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pico-type
File size: 20,902 Bytes
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<!DOCTYPE html>
<html lang="en">
<head>
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  <title>Pico-Type — Tiny, Byte-Level Content Classifier (1.5M params, 98.3% text-lang accuracy)</title>
  <meta name="description" content="Pico-Type is a 1.5M-parameter byte-level multi-head classifier that identifies code language, content type, and more from raw bytes — no parsing needed. 98.3% text-lang accuracy, ONNX export, open source." />
  <meta name="keywords" content="pico-type, byte-level classifier, content classification, machine learning, tiny model, open source, code language detection, multi-head classifier" />
  <meta property="og:title" content="Pico-Type — Tiny Byte-Level Content Classifier" />
  <meta property="og:description" content="1.5M parameters, 98.3% text-lang accuracy. Classifies raw bytes into code language, content modality, subtype, and more. No parsing, no dependencies." />
  <meta property="og:url" content="https://eulogik.github.io/pico-type/" />
  <meta property="og:type" content="website" />
  <meta property="og:image" content="https://eulogik.github.io/pico-type/logo.png" />
  <meta name="twitter:card" content="summary_large_image" />
  <meta name="twitter:title" content="Pico-Type — Tiny Byte-Level Content Classifier" />
  <meta name="twitter:description" content="1.5M parameters, 98.3% text-lang accuracy. Classifies raw bytes into code language, content modality, subtype, and more. Open source." />
  <link rel="canonical" href="https://eulogik.github.io/pico-type/" />
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<body>

  <!-- Hero -->
  <header class="hero">
    <img src="logo.png" alt="pico-type logo" style="height:64px;margin-bottom:24px;" />
    <div class="hero-badge">&#9432; by <a href="https://eulogik.com" target="_blank" rel="noopener" style="color:inherit;text-decoration:underline;text-underline-offset:3px;">Eulogik</a> &middot; Open Source &middot; Apache 2.0</div>
    <h1>Pico&#8209;Type <span>&#8212; Bytes In,<br />Answers Out</span></h1>
    <p>
      A 1.5-million-parameter, byte-level, multi-head classifier that identifies
      <strong>code language, content type, modality, text language, and risk</strong>
      from raw bytes &mdash; no parsing, no dependencies.
    </p>
    <div class="hero-buttons">
      <a class="btn btn-primary" href="https://pypi.org/project/pico-type/" target="_blank" rel="noopener"><code style="background:transparent;color:inherit;font-size:inherit">$</code> pip install pico-type</a>
      <a class="btn btn-outline" href="https://github.com/eulogik/pico-type" target="_blank" rel="noopener">GitHub</a>
      <a class="btn btn-outline" href="https://huggingface.co/eulogik/pico-type" target="_blank" rel="noopener">HuggingFace</a>
      <a class="btn btn-outline" href="https://doi.org/10.5281/zenodo.20758542" target="_blank" rel="noopener">&#128196; Paper</a>
      <a class="btn btn-outline" href="demo.html" rel="noopener">&#127760; Browser Demo</a>
    </div>
  </header>

  <!-- Stats -->
  <div class="stats container">
    <div><div class="stat-value">1.5M</div><div class="stat-label">Parameters</div></div>
    <div><div class="stat-value">98.3%</div><div class="stat-label">Text-Lang Accuracy</div></div>
    <div><div class="stat-value">62</div><div class="stat-label">Code Languages</div></div>
    <div><div class="stat-value">7</div><div class="stat-label">Classification Heads</div></div>
    <div><div class="stat-value">2KB</div><div class="stat-label">Context Window</div></div>
  </div>

  <div class="container">

    <!-- Features -->
    <section>
      <h2>Why Pico-Type?</h2>
      <div class="features">
        <div class="feature">
          <div class="feature-icon">&#9889;</div>
          <h3>Byte-Level</h3>
          <p>Operates directly on raw bytes. No tokenizer, no parser, no language-specific pre-processing. Feed it anything from a Python script to a ZIP file.</p>
        </div>
        <div class="feature">
          <div class="feature-icon">&#9733;</div>
          <h3>Multi-Head Architecture</h3>
          <p>Seven specialized classification heads share one backbone: coarse type, modality, subtype, code language, text language, file MIME, and risk.</p>
        </div>
        <div class="feature">
          <div class="feature-icon">&#128640;</div>
          <h3>Tiny &amp; Fast</h3>
          <p>Just 1.5 million parameters. The self-contained ONNX export is ~9 MB. Runs inference in milliseconds on CPU or directly <a href="demo.html" style="color:var(--accent-light);">in your browser</a>. Deploy anywhere &mdash; edge, browser, serverless.</p>
        </div>
        <div class="feature">
          <div class="feature-icon">&#127760;</div>
          <h3>62 Languages</h3>
          <p>Detects 62 programming languages from bytes alone: Python, JavaScript, Rust, Go, C++, Java, SQL, Bash, and 55 more. No shebang or extension required.</p>
        </div>
        <div class="feature">
          <div class="feature-icon">&#128230;</div>
          <h3>Beyond Code</h3>
          <p>Classifies text (EN, FR, HI, more), config files (JSON, YAML, TOML, env), markup (HTML, Markdown, LaTeX), images (PNG, GIF), and binary archives.</p>
        </div>
        <div class="feature">
          <div class="feature-icon">&#9881;</div>
          <h3>ONNX + CLI</h3>
          <p>Built-in export to ONNX for cross-platform deployment. Comes with a CLI tool and an optional MCP server. Zero-config setup for CI/CD pipelines.</p>
        </div>
      </div>
    </section>

    <!-- Classification heads -->
    <section>
      <h2>Seven Heads, One Model</h2>
      <div class="heads">
        <div class="head-card">
          <h3>Coarse</h3>
          <p>code / text / markup / config / image / binary / error</p>
        </div>
        <div class="head-card">
          <h3>Modality</h3>
          <p>source / script / markup / prose / serialization / bitmap / archive / traceback</p>
        </div>
        <div class="head-card">
          <h3>Subtype</h3>
          <p>general / web / data / system / shell / build / doc &hellip;</p>
        </div>
        <div class="head-card">
          <h3>Code Language</h3>
          <p>62 languages: Python, JS, Rust, Go, Java, C++, SQL, Bash &amp; more</p>
        </div>
        <div class="head-card">
          <h3>Text Language</h3>
          <p>English, French, Hindi, Czech, Polish, &hellip;</p>
        </div>
        <div class="head-card">
          <h3>File MIME</h3>
          <p>text/x-python, image/png, application/zip, &hellip;</p>
        </div>
        <div class="head-card">
          <h3>Risk</h3>
          <p>safe / unknown / error</p>
        </div>
      </div>
    </section>

    <!-- Real-world accuracy -->
    <section>
      <h2>Real-World Accuracy: 60.3% code lang · 98.3% text lang</h2>
      <p style="text-align:center;color:var(--text-muted);margin-bottom:32px;">
        Benchmarked on The Heap (1,200 code samples, 24 languages) and Wikipedia (1,500 articles, 30 languages). Below are sample classifications &mdash; illustrative only, not a benchmark.
      </p>
      <div class="table-wrap">
        <table>
          <thead>
            <tr><th>Input</th><th>Coarse</th><th>Modality</th><th>Code/Text Lang</th><th>File MIME</th><th>Risk</th></tr>
          </thead>
          <tbody>
            <tr><td>Python</td><td class="pass">code</td><td class="pass">source</td><td class="pass">Python</td><td class="pass">text/x-python</td><td class="pass">safe</td></tr>
            <tr><td>JavaScript</td><td class="pass">code</td><td class="pass">source</td><td class="pass">JavaScript</td><td class="pass">text/javascript</td><td class="pass">safe</td></tr>
            <tr><td>C</td><td class="pass">code</td><td class="pass">source</td><td class="pass">C</td><td class="pass">text/x-c</td><td class="pass">safe</td></tr>
            <tr><td>Java</td><td class="pass">code</td><td class="pass">source</td><td class="pass">Java</td><td class="pass">text/x-java</td><td class="pass">safe</td></tr>
            <tr><td>SQL</td><td class="pass">code</td><td class="pass">script</td><td class="pass">SQL</td><td class="pass">text/x-sql</td><td class="pass">safe</td></tr>
            <tr><td>Bash</td><td class="pass">code</td><td class="pass">script</td><td class="pass">Bash</td><td class="pass">text/x-shellscript</td><td class="pass">safe</td></tr>
            <tr><td>Rust</td><td class="pass">code</td><td class="pass">source</td><td class="pass">Rust</td><td class="pass">text/x-rust</td><td class="pass">safe</td></tr>
            <tr><td>Go</td><td class="pass">code</td><td class="pass">source</td><td class="pass">Go</td><td class="pass">text/x-go</td><td class="pass">safe</td></tr>
            <tr><td>CSS</td><td class="pass">code</td><td class="pass">source</td><td class="pass">CSS</td><td class="pass">text/css</td><td class="pass">safe</td></tr>
            <tr><td>HTML</td><td class="pass">markup</td><td class="pass">markup</td><td class="pass">&mdash;</td><td class="pass">text/html</td><td class="pass">safe</td></tr>
            <tr><td>English text</td><td class="pass">text</td><td class="pass">prose</td><td class="pass">English</td><td class="pass">text/plain</td><td class="pass">safe</td></tr>
            <tr><td>French text</td><td class="pass">text</td><td class="pass">prose</td><td class="pass">French</td><td class="pass">text/plain</td><td class="pass">safe</td></tr>
            <tr><td>Hindi text</td><td class="pass">text</td><td class="pass">prose</td><td class="pass">Hindi</td><td class="pass">text/plain</td><td class="pass">safe</td></tr>
            <tr><td>JSON</td><td class="pass">config</td><td class="pass">serialization</td><td class="pass">&mdash;</td><td class="pass">application/json</td><td class="pass">safe</td></tr>
            <tr><td>YAML</td><td class="fail">error &rarr;</td><td class="pass">serialization</td><td class="pass">&mdash;</td><td class="pass">text/yaml</td><td class="pass">safe</td></tr>
            <tr><td>.env</td><td class="pass">config</td><td class="pass">config</td><td class="pass">&mdash;</td><td class="pass">text/plain</td><td class="pass">safe</td></tr>
            <tr><td>Error traceback</td><td class="pass">error</td><td class="pass">traceback</td><td class="pass">&mdash;</td><td class="pass">text/plain</td><td class="pass">error</td></tr>
            <tr><td>PNG</td><td class="pass">image</td><td class="pass">bitmap</td><td class="pass">&mdash;</td><td class="pass">image/png</td><td class="pass">safe</td></tr>
            <tr><td>GIF</td><td class="pass">image</td><td class="pass">bitmap</td><td class="pass">&mdash;</td><td class="pass">image/gif</td><td class="pass">safe</td></tr>
            <tr><td>ZIP archive</td><td class="pass">binary</td><td class="pass">archive</td><td class="pass">&mdash;</td><td class="pass">application/zip</td><td class="pass">safe</td></tr>
          </tbody>
        </table>
      </div>
      <p style="text-align:center;color:var(--text-muted);font-size:14px;margin-top:16px;">
        Only flub: YAML gets <em>error</em> instead of <em>config</em> for coarse type (subtype and MIME are correct).
        This is a fundamental byte-level ambiguity &mdash; YAML content and error messages share byte patterns at the first 2KB.
      </p>
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