PaddleOCR Document Parsing

Use this skill to extract structured Markdown/JSON from PDFs and document images—tables with cell-level precision, formulas as LaTeX, figures, seals, charts, headers/footers, multi-column layout and correct reading order. Trigger terms: 文档解析, 版面分析, 版面还原, 表格提取, 公式识别, 多栏排版, 扫描件结构化, 发票, 财报, 复杂 PDF, PDF转Markdown, 图表, 阅读顺序; reading order, formula, LaTeX, layout parsing, structure extraction, PP-StructureV3, PaddleOCR-VL.

When to Use This Skill

Use this skill for:

• Documents with tables (invoices, financial reports, spreadsheets)
• Documents with mathematical formulas (academic papers, scientific documents)
• Documents with charts and diagrams
• Multi-column layouts (newspapers, magazines, brochures)
• Complex document structures requiring layout analysis

Usage

Basic Document Parsing

From URL:

paddleocr api \
  --model_type doc_parsing \
  --file_url "https://example.com/report.pdf"

From local file:

paddleocr api \
  --model_type doc_parsing \
  --file_path "./document.pdf"

Common Options

# With specific model
paddleocr api \
  --model_type doc_parsing \
  --model PP-StructureV3 \
  --file_path "./report.pdf"

# Disable preprocessing (faster, for flat/well-oriented images)
paddleocr api \
  --model_type doc_parsing \
  --file_path "./document.pdf" \
  --use_doc_unwarping False \
  --use_doc_orientation_classify False

# With page ranges
paddleocr api \
  --model_type doc_parsing \
  --file_path "./large.pdf" \
  --page_ranges "1-5,10,15-20"

# Save result and resources
paddleocr api \
  --model_type doc_parsing \
  --file_url "https://..." \
  --output result.json \
  --save_resources ./resources

# Prettify markdown output
paddleocr api \
  --model_type doc_parsing \
  --file_path "./document.pdf" \
  --prettify_markdown True

Output Format

{
  "jobId": "job-xxx",
  "pages": [
    {
      "markdownText": "# Title\n\nContent...",
      "markdownImages": {
        "img1": "https://...",
        "img2": "https://..."
      },
      "outputImages": {
        "layout1": "https://..."
      }
    }
  ]
}

Important Notes

Preprocessing options: For flat, well-oriented images (screenshots, properly scanned documents), you can disable preprocessing for faster results:

paddleocr api --model_type doc_parsing --file_path "./document.pdf" --use_doc_unwarping False --use_doc_orientation_classify False

Keep preprocessing enabled when:

• The input is a photo of a curved or folded document
• The document has significant perspective distortion
• Orientation is uncertain (rotated 90/180/270 degrees)

Display complete results: Always show the full extracted content to users. Do not truncate with "..." unless content exceeds 10,000 characters. When multiple pages are processed, summarize if needed but provide complete results when explicitly requested.

Handle errors gracefully: When the CLI returns an error, inform the user of the specific issue rather than silently failing. Common errors:

• Authentication: PADDLEOCR_ACCESS_TOKEN invalid or missing
• Quota: API rate limit exceeded
• No content detected: Document may be blank or contain no extractable text

CLI Reference

Run paddleocr api --help for all options.

For full documentation, see: PaddleOCR Official Documentation