Event Platform/EventStreams HTTP Service: Difference between revisions
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== External links == |
== External links == |
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* [[ |
* [[gitlab:repos/data-engineering/eventstreams|Source code of eventstreams service]] ([https://github.com/wikimedia/mediawiki-services-eventstreams GitHub mirror]) |
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* [https://github.com/wikimedia/KafkaSSE Source code node-kafka-sse library] |
* [https://github.com/wikimedia/KafkaSSE Source code node-kafka-sse library] |
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* [[phab:tag/wikimedia-stream|Issue tracker (Phabricator workboard)]] |
* [[phab:tag/wikimedia-stream|Issue tracker (Phabricator workboard)]] |
Revision as of 14:15, 14 June 2024
![](http://upload.wikimedia.org/wikipedia/labs/thumb/a/ad/EventStreams_Example.png/500px-EventStreams_Example.png)
![](http://upload.wikimedia.org/wikipedia/labs/thumb/f/f4/EventStreams_Example2.jpg/500px-EventStreams_Example2.jpg)
EventStreams is a web service that exposes continuous streams of structured event data. It does so over HTTP using chunked transfer encoding following the Server-Sent Events protocol (SSE). EventStreams can be consumed directly via HTTP, but is more commonly used via a client library.
The service supersedes RCStream, and might in the future replace irc.wikimedia.org. EventStreams is internally backed by Apache Kafka.
Note: SSE
and EventSource
are often used interchangeably as the names of this web technology. This document refers to SSE as the server-side protocol, and EventSource as the client-side interface.
Streams
EventStreams provides access to several different data streams, most notably the recentchange
stream which emits MediaWiki Recent changes events.
For a complete list of available streams, refer to the documentation at https://stream.wikimedia.org/?doc#/streams.
The data format of each stream follows a schema. The schemas can be obtained via https://schema.wikimedia.org/#!/primary/jsonschema, for example jsonschema/mediawiki/recentchange/latest.yaml.
For the recentchange
stream there is additional documentation at Manual:RCFeed on mediawiki.org.
When not to use EventStreams
The public EventStreams service is intended for use by small scale external tool developers. It should not be used to build production services within Wikimedia Foundation. WMF production services that react to events should directly consume the underlying Kafka topic(s).
Examples
Web browser
Use the built-in EventSource API in modern browsers:
const url = 'https://stream.wikimedia.org/v2/stream/recentchange';
const eventSource = new EventSource(url);
eventSource.onopen = () => {
console.info('Opened connection.');
};
eventSource.onerror = (event) => {
console.error('Encountered error', event);
};
eventSource.onmessage = (event) => {
// event.data will be a JSON message
const data = JSON.parse(event.data);
// discard all canary events
if (meta.domain === 'canary') {
return;
}
// Edits from English Wikipedia
if (data.server_name === 'en.wikipedia.org') {
// Output the title of the edited page
console.log(data.title);
}
};
JavaScript
Node.js ESM (with wikimedia-streams)
import WikimediaStream from 'wikimedia-streams';
// 'recentchange' can be replaced with another stream topic
const stream = new WikimediaStream('recentchange');
stream.on('open', () => {
console.info('Opened connection.');
});
stream.on('error', (event) => {
console.error('Encountered error', event);
});
stream
.filter("mediawiki.recentchange")
.all({ wiki: "enwiki" }) // Edits from English Wikipedia
.on('recentchange', (data, event) => {
// Output page title
console.log(data.title);
});
Node.js (with eventsource)
const EventSource = require('eventsource');
const url = 'https://stream.wikimedia.org/v2/stream/recentchange';
const eventSource = new EventSource(url);
eventSource.onopen = () => {
console.info('Opened connection.');
};
eventSource.onerror = (event) => {
console.error('Encountered error', event);
};
eventSource.onmessage = (event) => {
const data = JSON.parse(event.data);
// discard canary events
if (meta.domain === 'canary') {
return;
}
if (data.server_name === 'en.wikipedia.org') {
// Output the page title
console.log(data.title);
}
};
Server side filtering is not supported. You can filter client-side instead, for example to listen for changes to a specific wiki only:
var wiki = 'commonswiki';
eventSource.onmessage = function(event) {
// event.data will be a JSON string containing the message event.
var change = JSON.parse(event.data);
// discard canary events
if (meta.domain === 'canary') {
return;
}
if (change.wiki == wiki)
console.log(`Got commons wiki change on page ${change.title}`);
};
TypeScript
Node.js (with wikimedia-streams)
import WikimediaStream from "wikimedia-streams";
import MediaWikiRecentChangeEvent from 'wikimedia-streams/build/streams/MediaWikiRecentChangeEvent';
// "recentchange" can be replaced with any valid stream
const stream = new WikimediaStream("recentchange");
stream
.filter("mediawiki.recentchange")
.all({ wiki: "enwiki" }) // Edits from English Wikipedia
.on('recentchange', (data /* MediaWikiRecentChangeEvent & { wiki: 'enwiki' } */, event) => {
// Output page title
console.log(data.title);
});
Python
Using python-sseclient. There is also a more asynchronous-friendly version called aiosseclient (requires Python 3.6+).
import json
from sseclient import SSEClient as EventSource
url = 'https://stream.wikimedia.org/v2/stream/recentchange'
for event in EventSource(url):
if event.event == 'message':
try:
change = json.loads(event.data)
except ValueError:
pass
else:
# discard canary events
if change['meta']['domain'] == 'canary':
continue
print('{user} edited {title}'.format(**change))
The standard SSE protocol defines ways to continue where you left after a failure or other disconnect. We support this in EventStreams as well. For example:
import json
from sseclient import SSEClient as EventSource
url = 'https://stream.wikimedia.org/v2/stream/recentchange'
for event in EventSource(url, last_id=None):
if event.event == 'message':
try:
change = json.loads(event.data)
except ValueError:
pass
else:
# discard canary events
if change['meta']['domain'] == 'canary':
continue
if change.user == 'Yourname':
print(change)
print(event.id)
# - Run this Python script.
# - Publish an edit to [[Sandbox]] on test.wikipedia.org, and observe it getting printed.
# - Quit the Python process.
# - Change last_id=None to last_id='[{"topic":"…"},{…}]', as taken from the last printed line.
# - Publish another edit, while the Python process remains off.
# - Run this Python script again, and notice it finding and printing the missed edit.
Server-side filtering is not supported. To filter for something like a wiki domain, you'll need to do this on the consumer side side. For example:
wiki = 'commonswiki'
for event in EventSource(url):
if event.event == 'message':
try:
change = json.loads(event.data)
except ValueError:
continue
# discard canary events
if change['meta']['domain'] == 'canary':
continue
if change['wiki'] == wiki:
print('{user} edited {title}'.format(**change))
Pywikibot is another way to consume EventStreams in Python. It provides an abstraction that takes care of automatic reconnection, easy filtering, and combination of multiple topics into one stream. For example:
>>> from pywikibot.comms.eventstreams import EventStreams
>>> stream = EventStreams(streams=['recentchange', 'revision-create'],
since='20190111')
>>> stream.register_filter(server_name='fr.wikipedia.org', type='edit')
>>> change = next(iter(stream))
>>> print('{type} on page "{title}" by "{user}" at {meta[dt]}.'.format(**change))
edit on page "Véronique Le Guen" by "Speculos" at 2019-01-12T21:19:43+00:00.
Command-line
With curl and jq Set the Accept header and prettify the events with jq.
curl -s -H 'Accept: application/json' https://stream.wikimedia.org/v2/stream/recentchange | jq .
Setting the Accept: application/json will cause EventStreams to send you newline delimited JSON objects, rather than data in the SSE format.
API
The list of streams that are available will change over time, so they will not be documented here. To see the active list of available streams, visit the swagger-ui documentation, or request the swagger spec directly from https://stream.wikimedia.org/?spec. The available stream URI paths all begin with /v2/stream
, e.g.
"/v2/stream/recentchange": {
"get": {
"produces": [
"text/event-stream; charset=utf-8"
],
"description": "Mediawiki RecentChanges feed. Schema: https://schema.wikimedia.org/#!//primary/jsonschema/mediawiki/recentchange"
}
},
"/v2/stream/revision-create": {
"get": {
"produces": [
"text/event-stream; charset=utf-8"
],
"description": "Mediawiki Revision Create feed. Schema: https://schema.wikimedia.org/#!//primary/jsonschema/mediawiki/revision/create"
}
}
Stream selection
Streams are addressable either individually, e.g. /v2/stream/revision-create
, or as a comma separated list of streams to compose, e.g. /v2/stream/page-create,page-delete,page-undelete
.
See available streams: https://stream.wikimedia.org/?doc
Historical Consumption
Since 2018-06, EventStreams supports timestamp based historical consumption. This can be provided as individual assignment objects in the Last-Event-ID
by setting a timestamp field instead of an offset field. Or, more simply, a since
query parameter can be provided in the stream URL, e.g. since=2018-06-14T00:00:00Z
. since
can either be given as anything parseable by Javascript Date.parse()
, e.g. a UTC ISO-8601 datetime string.
When given a timestamp, EventStreams will ask Kafka for the message offset in the stream(s) that most closely match the timestamp. Kafka guarantees that all events after the returned message offset will be after the given timestamp. NOTE: The stream history is not kept indefinitely. Depending on the stream configuration, there will likely be between 7 and 31 days of history available. Please be kind when providing timestamps. There may be a lot of historical data available, and reading it and sending it all out can be compute resource intensive. Please only consume the minimum of data you need.
Example URL: https://stream.wikimedia.org/v2/stream/revision-create?since=2016-06-14T00:00:00Z.
If you want to manually set which topics, partitions, and timestamps or offsets your client starts consuming from, you can set the Last-Event-ID HTTP request header to an array of objects that specify this. E.g.
[{"topic": "eqiad.mediawiki.recentchange", "partition": 0, "offset": 1234567}, {"topic": "codfw.mediawiki.recentchange", "partition": 0, "timestamp": 1575906290000}]
Response Format
All examples here will consume recent changes from https://stream.wikimedia.org/v2/stream/recentchange. This section describes the format of a response body from a EventStreams stream endpoint.
Requesting /v2/stream/recentchange
will start a stream of data in the SSE format. This format is best interpreted using an EventSource client. If you choose not to use one of these, the raw stream is still human readable and looks as follows:
event: message
id: [{"topic":"eqiad.mediawiki.recentchange","partition":0,"timestamp":1532031066001},{"topic":"codfw.mediawiki.recentchange","partition":0,"offset":-1}]
data: {"event": "data", "is": "here"}
Each event will be separated by 2 line breaks (\n\n
), and have event
, id
, and data
fields.
The event
will be message
for data events, and error
for error events. id
is a JSON-formatted array of Kafka topic, partition and offset|timestamp metadata. The id
field can be used to tell EventStreams to start consuming from an earlier position in the stream. This enables clients to automatically resume from where they left off if they are disconnected. EventSource implementations handle this transparently. Note that the topic partition and offset|timestamp for all topics and partitions that make up this stream are included in every message's id field. This allows EventSource to be specific about where it left off even if the consumed stream is composed of multiple Kafka topic-partitions.
Note that offsets and timestamps may be used interchangeably SSE id
. WMF runs stream.wikimedia.org in a multi-DC active/active setup, backed by multiple Kafka clusters. Since Kafka offsets are unique per cluster, using them in a multi DC setup is not reliable. Instead, id
fields will always use timestamps instead of offsets. This is not as precise as using offsets, but allows for a reliable multi DC service.
You may request that EventStreams begins streaming to you from different offsets by setting an array of topic, partition, offset|timestamp objects in the Last-Event-ID HTTP header.
Canary Events
WMF Data Engineering team produces artificial 'canary' events into each stream multiple times an hour. The presence of these canary events in a stream allow us to differentiate between a broken event stream, and an empty one. If a stream has canary_events_enabled=true, then we should expect at least one event in a stream's Kafka topics every hour. If we get no events in an hour, then we can trigger an alert that a stream is broken.
These events are not filtered out in the streams available at stream.wikimedia.org. As a user of these streams, you should discard all canary events; i.e. all events where meta.domain === 'canary'
.
meta.domain === 'canary'
The content of most canary event fields are copied directly from the first example event in the event's schema. E.g. mediawiki/recentchange example, mediawiki/revision/create example. These examples can also be seen in the OpenAPI docs for the streams, e.g. mediawiki.page-move example value. The code that creates canary events can be found here (as of 2023-11).
Filtering
EventStreams does not have $wgServerName (or any other) server side filtering capabilities. You'll need to do your filtering client side, e.g.
/**
* Calls cb(event) for every event where recentchange event.server_name == server_name.
*/
function filterWiki(event, server_name, cb) {
if (event.server_name == server_name) {
cb(event);
}
}
eventSource.onmessage = function(event) {
// Print only events that come from Wikimedia Commons.
filterWiki(JSON.parse(event.data), 'commons.wikimedia.org', console.log);
};
Architecture
SSE vs. WebSockets/Socket.IO
The previous "RCStream" service was written for consumption via Socket.IO, so why did we change the protocol for its replacement?
The WebSocket protocol doesn't use HTTP, which makes it different from most other services we run at Wikimedia Foundation. WebSockets are powerful and can e.g. let clients and servers communicate asynchronously with a bi-directional pipe. EventStreams, on the other hand, is read-only and only needs to send events from the server to a client. By using only 100% standard HTTP, EventStreams can be consumed from any HTTP client out there, without the need for programming several RPC-like initialization steps.
We originally prototyped a Kafka -> Socket.io library (Kasocki). After doing so we decided that HTTP-SSE was a better fit, and developed KafkaSSE instead.
KafkaSSE
KafkaSSE is a library that glues a Kafka Consumer to a connected HTTP SSE client. A Kafka Consumer is assigned topics, partitions, and offsets, and then events are streamed from the consumer to the HTTP client in chunked-transfer encoding. EventStreams maps stream routes (e.g /v2/stream/recentchanges) to specific topics in Kafka.
Kafka
WMF maintains several internal Kafka clusters, producing hundreds of thousands of messages per second. It has proved to be highly scalable and feature-ful. It is multi producer and multi consumer. Our internal events are already produced through Kafka, so using it as the EventStreams backend was a natural choice.
Kafka allows us to begin consuming from any message offset (that is still present on the backend Kafka cluster). This feature is what allows connected EventStreams clients to auto-resume (via EventSource) when they disconnect.
Notes
Server side enforced timeout
WMF's HTTP connection termination layer enforces a connection timeout of 15 minutes. A good SSE / EventSource client should be able to automatically reconnect and begin consuming at the right location using the Last-Event-ID header.
See this Phabricator discussion for more info.
See also
- EventStreams/Administration, for WMF administration.
- EventStreams/Powered By, for a list of example tools that are built on EventStreams.
- Event*, disambiguation for various event-related services at Wikimedia.
- RCStream, predecessor to EventStreams.
- Manual:RCFeed on mediawiki.org, about the underlying format of the recent changes messages.
- Manual:$wgRCFeeds on mediawiki.org, about setting up RCFeed (EventStreams uses the EventBusRCEngine from EventBus).
- API:Recent changes stream on mediawiki.org.
Further reading
- "Get live updates to Wikimedia projects with EventStreams", by Andrew Otto (2017).
- "EventStreams updates: New events, composite streams, historical subscription", by Andrew Otto (2018).
- "Server-Sent Events: the alternative to WebSockets you should be using", by Germano Gabbianelli (2022).