TIL: Streaming Data in Go with iter and yield

Emre Ozsahin — Sat, 04 Jul 2026 03:06:54 +0000

TIL: Streaming Data in Go with iter and yield

While building RagPack, a library that chunks files for embedding, I needed a common way to stream parsed content from multiple file formats. RagPack supports CSV, PDF, DOCX, HTML, XLSX, Markdown, JSON and more. Each format has its own parser, but the ingester that consumes them should not care which one it is talking to. I needed a shared contract. In Java I would have reached for an Iterator<T> or an InputStream, but in Go the answer turned out to be the iter package, introduced in Go 1.23.

The Parser interface

The iter package introduces two types. Seq[V] yields a single value at a time, and Seq2[K, V] yields a pair:

type Seq[V any]     func(yield func(V) bool)
type Seq2[K, V any] func(yield func(K, V) bool)

Seq2 is the right fit here because each iteration naturally produces two things: a parsed unit and any read error. This matches Go's standard (value, error) convention and lets the caller handle errors inline without wrapping them in a struct.

That made iter.Seq2[Unit, error] a natural return type for the Parser interface:

type Parser interface {
    Parse(ctx context.Context, r io.ReadCloser) iter.Seq2[Unit, error]
}

Every sub-parser, CSVParser, PDFParser, DocxParser, HTMLParser and so on, implements this one method. The ingester does not need to know which format it is dealing with.

Implementing a parser

Here is what a parser implementation looks like:

func (p *Parser) Parse(_ context.Context, r io.ReadCloser) iter.Seq2[Unit, error] {
    return func(yield func(Unit, error) bool) {
        defer r.Close()

        reader := bufio.NewReader(r)
        for {
            line, err := reader.ReadString('\n')
            if err == io.EOF {
                break
            }
            if err != nil {
                yield(Unit{}, err)
                return
            }
            if !yield(Unit{Text: strings.TrimRight(line, "\n")}, nil) {
                return
            }
        }
    }
}

The if !yield(...) { return } part is the key. If the caller breaks out of the loop early, yield returns false and we stop reading. No wasted work.

Using it with range

Because all parsers return the same type, the ingester ranges over any of them the same way:

for unit, err := range parser.Parse(ctx, file) {
    if err != nil {
        // handle error
    }
    embed(unit)
}

Swap in a different parser and the loop does not change. That is one big win. Memory was also in our minds when designing this. For streaming formats like CSV, JSON, or plain text, yielding one unit at a time keeps the footprint flat no matter how large the file is. For formats like PDF it is a bit more nuanced since the underlying parser has to load the full file first to parse it.

Happy coding!

DEV Community: Emre Ozsahin

TIL: Streaming Data in Go with iter and yield

TIL: Streaming Data in Go with iter and yield

The Parser interface

Implementing a parser

Using it with range