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KaifAhmad1 04eea7e7eb Update documentation: reduce code examples, add cookbook links, improve structure
- Reduced code examples in all guide pages (getting-started, quickstart, concepts, modules, examples, use-cases, learning-more)
- Added comprehensive cookbook links with descriptions (topics, difficulty, time, use cases)
- Improved structure and organization across all guide pages
- Updated use-cases.md to only include use cases with corresponding cookbooks
- Removed 'Last Updated: 2024' from all documentation files
- Enhanced navigation with better 'Next Steps' sections
2025-12-31 15:19:08 +05:30

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Installation

Get Semantica up and running in minutes.

!!! success "Now Available on PyPI!" Semantica is officially published on PyPI! Install it with a single command: pip install semantica

!!! note "System Requirements" Semantica requires Python 3.8 or higher. For best performance, we recommend Python 3.10+.

Prerequisites

Before installing Semantica, ensure you have:

  • Python 3.8 or higher - Check your version:
    python --version
    
  • pip - Python package installer (usually comes with Python)

Basic Installation

Install Semantica from PyPI:

pip install semantica

This installs Semantica with all core dependencies.

!!! tip "Virtual Environment" We recommend installing Semantica in a virtual environment to avoid dependency conflicts. Use python -m venv venv to create one, then activate it before installing.

Verify Installation

Verify that Semantica is installed correctly:

python -c "import semantica; print(semantica.__version__)"

Expected output:

0.1.0

You can also check the installation:

pip show semantica

Development Installation

To install Semantica in development mode (for contributing):

# Clone the repository
git clone https://github.com/Hawksight-AI/semantica.git
cd semantica

# Install in editable mode
pip install -e .

# Or install with development dependencies
pip install -e ".[dev]"

Optional Dependencies

Semantica supports optional features that can be installed separately:

GPU Support

For GPU-accelerated operations:

pip install semantica[gpu]

This includes:

  • PyTorch with CUDA support
  • FAISS GPU
  • CuPy

Visualization

For enhanced visualization capabilities:

pip install semantica[viz]

Includes:

  • PyVis for interactive graphs
  • Graphviz for static diagrams
  • UMAP for dimensionality reduction

LLM Providers

Install all LLM provider integrations:

pip install semantica[llm-all]

Or install specific providers:

# OpenAI
pip install semantica[llm-openai]

# Anthropic
pip install semantica[llm-anthropic]

# Google Gemini
pip install semantica[llm-gemini]

# Groq
pip install semantica[llm-groq]

# Ollama
pip install semantica[llm-ollama]

Cloud Integrations

For cloud storage and deployment:

pip install semantica[cloud]

Includes:

  • AWS S3 (boto3)
  • Azure Blob Storage
  • Google Cloud Storage
  • Kubernetes support

All Optional Features

Install everything:

pip install semantica[all]

It's recommended to use a virtual environment:

=== "venv"

```bash
# Create virtual environment
python -m venv venv

# Activate (Windows)
venv\Scripts\activate

# Activate (Linux/Mac)
source venv/bin/activate

# Install Semantica
pip install semantica
```

=== "conda"

```bash
# Create conda environment
conda create -n semantica python=3.11
conda activate semantica

# Install Semantica
pip install semantica
```

Troubleshooting

Common Issues

ModuleNotFoundError

Error: ModuleNotFoundError: No module named 'semantica'

Solutions:

  • Make sure you've activated the correct Python environment
  • Verify installation: pip list | grep semantica
  • Reinstall: pip install --upgrade semantica

Installation Fails

Error: Installation fails with dependency errors

Solutions:

  • Upgrade pip: pip install --upgrade pip
  • Install build tools: pip install build wheel
  • Try installing without optional dependencies first: pip install semantica --no-deps

GPU Dependencies Fail

Error: GPU dependencies fail to install

Solutions:

  • Install CPU-only version first: pip install semantica
  • Then add GPU support: pip install semantica[gpu]
  • Check CUDA compatibility for your system

Permission Errors

Error: Permission denied during installation

Solutions:

  • Use --user flag: pip install --user semantica
  • Use virtual environment (recommended)
  • On Linux/Mac, avoid using sudo with pip

System Requirements

Component Minimum Recommended
Python 3.8 3.11+
RAM Moderate Ample for your dataset
Disk Space Sufficient for data Generous storage
OS Windows/Linux/Mac Linux/Mac

After Installation

Once Semantica is installed, verify your setup and get started:

Verify Your Installation

Test that everything works correctly:

python -c "import semantica; print(semantica.__version__)"

For detailed setup verification and first steps, see:

  • Welcome to Semantica Cookbook: Verify installation and explore all modules
    • Topics: Framework overview, installation verification, module exploration
    • Difficulty: Beginner
    • Time: 30-45 minutes
    • Use Cases: First-time setup, understanding the framework

Next Steps

Now that Semantica is installed:

  1. Quick Start Guide - Build your first knowledge graph in 5 minutes
  2. Getting Started Guide - Learn the fundamentals
  3. Examples - See real-world use cases
  4. Cookbook - Interactive Jupyter notebook tutorials

Start with these interactive tutorials:

  • Welcome to Semantica: Comprehensive introduction

    • Topics: Framework overview, all modules, architecture, configuration
    • Difficulty: Beginner
    • Time: 30-45 minutes
    • Use Cases: First-time users, understanding the framework
  • Your First Knowledge Graph: Build your first graph

    • Topics: Entity extraction, relationship extraction, graph construction
    • Difficulty: Beginner
    • Time: 20-30 minutes
    • Use Cases: Hands-on practice, quick start

Getting Help

If you encounter issues:

For installation and setup help: