Skip to main content

A powerful AI coding assistant framework

Project description

WhyML - Advanced YAML Manifest System

 ██╗    ██╗██╗  ██╗██╗   ██╗███╗   ███╗██╗     
 ██║    ██║██║  ██║╚██╗ ██╔╝████╗ ████║██║     
 ██║ █╗ ██║███████║ ╚████╔╝ ██╔████╔██║██║     
 ██║███╗██║██╔══██║  ╚██╔╝  ██║╚██╔╝██║██║     
 ╚███╔███╔╝██║  ██║   ██║   ██║ ╚═╝ ██║███████╗
  ╚══╝╚══╝ ╚═╝  ╚═╝   ╚═╝   ╚═╝     ╚═╝╚══════╝

Advanced YAML-based component generation and multi-format conversion

Python License Tests Coverage

📚 Table of Contents

🚀 Getting Started

📋 Documentation

💡 Examples & Tutorials

🛠️ Development

🎯 Key Features

Overview

WhyML is a powerful Python package that transforms YAML manifests into multiple output formats including HTML, React, Vue, and PHP. It provides a comprehensive system for component-based development with template inheritance, dependency resolution, and intelligent web scraping capabilities.

Key Features

  • 🚀 Multi-Format Conversion: Generate HTML, React (JSX/TSX), Vue (SFC), and PHP from YAML manifests
  • 🔗 Template Inheritance: Advanced inheritance system with dependency resolution and circular dependency detection
  • 🎨 CSS Integration: Built-in support for CSS frameworks (Bootstrap, Tailwind, Foundation)
  • 🕷️ Advanced Web Scraping: Intelligent website-to-manifest conversion with:
    • Structure Simplification: Reduce HTML nesting depth and flatten unnecessary containers
    • Selective Section Generation: Extract only specific sections (metadata, analysis, imports, etc.)
    • Page Analysis: Automatic detection of page types, SEO analysis, and accessibility metrics
    • Testing Workflow: Complete scrape → YAML → HTML comparison with accuracy metrics
  • Async Processing: High-performance asynchronous manifest loading and processing
  • 🧪 Comprehensive Testing: Extensive test suite with 95%+ coverage
  • 🛠️ CLI & API: Command-line interface and FastAPI server for integration

🚀 Quick Example: Complete Webpage Scraping & Regeneration

Here's a practical example showing how WhyML can scrape a webpage, simplify its structure, and regenerate it as clean HTML from a YAML manifest:

Step 1: Scrape a webpage and generate YAML manifest

whyml scrape https://example.com --output scraped-manifest.yaml --simplify-structure --max-depth 5

img.png

Step 2: Convert YAML manifest back to HTML

whyml convert --from scraped-manifest.yaml --to regenerated.html --as html

structure

Step 3: Compare and validate (optional)

whyml scrape https://example.com --test-conversion --output-html regenerated.html

img_1.png

📁 Complete Example Files:

🎯 What This Achieves:

  • Converts complex webpage to maintainable YAML structure
  • Simplifies HTML while preserving semantic meaning
  • Enables easy customization through template variables
  • Supports regeneration to multiple formats (HTML, React, Vue, PHP)

Installation

pip install whyml

For development:

git clone https://github.com/dynapsys/whyml.git
cd whyml
pip install -e .

Quick Start

Basic Usage

import asyncio
from whyml import WhyMLProcessor

async def main():
    processor = WhyMLProcessor()
    
    # Convert YAML manifest to HTML
    html_result = await processor.convert_to_html('path/to/manifest.yaml')
    html_result.save_to_file('output.html')
    
    # Convert to React component
    react_result = await processor.convert_to_react('path/to/manifest.yaml')
    react_result.save_to_file('Component.tsx')

asyncio.run(main())

Example YAML Manifest

metadata:
  title: "Landing Page"
  description: "Modern landing page component"
  version: "1.0.0"

template_vars:
  primary_color: "#007bff"
  hero_text: "Welcome to Our Product"
  cta_text: "Get Started"

styles:
  hero:
    background: "linear-gradient(135deg, {{ primary_color }}, #0056b3)"
    padding: "80px 0"
    text-align: "center"
    color: "white"
  
  cta_button:
    background: "#28a745"
    padding: "15px 30px"
    border: "none"
    border-radius: "5px"
    color: "white"
    font-weight: "bold"
    cursor: "pointer"

structure:
  main:
    class: "hero-section"
    children:
      div:
        class: "container"
        children:
          - h1:
              text: "{{ hero_text }}"
              class: "display-4"
          - p:
              text: "Transform your ideas into reality with our powerful platform"
              class: "lead"
          - button:
              text: "{{ cta_text }}"
              class: "btn btn-success btn-lg"

Advanced Web Scraping

WhyML provides powerful web scraping capabilities with advanced structure simplification and analysis features, perfect for website refactoring, monitoring, and cross-platform development.

Structure Simplification

Reduce complex HTML structures while preserving content and semantic meaning:

# Limit nesting depth to reduce YAML complexity
whyml scrape https://example.com --max-depth 3

# Flatten unnecessary wrapper divs
whyml scrape https://example.com --flatten-containers

# Apply general structure simplification
whyml scrape https://example.com --simplify-structure

# Combine multiple simplification options
whyml scrape https://blog.example.com \
  --max-depth 2 \
  --flatten-containers \
  --simplify-structure

Selective Section Generation

Extract only the sections you need for specific use cases:

# Extract only page analysis (page type detection, SEO metrics)
whyml scrape https://example.com --section analysis

# Get metadata and imports for quick inspection
whyml scrape https://example.com --section metadata --section imports

# Perfect for monitoring - extract only essential data
whyml scrape https://ecommerce-site.com --section analysis --section metadata

# Multiple sections for refactoring projects
whyml scrape https://legacy-site.com \
  --section structure \
  --section styles \
  --max-depth 3

Testing & Comparison Workflow

Validate conversion accuracy with comprehensive testing:

# Complete round-trip testing: scrape → YAML → HTML → compare
whyml scrape https://example.com --test-conversion

# Save regenerated HTML for manual inspection
whyml scrape https://example.com \
  --test-conversion \
  --output-html regenerated.html

# Test with simplification settings
whyml scrape https://complex-site.com \
  --test-conversion \
  --max-depth 2 \
  --flatten-containers \
  --output-html simplified.html

Page Analysis Features

Automatic detection and analysis of web page characteristics:

  • Page Type Detection: blog, e-commerce, landing page, portfolio, etc.
  • Content Statistics: word count, element count, links, images
  • Structure Complexity: nesting depth, semantic elements analysis
  • SEO Analysis: meta descriptions, heading structure, alt attributes
  • Accessibility Metrics: alt text coverage, heading hierarchy, language attributes

Real-World Use Cases

Website Refactoring

# Create simplified representations for legacy website modernization
whyml scrape https://legacy-corporate-site.com \
  --simplify-structure \
  --max-depth 3 \
  --flatten-containers \
  --output refactored-manifest.yaml

Cross-Platform Development

# Extract essential structure for mobile app development
whyml scrape https://web-app.com \
  --section structure \
  --section metadata \
  --max-depth 2 \
  --no-preserve-semantic

Website Monitoring

# Track page changes with essential data only
whyml scrape https://competitor-site.com \
  --section analysis \
  --section metadata \
  --output monitoring-$(date +%Y%m%d).yaml

Content Migration

# Test conversion accuracy for content migration projects
whyml scrape https://source-site.com \
  --test-conversion \
  --section structure \
  --section imports \
  --output-html migrated-preview.html
border-radius: "8px"
font-size: "1.2rem"

interactions: cta_click: "handleCTAClick" scroll_tracking: "trackScrollPosition"

structure: div: class: "container" children: - section: class: "hero" children: - h1: text: "{{ hero_text }}" - button: class: "cta_button" text: "{{ cta_text }}" onClick: "cta_click"


## Core Components

### Manifest Loader

Handles YAML manifest loading with advanced features:

- **Async Loading**: Non-blocking file and URL loading
- **Dependency Resolution**: Automatic resolution of manifest dependencies
- **Template Inheritance**: Support for `extends` relationships
- **Caching**: TTL-based caching for performance
- **Error Handling**: Comprehensive error reporting

```python
from whyml.manifest_loader import ManifestLoader

async with ManifestLoader() as loader:
    manifest = await loader.load_manifest('manifest.yaml')

Manifest Processor

Processes loaded manifests with template resolution:

  • Template Variables: Jinja2-based template processing
  • Style Optimization: CSS optimization and merging
  • Validation: Schema validation and error detection
  • Inheritance Merging: Smart merging of inherited manifests
from whyml.manifest_processor import ManifestProcessor

processor = ManifestProcessor()
processed = processor.process_manifest(raw_manifest)

Format Converters

HTML Converter

Generates semantic, optimized HTML with integrated CSS:

from whyml.converters import HTMLConverter

converter = HTMLConverter(
    css_framework='bootstrap',
    optimize_output=True,
    include_meta_tags=True
)
result = converter.convert(manifest)

React Converter

Creates React functional components with TypeScript support:

from whyml.converters import ReactConverter

converter = ReactConverter(
    use_typescript=True,
    component_type='functional',
    css_framework='tailwind'
)
result = converter.convert(manifest)

Vue Converter

Generates Vue 3 Single File Components:

from whyml.converters import VueConverter

converter = VueConverter(
    vue_version='3',
    use_composition_api=True,
    use_typescript=True
)
result = converter.convert(manifest)

PHP Converter

Creates modern PHP classes with templating:

from whyml.converters import PHPConverter

converter = PHPConverter(
    namespace='App\\Components',
    php_version='8.1',
    use_type_declarations=True
)
result = converter.convert(manifest)

Web Scraping

Intelligent website analysis and manifest generation:

from whyml.scrapers import URLScraper, WebpageAnalyzer

async with URLScraper() as scraper:
    manifest = await scraper.scrape_url('https://example.com')
    
analyzer = WebpageAnalyzer()
analysis = analyzer.analyze_webpage(soup, url)

Advanced Features

Template Inheritance

Create reusable base components:

# base-component.yaml
metadata:
  title: "Base Component"
  version: "1.0.0"

styles:
  container: "width: 100%; padding: 20px;"
  
structure:
  div:
    class: "container"
    children:
      h1:
        text: "{{ title }}"
# child-component.yaml
extends: "./base-component.yaml"

metadata:
  title: "Child Component"
  description: "Extends base component"

styles:
  content: "margin: 10px 0;"

structure:
  div:
    class: "container"
    children:
      - h1:
          text: "{{ title }}"
      - p:
          class: "content"
          text: "{{ description }}"

Dependency Management

imports:
  - "https://cdn.jsdelivr.net/npm/bootstrap@5.1.3/dist/css/bootstrap.min.css"
  - "./shared/styles.css"

dependencies:
  - "./components/header.yaml"
  - "./components/footer.yaml"

Interactive Elements

interactions:
  button_click: "handleButtonClick"
  form_submit: "handleFormSubmit"
  state_counter: "useState(0)"
  effect_mount: "useEffect(() => {}, [])"

structure:
  form:
    onSubmit: "form_submit"
    children:
      - input:
          type: "text"
          placeholder: "Enter text"
      - button:
          onClick: "button_click"
          text: "Submit"

CLI Usage

Development Server (whyml run)

# Start development server (default: manifest.yaml on port 8080)
whyml run

# Custom manifest and port
whyml run -f manifest.yaml -p 8080 -h localhost

# Production deployment with TLS
whyml run -f manifest.yaml --port 443 --host yourdomain.com --tls-provider letsencrypt

# Development with file watching and auto-reload
whyml run -f manifest.yaml --watch --caddy-config Caddyfile.json

Natural Language Conversion

# Convert using intuitive syntax
whyml convert --from manifest.yaml --to index.html -as html
whyml convert --from manifest.yaml --to App.tsx -as react
whyml convert --from manifest.yaml --to App.vue -as vue
whyml convert --from manifest.yaml --to app.html -as spa
whyml convert --from manifest.yaml --to pwa-app.html -as pwa

# With environment variables and configuration
whyml convert --from manifest.yaml --to app.html -as pwa --env-file .env --config pwa.json

Application Generation

# Generate Progressive Web App
whyml generate pwa -f manifest.yaml -o ./pwa-app

# Generate Single Page Application
whyml generate spa -f manifest.yaml -o ./spa-app

# Generate mobile app configuration (APK via Capacitor)
whyml generate apk -f manifest.yaml -o ./mobile-app

# Generate desktop app (Tauri)
whyml generate tauri -f manifest.yaml -o ./desktop-app

# Generate Docker configuration
whyml generate docker -f manifest.yaml -o ./docker-config

# Generate Caddy server configuration
whyml generate caddy -f manifest.yaml -o ./Caddyfile.json

Legacy Commands (Still Supported)

# Validate manifest
whyml validate manifest.yaml

# Scrape website to manifest
whyml scrape https://example.com --output scraped-manifest.yaml

# Alternative server command (alias for run)
whyml serve -f manifest.yaml --port 3000 --watch

API Server

Start the FastAPI server for REST API access:

whyml server --port 8000

API Endpoints

  • POST /api/convert - Convert manifest to specified format
  • GET /api/manifest/{name} - Load manifest by name
  • POST /api/scrape - Scrape URL to manifest
  • POST /api/validate - Validate manifest structure
  • GET /api/health - Health check endpoint

Testing

Run the comprehensive test suite:

# Install development dependencies
pip install -r requirements-dev.txt

# Run all tests
pytest

# Run with coverage
pytest --cov=whyml --cov-report=html

# Run specific test modules
pytest tests/test_converters.py
pytest tests/test_manifest_loader.py
# ✅ Selective section generation - WORKS NOW!
whyml scrape https://example.com --section analysis --section metadata

# ✅ Structure simplification for refactoring
whyml scrape https://tom.sapletta.com --max-depth 3 --flatten-containers --simplify-structure

# ✅ Complete testing workflow with comparison
whyml scrape https://example.com --test-conversion --output-html regenerated.html

# ✅ Monitoring-friendly simple extraction  
whyml scrape https://blog.example.com --section analysis --max-depth 2

Architecture

┌─────────────────┐    ┌──────────────────┐    ┌─────────────────┐
│   YAML Input    │────│  Manifest Loader │────│ Manifest Processor│
│   • Files       │    │  • Async Loading │    │ • Template Vars  │
│   • URLs        │    │  • Dependency    │    │ • Validation     │
│   • Inheritance │    │    Resolution    │    │ • Optimization   │
└─────────────────┘    └──────────────────┘    └─────────────────┘
                                                          │
                       ┌──────────────────────────────────┴───────────────────┐
                       │                                                      │
┌─────────────────┐    │                                    ┌─────────────────┐
│   Converters    │────┤                                    │   Web Scrapers  │
│   • HTML        │    │                                    │   • URL Scraper │
│   • React       │    │          WhyML Core               │   • Page Analysis│
│   • Vue         │    │                                    │   • Structure   │
│   • PHP         │    │                                    │     Detection   │
└─────────────────┘    │                                    └─────────────────┘
                       │                                                      │
┌─────────────────┐    │                                    ┌─────────────────┐
│   CLI/API       │────┤                                    │   Output        │
│   • Commands    │    │                                    │   • Files       │
│   • FastAPI     │    │                                    │   • Validation  │
│   • Development │    │                                    │   • Optimization│
└─────────────────┘    └──────────────────────────────────────────────────────┘

Configuration

Environment Variables

export WHYML_CACHE_SIZE=1000
export WHYML_CACHE_TTL=3600
export WHYML_DEFAULT_FORMAT=html
export WHYML_OUTPUT_DIR=./output
export WHYML_MANIFEST_DIR=./manifests

Configuration File

# whyml.config.yaml
cache:
  size: 1000
  ttl: 3600

conversion:
  optimize_output: true
  include_meta_tags: true
  css_framework: "bootstrap"

validation:
  strict_mode: false
  allow_unknown_properties: true

scraping:
  user_agent: "WhyML-Scraper/1.0"
  timeout: 30
  extract_styles: true

Contributing

We welcome contributions! Please see CONTRIBUTING.md for guidelines.

Development Setup

git clone https://github.com/dynapsys/whyml.git
cd whyml
python -m venv venv
source venv/bin/activate  # or venv\Scripts\activate on Windows
pip install -e .
pip install -r requirements-dev.txt

Running Tests

pytest                          # Run all tests
pytest --cov=whyml             # With coverage
pytest -v tests/test_*.py       # Verbose output
pytest --benchmark-only         # Performance tests

License

Licensed under the Apache License, Version 2.0. See LICENSE for details.

Changelog

v1.0.0 (2024-01-15)

  • Initial release
  • Core manifest loading and processing
  • HTML, React, Vue, PHP converters
  • Web scraping capabilities
  • Comprehensive test suite
  • CLI and API interfaces

Support


Made with ❤️ by Tom Sapletta

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

whyml-0.1.22.tar.gz (131.7 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

whyml-0.1.22-py3-none-any.whl (111.7 kB view details)

Uploaded Python 3

File details

Details for the file whyml-0.1.22.tar.gz.

File metadata

  • Download URL: whyml-0.1.22.tar.gz
  • Upload date:
  • Size: 131.7 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.12.0

File hashes

Hashes for whyml-0.1.22.tar.gz
Algorithm Hash digest
SHA256 e6915e8d7184dfa522de1958d685fc1a7db96eb618348b7610b967e8133e11f2
MD5 405d02325193fbeff9b1d01a05d88a8b
BLAKE2b-256 990f7d5a31818cbf6d9ed71a5a90d5f04ce4afcb92c5115fc1c15b24ebc93ea4

See more details on using hashes here.

File details

Details for the file whyml-0.1.22-py3-none-any.whl.

File metadata

  • Download URL: whyml-0.1.22-py3-none-any.whl
  • Upload date:
  • Size: 111.7 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.12.0

File hashes

Hashes for whyml-0.1.22-py3-none-any.whl
Algorithm Hash digest
SHA256 10170f0a8f2491006cb31589e48c1f20451be37a3e9bcc2f90e8e9ba5b69536f
MD5 85896ac4926cd6718548b8cb79443cf8
BLAKE2b-256 678821d5c11b60ebaebc739089411d3c722298fc56a786705b6a85cff099e00f

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page