# WebAssembly

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Extract text, tables, images, and metadata from 90+ file formats and 300+ programming languages including PDF, Office documents, and images. WebAssembly bindings for browsers, Deno, and Cloudflare Workers with portable deployment and multi-threading support.

## What This Package Provides

- **Document intelligence core** — extract text, tables, images, metadata, entities, keywords, and code intelligence from one API.
- **Format coverage** — PDF, Office, images, HTML/XML, email, archives, notebooks, citations, scientific formats, and plain text.
- **OCR choices** — Tesseract, PaddleOCR, EasyOCR where supported, VLM OCR through liter-llm, and plugin hooks for custom backends.
- **Same engine as every binding** — Rust, Python, Node.js, Go, Java, PHP, Ruby, .NET, Elixir, R, WASM, Kotlin Android, Swift, Dart, Zig, and C FFI share the same Rust implementation.
- **WASM package** — browser and edge-compatible extraction where native libraries are unavailable.

## Installation

### Package Installation

```bash
pnpm add @kreuzberg/wasm
```

### System Requirements
- Modern browser with WebAssembly support, or Deno 1.0+, or Cloudflare Workers
- Optional: [Tesseract WASM](https://github.com/naptha/tesseract.js) for OCR functionality

## Quick Start

### Basic Extraction

Extract text, metadata, and structure from any supported document format:

```ts
import { extractBytes, initWasm } from "@kreuzberg/wasm";

async function main() {
  await initWasm();

  const buffer = await fetch("document.pdf").then((r) => r.arrayBuffer());
  const bytes = new Uint8Array(buffer);

  const result = await extractBytes(bytes, "application/pdf");

  console.log("Extracted content:");
  console.log(result.content);
  console.log("MIME type:", result.mimeType);
  console.log("Metadata:", result.metadata);
}

main().catch(console.error);
```

### Common Use Cases

#### Extract with Custom Configuration

Most use cases benefit from configuration to control extraction behavior:

**With OCR (for scanned documents):**

```ts
import { enableOcr, extractBytes, initWasm } from "@kreuzberg/wasm";

async function extractWithOcr() {
  await initWasm();

  try {
    await enableOcr();
    console.log("OCR enabled successfully");
  } catch (error) {
    console.error("Failed to enable OCR:", error);
    return;
  }

  const bytes = new Uint8Array(await fetch("scanned-page.png").then((r) => r.arrayBuffer()));

  const result = await extractBytes(bytes, "image/png", {
    ocr: {
      backend: "tesseract-wasm",
      language: "eng",
    },
  });

  console.log("Extracted text:");
  console.log(result.content);
}

extractWithOcr().catch(console.error);
```

#### Table Extraction

See [Configuration Guide](https://docs.kreuzberg.dev/guides/configuration/) for table extraction options.

#### Processing Multiple Files

```ts
import { extractBytes, initWasm } from "@kreuzberg/wasm";

interface DocumentJob {
  name: string;
  bytes: Uint8Array;
  mimeType: string;
}

async function _processBatch(documents: DocumentJob[], concurrency: number = 3) {
  await initWasm();

  const results: Record<string, string> = {};
  const queue = [...documents];

  const workers = Array(concurrency)
    .fill(null)
    .map(async () => {
      while (queue.length > 0) {
        const doc = queue.shift();
        if (!doc) break;

        try {
          const result = await extractBytes(doc.bytes, doc.mimeType);
          results[doc.name] = result.content;
        } catch (error) {
          console.error(`Failed to process ${doc.name}:`, error);
        }
      }
    });

  await Promise.all(workers);
  return results;
}
```

#### Async Processing

For non-blocking document processing:

```ts
import { extractBytes, getWasmCapabilities, initWasm } from "@kreuzberg/wasm";

async function extractDocuments(files: Uint8Array[], mimeTypes: string[]) {
  const caps = getWasmCapabilities();
  if (!caps.hasWasm) {
    throw new Error("WebAssembly not supported");
  }

  await initWasm();

  const results = await Promise.all(
    files.map((bytes, index) => extractBytes(bytes, mimeTypes[index])),
  );

  return results.map((r) => ({
    content: r.content,
    pageCount: r.metadata?.pageCount,
  }));
}

const fileBytes = [new Uint8Array([1, 2, 3])];
const mimes = ["application/pdf"];

extractDocuments(fileBytes, mimes)
  .then((results) => console.log(results))
  .catch(console.error);
```

### Next Steps

- **[Installation Guide](https://docs.kreuzberg.dev/getting-started/installation/)** - Platform-specific setup
- **[API Documentation](https://docs.kreuzberg.dev/reference/api-python/)** - Complete API reference
- **[Examples & Guides](https://docs.kreuzberg.dev/)** - Full code examples and usage guides
- **[Configuration Guide](https://docs.kreuzberg.dev/guides/configuration/)** - Advanced configuration options

## Features

### Supported File Formats (90+)

90+ file formats across 8 major categories with intelligent format detection and comprehensive metadata extraction.

#### Office Documents

| Category | Formats | Capabilities |
|----------|---------|--------------|
| **Word Processing** | `.docx`, `.docm`, `.dotx`, `.dotm`, `.dot`, `.odt` | Full text, tables, images, metadata, styles |
| **Spreadsheets** | `.xlsx`, `.xlsm`, `.xlsb`, `.xls`, `.xla`, `.xlam`, `.xltm`, `.xltx`, `.xlt`, `.ods` | Sheet data, formulas, cell metadata, charts |
| **Presentations** | `.pptx`, `.pptm`, `.ppsx`, `.potx`, `.potm`, `.pot`, `.ppt` | Slides, speaker notes, images, metadata |
| **PDF** | `.pdf` | Text, tables, images, metadata, OCR support |
| **eBooks** | `.epub`, `.fb2` | Chapters, metadata, embedded resources |
| **Database** | `.dbf` | Table data extraction, field type support |
| **Hangul** | `.hwp`, `.hwpx` | Korean document format, text extraction |

#### Images (OCR-Enabled)

| Category | Formats | Features |
|----------|---------|----------|
| **Raster** | `.png`, `.jpg`, `.jpeg`, `.gif`, `.webp`, `.bmp`, `.tiff`, `.tif` | OCR, table detection, EXIF metadata, dimensions, color space |
| **Advanced** | `.jp2`, `.jpx`, `.jpm`, `.mj2`, `.jbig2`, `.jb2`, `.pnm`, `.pbm`, `.pgm`, `.ppm` | OCR via hayro-jpeg2000 (pure Rust decoder), JBIG2 support, table detection, format-specific metadata |
| **Vector** | `.svg` | DOM parsing, embedded text, graphics metadata |

#### Web & Data

| Category | Formats | Features |
|----------|---------|----------|
| **Markup** | `.html`, `.htm`, `.xhtml`, `.xml`, `.svg` | DOM parsing, metadata (Open Graph, Twitter Card), link extraction |
| **Structured Data** | `.json`, `.yaml`, `.yml`, `.toml`, `.csv`, `.tsv` | Schema detection, nested structures, validation |
| **Text & Markdown** | `.txt`, `.md`, `.markdown`, `.djot`, `.rst`, `.org`, `.rtf` | CommonMark, GFM, Djot, reStructuredText, Org Mode |

#### Email & Archives

| Category | Formats | Features |
|----------|---------|----------|
| **Email** | `.eml`, `.msg` | Headers, body (HTML/plain), attachments, threading |
| **Archives** | `.zip`, `.tar`, `.tgz`, `.gz`, `.7z` | File listing, nested archives, metadata |

#### Academic & Scientific

| Category | Formats | Features |
|----------|---------|----------|
| **Citations** | `.bib`, `.biblatex`, `.ris`, `.nbib`, `.enw`, `.csl` | Structured parsing: RIS (structured), PubMed/MEDLINE, EndNote XML (structured), BibTeX, CSL JSON |
| **Scientific** | `.tex`, `.latex`, `.typst`, `.jats`, `.ipynb`, `.docbook` | LaTeX, Jupyter notebooks, PubMed JATS |
| **Documentation** | `.opml`, `.pod`, `.mdoc`, `.troff` | Technical documentation formats |

#### Code Intelligence (300+ Languages)

| Feature | Description |
|---------|-------------|
| **Structure Extraction** | Functions, classes, methods, structs, interfaces, enums |
| **Import/Export Analysis** | Module dependencies, re-exports, wildcard imports |
| **Symbol Extraction** | Variables, constants, type aliases, properties |
| **Docstring Parsing** | Google, NumPy, Sphinx, JSDoc, RustDoc, and 10+ formats |
| **Diagnostics** | Parse errors with line/column positions |
| **Syntax-Aware Chunking** | Split code by semantic boundaries, not arbitrary byte offsets |

Powered by [tree-sitter-language-pack](https://github.com/kreuzberg-dev/tree-sitter-language-pack) — [documentation](https://docs.tree-sitter-language-pack.kreuzberg.dev).

**[Complete Format Reference](https://docs.kreuzberg.dev/reference/formats/)**

### Key Capabilities

- **Text Extraction** - Extract all text content with position and formatting information
- **Metadata Extraction** - Retrieve document properties, creation date, author, etc.
- **Table Extraction** - Parse tables with structure and cell content preservation
- **Image Extraction** - Extract embedded images and render page previews
- **OCR Support** - Integrate multiple OCR backends for scanned documents
- **Async/Await** - Non-blocking document processing with concurrent operations
- **Plugin System** - Extensible post-processing for custom text transformation
- **Batch Processing** - Efficiently process multiple documents in parallel
- **Memory Efficient** - Stream large files without loading entirely into memory
- **Language Detection** - Detect and support multiple languages in documents
- **Code Intelligence** - Extract structure, imports, exports, symbols, and docstrings from [300+ programming languages](https://docs.tree-sitter-language-pack.kreuzberg.dev) via tree-sitter
- **Configuration** - Fine-grained control over extraction behavior

### Performance Characteristics

| Format | Speed | Memory | Notes |
|--------|-------|--------|-------|
| **PDF (text)** | 10-100 MB/s | ~50MB per doc | Fastest extraction |
| **Office docs** | 20-200 MB/s | ~100MB per doc | DOCX, XLSX, PPTX |
| **Images (OCR)** | 1-5 MB/s | Variable | Depends on OCR backend |
| **Archives** | 5-50 MB/s | ~200MB per doc | ZIP, TAR, etc. |
| **Web formats** | 50-200 MB/s | Streaming | HTML, XML, JSON |

## OCR Support

Kreuzberg supports multiple OCR backends for extracting text from scanned documents and images:

- **Tesseract-Wasm**

### OCR Configuration Example

```ts
import { enableOcr, extractBytes, initWasm } from "@kreuzberg/wasm";

async function extractWithOcr() {
  await initWasm();

  try {
    await enableOcr();
    console.log("OCR enabled successfully");
  } catch (error) {
    console.error("Failed to enable OCR:", error);
    return;
  }

  const bytes = new Uint8Array(await fetch("scanned-page.png").then((r) => r.arrayBuffer()));

  const result = await extractBytes(bytes, "image/png", {
    ocr: {
      backend: "tesseract-wasm",
      language: "eng",
    },
  });

  console.log("Extracted text:");
  console.log(result.content);
}

extractWithOcr().catch(console.error);
```

## Async Support

This binding provides full async/await support for non-blocking document processing:

```ts
import { extractBytes, getWasmCapabilities, initWasm } from "@kreuzberg/wasm";

async function extractDocuments(files: Uint8Array[], mimeTypes: string[]) {
  const caps = getWasmCapabilities();
  if (!caps.hasWasm) {
    throw new Error("WebAssembly not supported");
  }

  await initWasm();

  const results = await Promise.all(
    files.map((bytes, index) => extractBytes(bytes, mimeTypes[index])),
  );

  return results.map((r) => ({
    content: r.content,
    pageCount: r.metadata?.pageCount,
  }));
}

const fileBytes = [new Uint8Array([1, 2, 3])];
const mimes = ["application/pdf"];

extractDocuments(fileBytes, mimes)
  .then((results) => console.log(results))
  .catch(console.error);
```

## Plugin System

Kreuzberg supports extensible post-processing plugins for custom text transformation and filtering.

For detailed plugin documentation, visit [Plugin System Guide](https://docs.kreuzberg.dev/guides/plugins/).

## Batch Processing

Process multiple documents efficiently:

```ts
import { extractBytes, initWasm } from "@kreuzberg/wasm";

interface DocumentJob {
  name: string;
  bytes: Uint8Array;
  mimeType: string;
}

async function _processBatch(documents: DocumentJob[], concurrency: number = 3) {
  await initWasm();

  const results: Record<string, string> = {};
  const queue = [...documents];

  const workers = Array(concurrency)
    .fill(null)
    .map(async () => {
      while (queue.length > 0) {
        const doc = queue.shift();
        if (!doc) break;

        try {
          const result = await extractBytes(doc.bytes, doc.mimeType);
          results[doc.name] = result.content;
        } catch (error) {
          console.error(`Failed to process ${doc.name}:`, error);
        }
      }
    });

  await Promise.all(workers);
  return results;
}
```

## Configuration

For advanced configuration options including language detection, table extraction, OCR settings, and more:

**[Configuration Guide](https://docs.kreuzberg.dev/guides/configuration/)**

## Documentation

- **[Official Documentation](https://docs.kreuzberg.dev/)**
- **[API Reference](https://docs.kreuzberg.dev/reference/api-python/)**
- **[Examples & Guides](https://docs.kreuzberg.dev/)**

## Contributing

Contributions are welcome! See [Contributing Guide](https://github.com/kreuzberg-dev/kreuzberg/blob/main/CONTRIBUTING.md).

## Part of Kreuzberg.dev

- [Kreuzberg Cloud](https://github.com/kreuzberg-dev/kreuzberg-cloud) — managed extraction API with SDKs, dashboards, and observability.
- [kreuzcrawl](https://github.com/kreuzberg-dev/kreuzcrawl) — web crawling and scraping with HTML→Markdown and headless-Chrome fallback.
- [html-to-markdown](https://github.com/kreuzberg-dev/html-to-markdown) — fast, lossless HTML→Markdown engine.
- [liter-llm](https://github.com/kreuzberg-dev/liter-llm) — universal LLM API client with native bindings for 14 languages and 143 providers.
- [tree-sitter-language-pack](https://github.com/kreuzberg-dev/tree-sitter-language-pack) — tree-sitter grammars and code-intelligence primitives.
- [alef](https://github.com/kreuzberg-dev/alef) — the polyglot binding generator that produces this README and all per-language bindings.
- [Discord](https://discord.gg/xt9WY3GnKR) — community, roadmap, announcements.

## License

Elastic-2.0 License — see [LICENSE](../../LICENSE) for details.

## Support

- **Discord Community**: [Join our Discord](https://discord.gg/xt9WY3GnKR)
- **GitHub Issues**: [Report bugs](https://github.com/kreuzberg-dev/kreuzberg/issues)
- **Discussions**: [Ask questions](https://github.com/kreuzberg-dev/kreuzberg/discussions)
