nlp2cmd

Examples Guide

This guide provides a comprehensive overview of all NLP2CMD examples, organized by category and complexity.

Documentation Hub - Entry point for all docs
User Guide - Complete usage tutorial
API Reference - Detailed API documentation
Python API Guide - Programmatic usage

🗂️ Examples Structure

examples/
├── 01_basics/                     # Fundamental examples and getting started
│   ├── app2schema/               # AppSpec generation from applications
│   ├── docker_basics/            # Docker command examples
│   └── kubernetes_basics/        # Kubernetes basics
├── 02_benchmarks/                # Performance testing and benchmarking
│   ├── performance_testing/      # Performance measurement tools
│   └── sequential_testing/       # Sequential test execution
├── 03_integrations/              # Integration with external systems
│   ├── pipelines/                # Pipeline integrations
│   ├── toon_format/              # Toon format examples
│   └── validation/               # Validation integrations
├── 04_domain_specific/           # Domain-specific use cases
│   ├── bioinformatics/           # Bioinformatics workflows
│   ├── data_science/             # Data science examples
│   ├── debugging/                # Debugging workflows
│   └── [10 more domains...]      # Various specialized domains
├── 05_advanced_features/         # Advanced features and experimental
│   ├── thermodynamic/            # Thermodynamic optimization
│   └── [other features...]       # Advanced capabilities
├── 06_desktop_automation/        # Desktop GUI automation
│   ├── 04_browser_tabs/          # Browser tab management
│   ├── 05_email_client/          # Email automation
│   ├── 06_env_extract/           # API key extraction
│   ├── 07_canvas_drawing/        # Canvas drawing automation
│   ├── 08_captcha_solver/        # CAPTCHA solving
│   └── 09_complex_commands/      # Complex command planning
├── 07_browser_automation/        # Browser automation examples
│   └── [browser examples...]     # Web automation workflows
├── 08_api_key_management/        # API key management tools
│   └── [key management...]       # Secure key handling
├── 09_online_drawing/            # Online drawing automation
│   ├── 01_draw_chat/             # Draw.chat automation
│   ├── 02_picsart/               # Picsart drawing
│   ├── 03_adaptive/              # Adaptive drawing
│   ├── 04_object_database/       # Object database usage
│   ├── 05_autonomous/            # Autonomous drawing
│   ├── 06_visual_validator/      # Visual validation
│   ├── 07_shape_gallery/         # Shape gallery demo
│   └── [more drawing examples...] # Advanced drawing features
├── 10_online_code_editors/       # Online code editor automation
│   ├── 01_codepen_live/          # CodePen automation
│   ├── 02_mycompiler_run/        # MyCompiler.io automation
│   ├── 03_adaptive_code/         # Adaptive code generation
│   ├── 04_jsfiddle_frontend/     # JSFiddle automation
│   └── 05_dynamic_executor/      # Dynamic code execution
├── _dynamic_orchestrator.py      # Dynamic orchestrator demo
├── run_examples.sh               # Script to run all examples
└── README.md                     # This file

🚀 Quick Start Examples

1. Basics - Getting Started

Location: examples/01_basics/

# AppSpec generation
cd examples/01_basics/app2schema
python appspec_demo.py

# Docker basics
cd examples/01_basics/docker_basics
python docker_demo.py

# Kubernetes basics
cd examples/01_basics/kubernetes_basics
python k8s_demo.py

What you’ll learn:

Basic NLP2CMD concepts
AppSpec file generation
Docker command generation
Kubernetes resource management

2. Desktop Automation

Location: examples/06_desktop_automation/

# Browser tab management
cd examples/06_desktop_automation/04_browser_tabs
bash run.sh

# Canvas drawing
cd examples/06_desktop_automation/07_canvas_drawing
python canvas_demo.py

# Complex command planning
cd examples/06_desktop_automation/09_complex_commands
python complex_planner.py

What you’ll learn:

Desktop GUI automation
Browser automation
Canvas drawing techniques
Complex command planning

3. Online Drawing

Location: examples/09_online_drawing/

# Run all drawing examples
cd examples/09_online_drawing
./run.sh

# Individual examples
./run.sh 01_draw_chat
./run.sh 02_picsart
./run.sh 03_adaptive

What you’ll learn:

Web-based drawing automation
Shape recognition and generation
Visual validation
Autonomous drawing workflows

4. Online Code Editors

Location: examples/10_online_code_editors/

# CodePen automation
cd examples/10_online_code_editors/01_codepen_live
python run.py

# Dynamic code execution
cd examples/10_online_code_editors/05_dynamic_executor
python run.py --prompt "Write fibonacci in python"

What you’ll learn:

Online code editor automation
Dynamic code generation
Code injection techniques
Output validation

5. Dynamic Orchestrator

File: examples/_dynamic_orchestrator.py

python examples/_dynamic_orchestrator.py --prompt "Create a dashboard with charts"

What you’ll learn:

LLM-driven orchestration
Multi-step task planning
Error recovery and repair
Dynamic code generation

📊 Performance Benchmarks

Lightweight examples: examples/02_benchmarks/

Canonical benchmark suite: benchmarks/

# Run lightweight performance examples
python3 examples/02_benchmarks/performance_testing/benchmark.py

# Sequential testing
python3 examples/02_benchmarks/sequential_testing/benchmark.py

# Run canonical benchmark scripts
PYTHONPATH=src python3 benchmarks/llm_benchmark.py
PYTHONPATH=src python3 benchmarks/learning_benchmark.py
PYTHONPATH=src python3 benchmarks/thermodynamic_benchmark.py

🔧 Domain-Specific Examples

Location: examples/04_domain_specific/

Available domains:

Bioinformatics - DNA sequence analysis, protein folding
Data Science - Data processing, ML pipelines
Debugging - Code debugging workflows
Finance - Trading algorithms, risk analysis
Healthcare - Medical data processing
Smart Cities - Urban management systems
And many more…

🎯 Running Examples

Prerequisites

Install NLP2CMD:
```
pip install nlp2cmd
```

Configure environment:

export NLP2CMD_MODEL="ollama/qwen2.5:7b"
export NLP2CMD_API_BASE="http://localhost:11434"

Running Individual Examples

# Navigate to example directory
cd examples/[category]/[specific_example]

# Run the example
python example.py

# Or use the run script
./run.sh

Running All Examples

# Run all examples with the master script
cd examples
./run_examples.sh

# Run specific category
./run_examples.sh --category 09_online_drawing

# Run with specific options
./run_examples.sh --headless --verbose

🛠️ Configuration

Most examples support configuration via:

Command line arguments:

python example.py --model gpt-4 --headless --verbose

Environment variables:

export NLP2CMD_MODEL="gpt-4"
export NLP2CMD_HEADLESS="true"
export NLP2CMD_VERBOSE="true"

Configuration files:

# config.yaml
model: "gpt-4"
headless: true
verbose: true
timeout: 30000

📝 Example Categories Explained

01_basics

Fundamental examples for beginners. Learn the core concepts of NLP2CMD.

02_benchmarks

Performance measurement and testing tools. Evaluate system performance.

03_integrations

Integration examples with external systems and APIs.

04_domain_specific

Specialized examples for specific domains and industries.

05_advanced_features

Advanced and experimental features. Cutting-edge capabilities.

06_desktop_automation

Desktop GUI automation examples. Automate desktop applications.

07_browser_automation

Browser automation examples. Web scraping and automation.

08_api_key_management

Tools for managing API keys and credentials securely.

09_online_drawing

Online drawing automation. Create art on web-based drawing tools.

10_online_code_editors

Online code editor automation. Write and execute code in web editors.

🔍 Troubleshooting

Common Issues

Model not available:

# Pull the model
ollama pull qwen2.5:7b

Permission denied:

# Make scripts executable
chmod +x examples/**/*.sh

Missing dependencies:

# Install additional dependencies
pip install playwright
playwright install chromium

Getting Help

Check individual example READMEs
Review the main documentation
Open an issue on GitHub

🚀 Next Steps

Start with basics in 01_basics/
Explore your domain in 04_domain_specific/
Try advanced features in 05_advanced_features/
Build your own examples using the patterns shown

📚 Additional Resources

Architecture Guide - System architecture
Thermodynamic Integration - Advanced optimization
Contributing Guide - Development guidelines

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nlp2cmd

Examples Guide

📚 Related Documentation

🗂️ Examples Structure

🚀 Quick Start Examples

1. Basics - Getting Started

2. Desktop Automation

3. Online Drawing

4. Online Code Editors

5. Dynamic Orchestrator

📊 Performance Benchmarks

🔧 Domain-Specific Examples

🎯 Running Examples

Prerequisites

Running Individual Examples

Running All Examples

🛠️ Configuration

📝 Example Categories Explained

01_basics

02_benchmarks

03_integrations

04_domain_specific

05_advanced_features

06_desktop_automation

07_browser_automation

08_api_key_management

09_online_drawing

10_online_code_editors

🔍 Troubleshooting

Common Issues

Getting Help

🚀 Next Steps

📚 Additional Resources