mux-web-streams
enables you to multiplex and demultiplex (AKA "mux" and "demux") streams. Stream multiplexing combines multiple streams into a single stream, so that they can be sent over one communication channel, such as in a single HTTP response. Stream demultiplexing is the opposite operation – it takes a single stream and splits it into multiple streams.
mux-web-streams
uses WHATWG-standard Web Streams, which work across Browsers, Node, Bun, Deno.
At Transcend, we use mux-web-streams
to stream LLM responses when using langchain on Lamdba functions with Vercel. This allows us to stream responses as they're generated, while also passing other metadata to the client, such as ChainValues.
You can install mux-web-streams
from npm:
npm install mux-web-streams # or `pnpm` or `yarn`
This package has zero dependencies.
There are two functions: muxer
and demuxer
.
The muxer
function is used to multiplex an array of ReadableStream
s into a single stream.
import { muxer } from 'mux-web-streams';
// Multiplex readable streams into a single stream
const multiplexedReadableStream: ReadableStream<Uint8Array> = muxer([
readableStream0,
readableStream1,
readableStream2,
readableStream3,
readableStream4,
]);
The demuxer
function is used to demultiplex a multiplexed stream back into the original array of ReadableStream
s.
import { demuxer } from 'mux-web-streams';
// Demultiplex the stream and listen for emitted streams
const [
readableStream0,
readableStream1,
readableStream2,
readableStream3,
readableStream4,
] = demuxer(multiplexedReadableStream, 5);
// Use your streams!
readableStream0.pipeTo(/* ... */);
Multiplexes an array of ReadableStream
s into a single stream.
streams
: An array ofReadableStream
s to be multiplexed.
Demultiplexes a single multiplexed ReadableStream
into an array of ReadableStream
s.
stream
: The multiplexed stream frommuxer()
.numberOfStreams
: The number of streams passed intomuxer()
.
The ReadableStream
s passed into muxer()
must emit SerializableData
. This can be a Uint8Array
, or anything that's deserializable from JSON, such as string
, number
, boolean
, null
, or objects and arrays composed of those primitive types.
Here's an example using Langchain on Vercel functions. We want to render the AI chat completion as it comes, while also passing the chain values to the client, allowing the end-user to review the source documents behind the chatbot's answer. The chain values return the source documents that were provided to the LLM chat model using a RAG architecture. A more elaborate example might include error messages and other data.
// app/api/chat/route.ts
import { muxer } from 'mux-web-streams';
export async function POST(request: Request): Promise<Response> {
// Get several ReadableStreams
const chatResponseStream: ReadableStream<string> = createReadableStream();
const chainValuesStream: ReadableStream<ChainValues> = createReadableStream();
// Multiplex the streams into a single stream
const multiplexedStream = muxer([chatResponseStream, chainValuesStream]);
// Stream the multiplexed data
return new Response(multiplexedStream, {
headers: {
'Content-Type': 'text/event-stream',
Connection: 'keep-alive',
'Cache-Control': 'no-cache, no-transform',
},
});
}
// components/chat.tsx
import type { ChainValues } from 'langchain/schema';
import { demuxer } from 'mux-web-streams';
export const Chat = () => {
const [chatResponse, setChatResponse] = useState<string>('');
const [chainValues, setChainValues] = useState<Record<string, any>>({});
const onClick = async () => {
const res = await fetch('/api/chat', {
method: 'POST',
headers: {
'Content-Type': 'application/json',
},
body: JSON.stringify({ myInput: 0 }),
});
if (!res.body) {
throw new Error('No body');
}
// Demultiplex the multiplexed stream
const [chatResponseStream, chainValuesStream] = demuxer(res.body, 2);
// Write generation to the UI as it comes
chatResponseStream.pipeThrough(new TextDecoderStream()).pipeTo(
new WritableStream({
write(chunk) {
// Update text of the most recently added element (the AI message)
setChatResponse(chatResponse + chunk);
},
}),
);
// Render the chain values when they come
chainValuesStream.pipeTo(
new WritableStream({
write(chunk) {
setChainValues(JSON.parse(chunk));
},
}),
);
};
return (
<div>
<button onClick={onClick}>Get multiplexed stream</button>
<p>Demuxed results:</p>
<ul>
<li>Chat response: {chatResponse}</li>
<li>
Chain values:{' '}
<pre>
<code>{JSON.stringify(chainValues, null, 2)}</code>
</pre>
</li>
</ul>
</div>
);
};
MIT