> ## 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.

## Goal

Stream a large or binary payload from one function to another without putting the data itself in a
JSON function payload.

Use a normal function invocation when the payload is small JSON and can be handled as one request.
Use a channel when the payload is large, binary, or naturally stream-shaped.

Good fits for channels:

* File uploads and downloads.
* Images, audio, video, PDFs, and datasets.
* Progress updates during long-running work.
* Producer and consumer pipelines where the data should move as a stream.

<Info title="Architecture">
  For the underlying model, see [Channels architecture](../understanding-iii/channels).
</Info>

## Steps

### 1. Create a channel

A channel has two local stream objects and two serializable refs:

* `writer`: local writable stream.
* `reader`: local readable stream.
* `writerRef`: serializable token for the writer end.
* `readerRef`: serializable token for the reader end.

<Tabs>
  <Tab title="Node / TypeScript">
    ```typescript theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    const channel = await iii.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 = iii.create_channel(None).await?;

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

### 2. Write to the channel

Write the stream payload to the local writer and close it when you are done.

<Tabs>
  <Tab title="Node / TypeScript">
    ```typescript theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    const channel = await iii.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 = iii.create_channel(None).await?;

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

### 3. Pass the reader ref to another function

Pass the `readerRef` / `reader_ref` as part of a normal function invocation. The receiving function
uses that ref to read from the channel.

<Tabs>
  <Tab title="Node / TypeScript">
    ```typescript theme={"theme":{"light":"catppuccin-latte","dark":"dark-plus"}}
    const result = await iii.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 = iii
        .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>

### 4. Read from the channel

Node and Python deserialize channel refs into live channel objects before your handler runs. Rust
receives the ref in JSON and reconstructs the reader with `ChannelReader::new(...)`.

<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"]
        chunks = []

        async for chunk in reader:
            chunks.append(chunk)

        return {"bytes": sum(len(chunk) for chunk in chunks)}

    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(|(key, ref_)| key == "reader" && matches!(ref_.direction, ChannelDirection::Read))
        .map(|(_, ref_)| ref_.clone())
        .ok_or_else(|| IIIError::Handler("missing reader channel ref".to_string()))?;

    let reader = ChannelReader::new(iii.address(), &reader_ref);
    let mut bytes = 0;

    while let Some(chunk) = reader.next_binary().await? {
        bytes += chunk.len();
    }

    Ok(json!({ "bytes": bytes }))
    ```
  </Tab>
</Tabs>

## Result

The caller passes only a small ref through `trigger()`. The stream payload travels over the channel,
and the receiving function reads it incrementally.

## Related pages

* [Channels architecture](../understanding-iii/channels)
* [Node SDK channels](../sdk-reference/node-sdk#channels)
* [Python SDK channels](../sdk-reference/python-sdk#channels)
* [Rust SDK channels](../sdk-reference/rust-sdk#channels)