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
Connect.Tech 2017: Dive into RxJS Observables
Search
Sponsored
·
Ship Features Fearlessly
Turn features on and off without deploys. Used by thousands of Ruby developers.
→
Jeremy Fairbank
September 22, 2017
Programming
2
690
Connect.Tech 2017: Dive into RxJS Observables
Jeremy Fairbank
September 22, 2017
Tweet
Share
More Decks by Jeremy Fairbank
See All by Jeremy Fairbank
Connect.Tech 2020: Advanced Cypress Testing
jfairbank
1
230
CodeMash 2020: Solving the Boolean Identity Crisis
jfairbank
1
180
CodeMash 2020: Practical Functional Programming
jfairbank
1
350
Connect.Tech 2019: Practical Functional Programming
jfairbank
0
400
Connect.Tech 2019: Solving the Boolean Identity Crisis
jfairbank
0
200
Lambda Squared 2019: Solving the Boolean Identity Crisis
jfairbank
0
150
All Things Open 2018: Practical Functional Programming
jfairbank
2
270
Connect.Tech 2018: Effective React Testing
jfairbank
1
190
Fluent Conf 2018: Building web apps with Elm Tutorial
jfairbank
2
900
Other Decks in Programming
See All in Programming
Go1.26 go fixをプロダクトに適用して困ったこと
kurakura0916
0
320
CSC307 Lecture 12
javiergs
PRO
0
460
AI時代でも変わらない技術コミュニティの力~10年続く“ゆるい”つながりが生み出す価値
n_takehata
2
640
Takumiから考えるSecurity_Maturity_Model.pdf
gessy0129
1
120
社内規程RAGの精度を73.3% → 100%に改善した話
oharu121
13
7.5k
new(1.26) ← これすき / kamakura.go #8
utgwkk
0
1.6k
AI駆動開発の本音 〜Claude Code並列開発で見えたエンジニアの新しい役割〜
hisuzuya
4
470
go directiveを最新にしすぎないで欲しい話──あるいは、Go 1.26からgo mod initで作られるgo directiveの値が変わる話 / Go 1.26 リリースパーティ
arthur1
2
460
Claude Codeセッション現状確認 2026福岡 / fukuoka-aicoding-00-beacon
monochromegane
4
390
PostgreSQL を使った快適な go test 環境を求めて
otakakot
0
400
Rで始めるML・LLM活用入門
wakamatsu_takumu
0
160
The Past, Present, and Future of Enterprise Java
ivargrimstad
0
210
Featured
See All Featured
The Organizational Zoo: Understanding Human Behavior Agility Through Metaphoric Constructive Conversations (based on the works of Arthur Shelley, Ph.D)
kimpetersen
PRO
0
260
Beyond borders and beyond the search box: How to win the global "messy middle" with AI-driven SEO
davidcarrasco
3
65
SEO Brein meetup: CTRL+C is not how to scale international SEO
lindahogenes
0
2.4k
BBQ
matthewcrist
89
10k
From Legacy to Launchpad: Building Startup-Ready Communities
dugsong
0
170
Taking LLMs out of the black box: A practical guide to human-in-the-loop distillation
inesmontani
PRO
3
2.1k
Introduction to Domain-Driven Design and Collaborative software design
baasie
1
620
Collaborative Software Design: How to facilitate domain modelling decisions
baasie
0
150
Dealing with People You Can't Stand - Big Design 2015
cassininazir
367
27k
Money Talks: Using Revenue to Get Sh*t Done
nikkihalliwell
0
170
Crafting Experiences
bethany
1
75
How to build an LLM SEO readiness audit: a practical framework
nmsamuel
1
660
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
const { Observable } = require('rxjs'); const source = Observable.of(1,
2, 3); source.subscribe(x => console.log(x)); // 1 // 2 // 3
const { Observable } = require('rxjs'); const source = Observable.of(1,
2, 3); source.subscribe(x => console.log(x)); // 1 // 2 // 3
const { Observable } = require('rxjs'); const source = Observable.of(1,
2, 3); source.subscribe(x => console.log(x)); // 1 // 2 // 3
const { Observable } = require('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) 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().mergeAll().subscribe({ next: x => console.log(x), complete: () => console.log('Done!'), });
function fetchOrders() { return Observable.create((subscriber) => { fetchOrdersFromDb((orders) => {
subscriber.next(orders); subscriber.complete(); }); }); } fetchOrders().mergeAll().subscribe({ next: x => console.log(x), complete: () => console.log('Done!'), });
function fetchOrders() { return Observable.create((subscriber) => { fetchOrdersFromDb((orders) => {
subscriber.next(orders); subscriber.complete(); }); }); } fetchOrders().mergeAll().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({ next: x => console.log(x), complete: () => console.log('Done!'), error: e => console.error(e), }); // 1 // Error: Uh oh Never called
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!
fetchOrders() .catch((e) => { logError(e); return legacyFetchOrders() .catch((e2) => {
logError(e2); return Observable.of([]); }) }) .subscribe(x => console.log(x)); Catching
fetchOrders() .catch((e) => { logError(e); return legacyFetchOrders() .catch((e2) => {
logError(e2); return Observable.of([]); }) }) .subscribe(x => console.log(x)); Catching
fetchOrders() .catch((e) => { logError(e); return legacyFetchOrders() .catch((e2) => {
logError(e2); return Observable.of([]); }) }) .subscribe(x => console.log(x)); Catching
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 Subscribed Observable console.log stream.subscribe(x => console.log(x));
subscriber .next(data) ... WebSocket Subscribed Observable console.log stream.subscribe(x => console.log(x));
subscriber .next(data) ... WebSocket Subscribed Observable console.log stream.subscribe(x => console.log(x));
subscriber .next(data) ... WebSocket Subscribed Observable console.log stream.subscribe(x => console.log(x));
subscriber .next(data) ... WebSocket Subscribed Observable console.log stream.subscribe(x => console.log(x));
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 Subscribed Observable console.log stream.subscribe(x => console.log(x))
subscriber .next(event.data) ... WebSocket Subscribed Observable console.log stream.subscribe(x => console.log(x))
subscriber .next(event.data) ... WebSocket Subscribed Observable console.log stream.subscribe(x => console.log(x))
subscriber .next(event.data) ... WebSocket Subscribed Observable console.log stream.subscribe(x => console.log(x))
subscriber .next(event.data) ... WebSocket Subscribed Observable console.log stream.subscribe(x => console.log(x))
subscriber .next(event.data) WebSocket Subscribed Observable console.log New Subscribed Observable console.log
stream.subscribe(...) stream.subscribe(...)
subscriber .next(event.data) WebSocket Subscribed Observable console.log ... New Subscribed Observable
console.log stream.subscribe(...) stream.subscribe(...)
subscriber .next(event.data) WebSocket Subscribed Observable console.log ... New Subscribed Observable
console.log stream.subscribe(...) stream.subscribe(...)
subscriber .next(event.data) WebSocket Subscribed Observable console.log ... New Subscribed Observable
console.log ... stream.subscribe(...) stream.subscribe(...)
subscriber .next(event.data) ... WebSocket Subscribed Observable console.log ... New Subscribed
Observable console.log stream.subscribe(...) stream.subscribe(...)
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-connect