> ## Documentation Index
> Fetch the complete documentation index at: https://motiadev-add-real-system-tutorial-round-2.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Channels

> Stream large or binary payloads between iii workers.

Channels move large or binary payloads between iii workers without putting the data in a JSON
function payload. Use one when the payload is expected to be large (files, images, datasets), above
roughly **16 MB**, intended to be streamed (audio, video), or you want incremental progress updates
during long-running work. For small JSON, stick with a regular `worker.trigger(...)` call.

<Note>
  For the underlying model (how channels are addressed, multiplexed, and torn down), see [Channels
  architecture](../understanding-iii/channels).
</Note>

## Payload size

iii itself doesn't enforce a maximum trigger-payload size. The effective ceiling comes from
whichever WebSocket library the engine and the calling SDK use, and each has its own defaults for
the per-frame and per-message size. The smallest common per-frame default sits around 16 MB, which
is the practical line at which you should switch to a channel.

The libraries iii currently relies on:

* **Engine** ([axum](https://docs.rs/axum) on top of
  [tokio-tungstenite](https://docs.rs/tokio-tungstenite) ). See
  [`WebSocketConfig`](https://docs.rs/tungstenite/latest/tungstenite/protocol/struct.WebSocketConfig.html)
  for `max_frame_size` and `max_message_size`.
* **Node SDK** ([ws](https://github.com/websockets/ws)). See the
  [`maxPayload`](https://github.com/websockets/ws/blob/master/doc/ws.md#new-websocketserveroptions-callback)
  option.
* **Python SDK** ([websockets](https://websockets.readthedocs.io/)). See the
  [`max_size`](https://websockets.readthedocs.io/en/stable/reference/asyncio/client.html) option.
* **Rust SDK** ([tokio-tungstenite](https://docs.rs/tokio-tungstenite)) See
  [`WebSocketConfig`](https://docs.rs/tungstenite/latest/tungstenite/protocol/struct.WebSocketConfig.html),
  same as the engine.

These are library defaults and can shift between dependency versions; iii doesn't publish a hard
guaranteed cap. 16 MB is a safe default to follow.

## Using channels

A channel is created by one worker and has two local stream ends: `writer` and `reader`; plus two
serializable refs (`writerRef` / `readerRef`) that can be handed to another function. The
subsections below cover the local-end API: creating a channel, writing bytes into its `writer`, and
reading bytes from its `reader`.

### Create a channel

`worker.createChannel()` returns a channel with two local stream objects and two serializable refs:
`writer` and `reader` are the local stream ends, and `writerRef` / `readerRef` are the tokens you
pass to another function so it can read or write the other end.

<Tabs>
  <Tab title="Node / TypeScript">
    ```typescript theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    const channel = await worker.createChannel();

    // channel.writer
    // channel.reader
    // channel.writerRef
    // channel.readerRef
    ```
  </Tab>

  <Tab title="Python">
    ```python theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    channel = iii_client.create_channel()

    # channel.writer
    # channel.reader
    # channel.writer_ref
    # channel.reader_ref
    ```
  </Tab>

  <Tab title="Rust">
    ```rust theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    let channel = worker.create_channel(None).await?;

    // channel.writer
    // channel.reader
    // channel.writer_ref
    // channel.reader_ref
    ```
  </Tab>
</Tabs>

### Write to a channel

Write the payload to the local `writer` and close it when finished. The bytes flow through the
engine to whichever worker holds the matching `reader`.

<Tabs>
  <Tab title="Node / TypeScript">
    ```typescript theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    const channel = await worker.createChannel();

    channel.writer.stream.end(Buffer.from("file contents"));
    ```
  </Tab>

  <Tab title="Python">
    ```python theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    channel = await iii_client.create_channel_async()

    await channel.writer.write(b"file contents")
    await channel.writer.close_async()
    ```
  </Tab>

  <Tab title="Rust">
    ```rust theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    let channel = worker.create_channel(None).await?;

    channel.writer.write(b"file contents").await?;
    channel.writer.close().await?;
    ```
  </Tab>
</Tabs>

### Read from a channel

Read the local `reader` until the other end closes. The bytes arrive in the order they were written
by whichever worker holds the matching `writer`.

<Tabs>
  <Tab title="Node / TypeScript">
    ```typescript theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    const channel = await worker.createChannel();

    let bytes = 0;
    for await (const chunk of channel.reader.stream) {
      bytes += Buffer.isBuffer(chunk) ? chunk.length : Buffer.byteLength(chunk);
    }
    ```
  </Tab>

  <Tab title="Python">
    ```python theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    channel = await iii_client.create_channel_async()

    bytes_total = 0
    async for chunk in channel.reader:
        bytes_total += len(chunk)
    ```
  </Tab>

  <Tab title="Rust">
    ```rust theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    let channel = worker.create_channel(None).await?;

    let mut bytes = 0;
    while let Some(chunk) = channel.reader.next_binary().await? {
        bytes += chunk.len();
    }
    ```
  </Tab>
</Tabs>

## Using channels across functions

A channel only becomes useful once both ends are owned by different code paths. Typically one
function that holds the local `writer` / `reader` and another that receives the matching ref in its
payload. The two subsections below cover that handoff: first how to send a ref alongside a normal
trigger call, then how the receiving function turns it back into a live stream to read or write.

### Pass a channel ref to another function

Pass the `readerRef` (or `writerRef`) as part of a normal function invocation. The receiving
function uses the ref to read from (or write to) the channel.

<Tabs>
  <Tab title="Node / TypeScript">
    ```typescript theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    const result = await worker.trigger({
      function_id: "files::process",
      payload: {
        filename: "report.csv",
        reader: channel.readerRef,
      },
    });
    ```
  </Tab>

  <Tab title="Python">
    ```python theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    result = await iii_client.trigger_async({
        "function_id": "files::process",
        "payload": {
            "filename": "report.csv",
            "reader": channel.reader_ref.model_dump(),
        },
    })
    ```
  </Tab>

  <Tab title="Rust">
    ```rust theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    use iii_sdk::TriggerRequest;
    use serde_json::json;

    let result = worker
        .trigger(TriggerRequest {
            function_id: "files::process".to_string(),
            payload: json!({
                "filename": "report.csv",
                "reader": channel.reader_ref,
            }),
            action: None,
            timeout_ms: None,
        })
        .await?;
    ```
  </Tab>
</Tabs>

Node and Python deserialize incoming channel refs into live `ChannelReader` / `ChannelWriter`
objects before the handler runs, so the ref arrives ready to iterate or write to. Rust receives the
ref in JSON and reconstructs the reader or writer explicitly with `ChannelReader::new(...)` or
`ChannelWriter::new(...)`.

### Read from a channel ref

<Tabs>
  <Tab title="Node / TypeScript">
    ```typescript theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    import type { ChannelReader } from "iii-sdk";

    worker.registerFunction("files::process", async (input: { reader: ChannelReader }) => {
      let bytes = 0;
      for await (const chunk of input.reader.stream) {
        bytes += Buffer.isBuffer(chunk) ? chunk.length : Buffer.byteLength(chunk);
      }
      return { bytes };
    });
    ```
  </Tab>

  <Tab title="Python">
    ```python theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    async def process_file(input: dict) -> dict:
        reader = input["reader"]
        total = 0
        async for chunk in reader:
            total += len(chunk)
        return {"bytes": total}

    worker.register_function("files::process", process_file)
    ```
  </Tab>

  <Tab title="Rust">
    ```rust theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    use iii_sdk::{ChannelDirection, ChannelReader, IIIError};
    use serde_json::json;

    let refs = iii_sdk::extract_channel_refs(&input);
    let (_, reader_ref) = refs
        .iter()
        .find(|(k, r)| k == "reader" && matches!(r.direction, ChannelDirection::Read))
        .ok_or_else(|| IIIError::Handler("missing reader channel ref".into()))?;

    let reader = ChannelReader::new(worker.address(), reader_ref);
    let mut bytes = 0;
    while let Some(chunk) = reader.next_binary().await? {
        bytes += chunk.len();
    }
    Ok(json!({ "bytes": bytes }))
    ```
  </Tab>
</Tabs>

### Write to a channel ref

<Tabs>
  <Tab title="Node / TypeScript">
    ```typescript theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    import type { ChannelWriter } from "iii-sdk";

    worker.registerFunction("files::generate", async (input: { writer: ChannelWriter }) => {
      input.writer.stream.write(Buffer.from("hello "));
      input.writer.stream.end(Buffer.from("world"));
      return { ok: true };
    });
    ```
  </Tab>

  <Tab title="Python">
    ```python theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    async def generate_file(input: dict) -> dict:
        writer = input["writer"]
        await writer.write(b"hello ")
        await writer.write(b"world")
        await writer.close_async()
        return {"ok": True}

    worker.register_function("files::generate", generate_file)
    ```
  </Tab>

  <Tab title="Rust">
    ```rust theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    use iii_sdk::{ChannelDirection, ChannelWriter, IIIError};
    use serde_json::json;

    let refs = iii_sdk::extract_channel_refs(&input);
    let (_, writer_ref) = refs
        .iter()
        .find(|(k, r)| k == "writer" && matches!(r.direction, ChannelDirection::Write))
        .ok_or_else(|| IIIError::Handler("missing writer channel ref".into()))?;

    let writer = ChannelWriter::new(worker.address(), writer_ref);
    writer.write(b"hello ").await?;
    writer.write(b"world").await?;
    writer.close().await?;
    Ok(json!({ "ok": true }))
    ```
  </Tab>
</Tabs>

<Note>
  For the per-language channel API surface, see the SDK reference:
  [Node](../sdk-reference/node-sdk#channels), [Python](../sdk-reference/python-sdk#channels), and
  [Rust](../sdk-reference/rust-sdk#channels).
</Note>