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ScaleDP

An Open-Source Library for Processing Documents in Apache Spark.

GitHubStabRiseDocumentation Status

ScaleDP Tutorials

ScaleDP is a library for processing documents using Apache Spark. And this repository contains jupyter notebooks with tutorials and examples of usage ScaleDP library.

Source Code: https://github.com/StabRise/ScaleDP

ScaleDP includes the following features:

  • Load PDF documents/Images
  • Extract text from PDF documents/Images
  • Extract text Images/PDF documents, OCR
  • Zero-shot Data extraction from the Images/PDF documents using LLM
  • Object detection over Images/PDF documents
  • NER/LLM over Images/PDF documents
  • Visualize results on the images
  • Compatible with Spark PDF Datasource

Table of Contents

We advise to run all examples through Google Colab for the easiest setup. Google Colab allows you to run it for free. All examples were tested using Google Colab, so it should be the most stable platform. However, any other cloud provider or local run should work.

QuickStart and General Examples

ChapterNotebook
1: QuickStart with ScaleDPOpen In Colab
5: Efficient read PDF with Spark PDFOpen In Colab

OCR Examples

ChapterNotebook
1: Example of usage different OCROpen In Colab

Ner Examples

ChapterNotebook
1: NER ExamplesOpen In Colab
2: LLM NER ExamplesOpen In Colab

Embeddings Examples

ChapterNotebook
1: Text Splitting and EmbeddingsOpen In Colab

Object Detection Examples

ChapterNotebook
1: YoloOnnxDetectorOpen In Colab
2: Face DetectionOpen In Colab
3: Signature DetectionOpen In Colab
4: YoloOnnxDetectorBenchmarksOpen In Colab

De-identification Examples

ChapterNotebook
1: De-identification Text
2: De-identification Images
3: De-identification PDF Documents
4: De-identification Dicom

Local Run

Requirements

  • Python 3.11
  • Apache Spark 3.5 or higher
  • Java 8, 11
  • Tesseract 5.0 or higher
  • Jupyter Lab | Google Colab

About

Tutorials for ScaleDP library. ScaleDP is an Open-Source Library for Processing Documents in Apache Spark.

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Resources

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6 stars

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1 watching

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, 'i'); if (__m === '*' || __re.test(location.href)) { // Add copy buttons to all
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try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
GitHub - StabRise/ScaleDP-Tutorials: Tutorials for ScaleDP library. ScaleDP is an Open-Source Library for Processing Documents in Apache Spark. · GitHub
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ScaleDP

An Open-Source Library for Processing Documents in Apache Spark.

GitHubStabRiseDocumentation Status

ScaleDP Tutorials

ScaleDP is a library for processing documents using Apache Spark. And this repository contains jupyter notebooks with tutorials and examples of usage ScaleDP library.

Source Code: https://github.com/StabRise/ScaleDP

ScaleDP includes the following features:

  • Load PDF documents/Images
  • Extract text from PDF documents/Images
  • Extract text Images/PDF documents, OCR
  • Zero-shot Data extraction from the Images/PDF documents using LLM
  • Object detection over Images/PDF documents
  • NER/LLM over Images/PDF documents
  • Visualize results on the images
  • Compatible with Spark PDF Datasource

Table of Contents

We advise to run all examples through Google Colab for the easiest setup. Google Colab allows you to run it for free. All examples were tested using Google Colab, so it should be the most stable platform. However, any other cloud provider or local run should work.

QuickStart and General Examples

ChapterNotebook
1: QuickStart with ScaleDPOpen In Colab
5: Efficient read PDF with Spark PDFOpen In Colab

OCR Examples

ChapterNotebook
1: Example of usage different OCROpen In Colab

Ner Examples

ChapterNotebook
1: NER ExamplesOpen In Colab
2: LLM NER ExamplesOpen In Colab

Embeddings Examples

ChapterNotebook
1: Text Splitting and EmbeddingsOpen In Colab

Object Detection Examples

ChapterNotebook
1: YoloOnnxDetectorOpen In Colab
2: Face DetectionOpen In Colab
3: Signature DetectionOpen In Colab
4: YoloOnnxDetectorBenchmarksOpen In Colab

De-identification Examples

ChapterNotebook
1: De-identification Text
2: De-identification Images
3: De-identification PDF Documents
4: De-identification Dicom

Local Run

Requirements

  • Python 3.11
  • Apache Spark 3.5 or higher
  • Java 8, 11
  • Tesseract 5.0 or higher
  • Jupyter Lab | Google Colab

About

Tutorials for ScaleDP library. ScaleDP is an Open-Source Library for Processing Documents in Apache Spark.

Topics

Resources

Stars

6 stars

Watchers

1 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Force GitHub README to respect dark mode (function() { var style = document.createElement('style'); style.textContent = ' .markdown-body { color-scheme: dark light; } .markdown-body pre { background: #161b22 !important; } .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; } .markdown-body table th, .markdown-body table td { border-color: #30363d !important; } .markdown-body img { background: #0d1117; } .markdown-body blockquote { border-left-color: #8b949e; } .markdown-body hr { border-color: #30363d; } '; document.head.appendChild(style); })(); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' GitHub - StabRise/ScaleDP-Tutorials: Tutorials for ScaleDP library. ScaleDP is an Open-Source Library for Processing Documents in Apache Spark. · GitHub
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Repository files navigation


ScaleDP

An Open-Source Library for Processing Documents in Apache Spark.

GitHubStabRiseDocumentation Status

ScaleDP Tutorials

ScaleDP is a library for processing documents using Apache Spark. And this repository contains jupyter notebooks with tutorials and examples of usage ScaleDP library.

Source Code: https://github.com/StabRise/ScaleDP

ScaleDP includes the following features:

  • Load PDF documents/Images
  • Extract text from PDF documents/Images
  • Extract text Images/PDF documents, OCR
  • Zero-shot Data extraction from the Images/PDF documents using LLM
  • Object detection over Images/PDF documents
  • NER/LLM over Images/PDF documents
  • Visualize results on the images
  • Compatible with Spark PDF Datasource

Table of Contents

We advise to run all examples through Google Colab for the easiest setup. Google Colab allows you to run it for free. All examples were tested using Google Colab, so it should be the most stable platform. However, any other cloud provider or local run should work.

QuickStart and General Examples

ChapterNotebook
1: QuickStart with ScaleDPOpen In Colab
5: Efficient read PDF with Spark PDFOpen In Colab

OCR Examples

ChapterNotebook
1: Example of usage different OCROpen In Colab

Ner Examples

ChapterNotebook
1: NER ExamplesOpen In Colab
2: LLM NER ExamplesOpen In Colab

Embeddings Examples

ChapterNotebook
1: Text Splitting and EmbeddingsOpen In Colab

Object Detection Examples

ChapterNotebook
1: YoloOnnxDetectorOpen In Colab
2: Face DetectionOpen In Colab
3: Signature DetectionOpen In Colab
4: YoloOnnxDetectorBenchmarksOpen In Colab

De-identification Examples

ChapterNotebook
1: De-identification Text
2: De-identification Images
3: De-identification PDF Documents
4: De-identification Dicom

Local Run

Requirements

  • Python 3.11
  • Apache Spark 3.5 or higher
  • Java 8, 11
  • Tesseract 5.0 or higher
  • Jupyter Lab | Google Colab

About

Tutorials for ScaleDP library. ScaleDP is an Open-Source Library for Processing Documents in Apache Spark.

Topics

Resources

Stars

6 stars

Watchers

1 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Highlight search terms from Google/DuckDuckGo/Bing referrer (function() { var ref = document.referrer; var terms = []; if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) { var url = new URL(ref); var q = url.searchParams.get('q') || url.searchParams.get('p'); if (q) { terms = q.split(/\s+/).filter(function(t) { return t.length > 2; }); } } if (terms.length === 0) return; var style = document.createElement('style'); style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }'; document.head.appendChild(style); function highlight(node) { if (node.nodeType === 3) { // text node var text = node.textContent; var found = false; terms.forEach(function(term) { var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\]\\]/g, '\\') + ')', 'gi'); if (regex.test(text)) { found = true; var frag = document.createDocumentFragment(); var parts = text.split(regex); parts.forEach(function(part, i) { if (i % 2 === 0) { frag.appendChild(document.createTextNode(part)); } else { var span = document.createElement('span'); span.className = 'userscript-highlight'; span.textContent = part; frag.appendChild(span); } }); node.parentNode.replaceChild(frag, node); } }); } else if (node.nodeType === 1 && node.childNodes) { // element var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT']; if (!skipTags.includes(node.tagName)) { Array.from(node.childNodes).forEach(highlight); } } } highlight(document.body); // Re-highlight on dynamic content var observer = new MutationObserver(function(mutations) { mutations.forEach(function(m) { m.addedNodes.forEach(function(node) { if (node.nodeType === 1 || node.nodeType === 3) highlight(node); }); }); }); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' GitHub - StabRise/ScaleDP-Tutorials: Tutorials for ScaleDP library. ScaleDP is an Open-Source Library for Processing Documents in Apache Spark. · GitHub
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ScaleDP

An Open-Source Library for Processing Documents in Apache Spark.

GitHubStabRiseDocumentation Status

ScaleDP Tutorials

ScaleDP is a library for processing documents using Apache Spark. And this repository contains jupyter notebooks with tutorials and examples of usage ScaleDP library.

Source Code: https://github.com/StabRise/ScaleDP

ScaleDP includes the following features:

  • Load PDF documents/Images
  • Extract text from PDF documents/Images
  • Extract text Images/PDF documents, OCR
  • Zero-shot Data extraction from the Images/PDF documents using LLM
  • Object detection over Images/PDF documents
  • NER/LLM over Images/PDF documents
  • Visualize results on the images
  • Compatible with Spark PDF Datasource

Table of Contents

We advise to run all examples through Google Colab for the easiest setup. Google Colab allows you to run it for free. All examples were tested using Google Colab, so it should be the most stable platform. However, any other cloud provider or local run should work.

QuickStart and General Examples

ChapterNotebook
1: QuickStart with ScaleDPOpen In Colab
5: Efficient read PDF with Spark PDFOpen In Colab

OCR Examples

ChapterNotebook
1: Example of usage different OCROpen In Colab

Ner Examples

ChapterNotebook
1: NER ExamplesOpen In Colab
2: LLM NER ExamplesOpen In Colab

Embeddings Examples

ChapterNotebook
1: Text Splitting and EmbeddingsOpen In Colab

Object Detection Examples

ChapterNotebook
1: YoloOnnxDetectorOpen In Colab
2: Face DetectionOpen In Colab
3: Signature DetectionOpen In Colab
4: YoloOnnxDetectorBenchmarksOpen In Colab

De-identification Examples

ChapterNotebook
1: De-identification Text
2: De-identification Images
3: De-identification PDF Documents
4: De-identification Dicom

Local Run

Requirements

  • Python 3.11
  • Apache Spark 3.5 or higher
  • Java 8, 11
  • Tesseract 5.0 or higher
  • Jupyter Lab | Google Colab

About

Tutorials for ScaleDP library. ScaleDP is an Open-Source Library for Processing Documents in Apache Spark.

Topics

Resources

Stars

6 stars

Watchers

1 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Strip utm_, fbclid, gclid, etc. from all links on page (function() { var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content', 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid', 'ref', 'ref_src', 'source', 'medium', 'campaign']; function cleanUrl(url) { try { var u = new URL(url, window.location.origin); var changed = false; trackingParams.forEach(function(p) { if (u.searchParams.has(p)) { u.searchParams.delete(p); changed = true; } }); return changed ? u.toString() : url; } catch (e) { return url; } } function cleanLinks() { document.querySelectorAll('a[href]').forEach(function(a) { var clean = cleanUrl(a.href); if (clean !== a.href) a.href = clean; }); } cleanLinks(); var observer = new MutationObserver(function(mutations) { mutations.forEach(function(m) { m.addedNodes.forEach(function(node) { if (node.nodeType === 1) { if (node.tagName === 'A') cleanLinks(); node.querySelectorAll('a[href]').forEach(function(a) { var clean = cleanUrl(a.href); if (clean !== a.href) a.href = clean; }); } }); }); }); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + ' GitHub - StabRise/ScaleDP-Tutorials: Tutorials for ScaleDP library. ScaleDP is an Open-Source Library for Processing Documents in Apache Spark. · GitHub
Skip to content

Repository files navigation


ScaleDP

An Open-Source Library for Processing Documents in Apache Spark.

GitHubStabRiseDocumentation Status

ScaleDP Tutorials

ScaleDP is a library for processing documents using Apache Spark. And this repository contains jupyter notebooks with tutorials and examples of usage ScaleDP library.

Source Code: https://github.com/StabRise/ScaleDP

ScaleDP includes the following features:

  • Load PDF documents/Images
  • Extract text from PDF documents/Images
  • Extract text Images/PDF documents, OCR
  • Zero-shot Data extraction from the Images/PDF documents using LLM
  • Object detection over Images/PDF documents
  • NER/LLM over Images/PDF documents
  • Visualize results on the images
  • Compatible with Spark PDF Datasource

Table of Contents

We advise to run all examples through Google Colab for the easiest setup. Google Colab allows you to run it for free. All examples were tested using Google Colab, so it should be the most stable platform. However, any other cloud provider or local run should work.

QuickStart and General Examples

ChapterNotebook
1: QuickStart with ScaleDPOpen In Colab
5: Efficient read PDF with Spark PDFOpen In Colab

OCR Examples

ChapterNotebook
1: Example of usage different OCROpen In Colab

Ner Examples

ChapterNotebook
1: NER ExamplesOpen In Colab
2: LLM NER ExamplesOpen In Colab

Embeddings Examples

ChapterNotebook
1: Text Splitting and EmbeddingsOpen In Colab

Object Detection Examples

ChapterNotebook
1: YoloOnnxDetectorOpen In Colab
2: Face DetectionOpen In Colab
3: Signature DetectionOpen In Colab
4: YoloOnnxDetectorBenchmarksOpen In Colab

De-identification Examples

ChapterNotebook
1: De-identification Text
2: De-identification Images
3: De-identification PDF Documents
4: De-identification Dicom

Local Run

Requirements

  • Python 3.11
  • Apache Spark 3.5 or higher
  • Java 8, 11
  • Tesseract 5.0 or higher
  • Jupyter Lab | Google Colab

About

Tutorials for ScaleDP library. ScaleDP is an Open-Source Library for Processing Documents in Apache Spark.

Topics

Resources

Stars

6 stars

Watchers

1 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Auto-enable theater mode on YouTube (function() { function tryTheater() { var btn = document.querySelector('button[aria-label="Theater mode"], ytd-player #player button[title="Theater mode"]'); if (btn && !btn.classList.contains('activated')) { btn.click(); } } // Try immediately tryTheater(); // Try after navigation (SPA) var lastUrl = location.href; setInterval(function() { if (location.href !== lastUrl) { lastUrl = location.href; setTimeout(tryTheater, 500); } }, 1000); // Also try on player load var observer = new MutationObserver(tryTheater); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' GitHub - StabRise/ScaleDP-Tutorials: Tutorials for ScaleDP library. ScaleDP is an Open-Source Library for Processing Documents in Apache Spark. · GitHub
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Repository files navigation


ScaleDP

An Open-Source Library for Processing Documents in Apache Spark.

GitHubStabRiseDocumentation Status

ScaleDP Tutorials

ScaleDP is a library for processing documents using Apache Spark. And this repository contains jupyter notebooks with tutorials and examples of usage ScaleDP library.

Source Code: https://github.com/StabRise/ScaleDP

ScaleDP includes the following features:

  • Load PDF documents/Images
  • Extract text from PDF documents/Images
  • Extract text Images/PDF documents, OCR
  • Zero-shot Data extraction from the Images/PDF documents using LLM
  • Object detection over Images/PDF documents
  • NER/LLM over Images/PDF documents
  • Visualize results on the images
  • Compatible with Spark PDF Datasource

Table of Contents

We advise to run all examples through Google Colab for the easiest setup. Google Colab allows you to run it for free. All examples were tested using Google Colab, so it should be the most stable platform. However, any other cloud provider or local run should work.

QuickStart and General Examples

ChapterNotebook
1: QuickStart with ScaleDPOpen In Colab
5: Efficient read PDF with Spark PDFOpen In Colab

OCR Examples

ChapterNotebook
1: Example of usage different OCROpen In Colab

Ner Examples

ChapterNotebook
1: NER ExamplesOpen In Colab
2: LLM NER ExamplesOpen In Colab

Embeddings Examples

ChapterNotebook
1: Text Splitting and EmbeddingsOpen In Colab

Object Detection Examples

ChapterNotebook
1: YoloOnnxDetectorOpen In Colab
2: Face DetectionOpen In Colab
3: Signature DetectionOpen In Colab
4: YoloOnnxDetectorBenchmarksOpen In Colab

De-identification Examples

ChapterNotebook
1: De-identification Text
2: De-identification Images
3: De-identification PDF Documents
4: De-identification Dicom

Local Run

Requirements

  • Python 3.11
  • Apache Spark 3.5 or higher
  • Java 8, 11
  • Tesseract 5.0 or higher
  • Jupyter Lab | Google Colab

About

Tutorials for ScaleDP library. ScaleDP is an Open-Source Library for Processing Documents in Apache Spark.

Topics

Resources

Stars

6 stars

Watchers

1 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Remove or un-stick sticky/fixed headers that block content (function() { function unstick() { document.querySelectorAll('header, nav, [role="banner"], .header, .navbar, .sticky, .fixed-top, [style*="position: fixed"], [style*="position:sticky"]').forEach(function(el) { if (el.style.position === 'fixed' || el.style.position === 'sticky' || getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') { el.style.position = 'static'; el.style.top = 'auto'; el.style.zIndex = 'auto'; } }); } unstick(); var observer = new MutationObserver(unstick); observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] }); })(); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' GitHub - StabRise/ScaleDP-Tutorials: Tutorials for ScaleDP library. ScaleDP is an Open-Source Library for Processing Documents in Apache Spark. · GitHub
Skip to content

Repository files navigation


ScaleDP

An Open-Source Library for Processing Documents in Apache Spark.

GitHubStabRiseDocumentation Status

ScaleDP Tutorials

ScaleDP is a library for processing documents using Apache Spark. And this repository contains jupyter notebooks with tutorials and examples of usage ScaleDP library.

Source Code: https://github.com/StabRise/ScaleDP

ScaleDP includes the following features:

  • Load PDF documents/Images
  • Extract text from PDF documents/Images
  • Extract text Images/PDF documents, OCR
  • Zero-shot Data extraction from the Images/PDF documents using LLM
  • Object detection over Images/PDF documents
  • NER/LLM over Images/PDF documents
  • Visualize results on the images
  • Compatible with Spark PDF Datasource

Table of Contents

We advise to run all examples through Google Colab for the easiest setup. Google Colab allows you to run it for free. All examples were tested using Google Colab, so it should be the most stable platform. However, any other cloud provider or local run should work.

QuickStart and General Examples

ChapterNotebook
1: QuickStart with ScaleDPOpen In Colab
5: Efficient read PDF with Spark PDFOpen In Colab

OCR Examples

ChapterNotebook
1: Example of usage different OCROpen In Colab

Ner Examples

ChapterNotebook
1: NER ExamplesOpen In Colab
2: LLM NER ExamplesOpen In Colab

Embeddings Examples

ChapterNotebook
1: Text Splitting and EmbeddingsOpen In Colab

Object Detection Examples

ChapterNotebook
1: YoloOnnxDetectorOpen In Colab
2: Face DetectionOpen In Colab
3: Signature DetectionOpen In Colab
4: YoloOnnxDetectorBenchmarksOpen In Colab

De-identification Examples

ChapterNotebook
1: De-identification Text
2: De-identification Images
3: De-identification PDF Documents
4: De-identification Dicom

Local Run

Requirements

  • Python 3.11
  • Apache Spark 3.5 or higher
  • Java 8, 11
  • Tesseract 5.0 or higher
  • Jupyter Lab | Google Colab

About

Tutorials for ScaleDP library. ScaleDP is an Open-Source Library for Processing Documents in Apache Spark.

Topics

Resources

Stars

6 stars

Watchers

1 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Universal Dark Mode - works on any site (function() { var enabled = true; function applyDarkMode() { if (!enabled) return; // Create style element if it doesn't exist var style = document.getElementById('universal-dark-mode-style'); if (!style) { style = document.createElement('style'); style.id = 'universal-dark-mode-style'; document.head.appendChild(style); } // Dark mode CSS - inverts colors but preserves images/video style.textContent = ' /* Invert everything except media */ html { filter: invert(1) hue-rotate(180deg) !important; background: #1a1a2e !important; } /* Restore images, videos, iframes, canvas */ img, video, iframe, canvas, svg, picture, [style*="background-image"] { filter: invert(1) hue-rotate(180deg) !important; } /* Preserve specific elements that should not be inverted */ .no-dark-mode, .no-dark-mode *, [data-theme="light"], [data-theme="light"], .ace_editor, .ace_editor *, .CodeMirror, .CodeMirror *, .monaco-editor, .monaco-editor *, .markdown-body pre, .markdown-body pre *, .highlight, .highlight *, pre code, pre code * { filter: none !important; } /* Fix common UI elements */ .modal, .popup, .dropdown-menu, .tooltip, .popover { filter: invert(1) hue-rotate(180deg) !important; background: #2d2d44 !important; border-color: #444 !important; } /* Scrollbars */ ::-webkit-scrollbar { background: #1a1a2e !important; } ::-webkit-scrollbar-thumb { background: #444 !important; } ::-webkit-scrollbar-thumb:hover { background: #555 !important; } /* Selection */ ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; } ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; } '; } function removeDarkMode() { var style = document.getElementById('universal-dark-mode-style'); if (style) style.remove(); } // Toggle with Alt+Shift+D document.addEventListener('keydown', function(e) { if (e.altKey && e.shiftKey && e.key === 'D') { e.preventDefault(); enabled = !enabled; if (enabled) { applyDarkMode(); console.log('[Universal Dark Mode] Enabled'); } else { removeDarkMode(); console.log('[Universal Dark Mode] Disabled'); } } }); // Apply on load applyDarkMode(); // Re-apply on dynamic content var observer = new MutationObserver(function(mutations) { if (enabled && !document.getElementById('universal-dark-mode-style')) { applyDarkMode(); } }); observer.observe(document.head, { childList: true }); console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle'); })(); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })(); GitHub - StabRise/ScaleDP-Tutorials: Tutorials for ScaleDP library. ScaleDP is an Open-Source Library for Processing Documents in Apache Spark. · GitHub
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ScaleDP

An Open-Source Library for Processing Documents in Apache Spark.

GitHubStabRiseDocumentation Status

ScaleDP Tutorials

ScaleDP is a library for processing documents using Apache Spark. And this repository contains jupyter notebooks with tutorials and examples of usage ScaleDP library.

Source Code: https://github.com/StabRise/ScaleDP

ScaleDP includes the following features:

  • Load PDF documents/Images
  • Extract text from PDF documents/Images
  • Extract text Images/PDF documents, OCR
  • Zero-shot Data extraction from the Images/PDF documents using LLM
  • Object detection over Images/PDF documents
  • NER/LLM over Images/PDF documents
  • Visualize results on the images
  • Compatible with Spark PDF Datasource

Table of Contents

We advise to run all examples through Google Colab for the easiest setup. Google Colab allows you to run it for free. All examples were tested using Google Colab, so it should be the most stable platform. However, any other cloud provider or local run should work.

QuickStart and General Examples

ChapterNotebook
1: QuickStart with ScaleDPOpen In Colab
5: Efficient read PDF with Spark PDFOpen In Colab

OCR Examples

ChapterNotebook
1: Example of usage different OCROpen In Colab

Ner Examples

ChapterNotebook
1: NER ExamplesOpen In Colab
2: LLM NER ExamplesOpen In Colab

Embeddings Examples

ChapterNotebook
1: Text Splitting and EmbeddingsOpen In Colab

Object Detection Examples

ChapterNotebook
1: YoloOnnxDetectorOpen In Colab
2: Face DetectionOpen In Colab
3: Signature DetectionOpen In Colab
4: YoloOnnxDetectorBenchmarksOpen In Colab

De-identification Examples

ChapterNotebook
1: De-identification Text
2: De-identification Images
3: De-identification PDF Documents
4: De-identification Dicom

Local Run

Requirements

  • Python 3.11
  • Apache Spark 3.5 or higher
  • Java 8, 11
  • Tesseract 5.0 or higher
  • Jupyter Lab | Google Colab

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Tutorials for ScaleDP library. ScaleDP is an Open-Source Library for Processing Documents in Apache Spark.

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