1
Observable .ajax .get(url) subscribe concatMap console.log pluck bufferCount 'response' 2
O1 +
Observable .ajax .get(url) subscribe concatMap console.log pluck bufferCount 'response' 1
O1 O2
Observable .ajax .get(url) subscribe concatMap console.log pluck bufferCount 'response' 1
O1 O2 +
Observable .ajax .get(url) subscribe concatMap console.log pluck bufferCount 'response' 0
O1 O2 O3
Observable .ajax .get(url) subscribe concatMap console.log […] pluck bufferCount 'response'
0
Sequential vs. Parallel
const promise = Promise.all([ fetchOrder(1), fetchOrder(2), fetchOrder(3), ]); promise.then(x =>
console.log(x)); // [ { id: '1', name: 'Order 1' }, // { id: '2', name: 'Order 2' }, // { id: '3', name: 'Order 3' } ]
const promise = Promise.all([ fetchOrder(1), fetchOrder(2), fetchOrder(3), ]); promise.then(x =>
console.log(x)); // [ { id: '1', name: 'Order 1' }, // { id: '2', name: 'Order 2' }, // { id: '3', name: 'Order 3' } ]
const source = Observable.forkJoin( fetchOrder(1), fetchOrder(2), fetchOrder(3) ); source.subscribe(x =>
console.log(x)); // [ { response: { id: 1, name: 'Order 1' } }, // { response: { id: 2, name: 'Order 2' } }, // { response: { id: 3, name: 'Order 3' } } ]
const source = Observable.forkJoin( fetchOrder(1), fetchOrder(2), fetchOrder(3) ); source.subscribe(x =>
console.log(x)); // [ { response: { id: 1, name: 'Order 1' } }, // { response: { id: 2, name: 'Order 2' } }, // { response: { id: 3, name: 'Order 3' } } ]
const source = Observable.forkJoin( fetchOrder(1), fetchOrder(2), fetchOrder(3) ); source.subscribe(x =>
console.log(x)); // [ { response: { id: 1, name: 'Order 1' } }, // { response: { id: 2, name: 'Order 2' } }, // { response: { id: 3, name: 'Order 3' } } ] Observable or Promise
fetchOrder(1) fetchOrder(2) fetchOrder(3) forkJoin subscribe console.log
fetchOrder(1) fetchOrder(2) fetchOrder(3) forkJoin subscribe console.log R1
fetchOrder(1) fetchOrder(2) fetchOrder(3) forkJoin R1 subscribe console.log
fetchOrder(1) fetchOrder(2) fetchOrder(3) forkJoin R1 subscribe console.log R3
fetchOrder(1) fetchOrder(2) fetchOrder(3) forkJoin R1 R3 subscribe console.log
fetchOrder(1) fetchOrder(2) fetchOrder(3) forkJoin R1 R3 subscribe console.log R2
fetchOrder(1) fetchOrder(2) fetchOrder(3) forkJoin R1 R2 R3 subscribe console.log
fetchOrder(1) fetchOrder(2) fetchOrder(3) forkJoin subscribe console.log R1 R2 R3
Tip of the iceberg
• Declarative, lazy operations • Expressive event management • No
more error swallowing • Rate limiting and concurrent processing
• Declarative, lazy operations • Expressive event management • No
more error swallowing • Rate limiting and concurrent processing ✓ ✓ ✓ ✓
github.com/ReactiveX/rxjs reactivex.io/rxjs RxJS
Observables ECMAScript Proposal: github.com/tc39/proposal-observable Another spec implementation: github.com/zenparsing/zen-observable
Thanks! Jeremy Fairbank @elpapapollo / jfairbank Slides: bit.ly/rxjs-atl-js