mirror of
https://github.com/semantica-agi/semantica.git
synced 2026-08-29 04:26:20 +00:00
KaifAhmad1
409f3fdd27
- Added grid‑card layouts, icons, and admonitions to all reference pages - Removed all mkdocstrings ::: directives that caused alias‑resolution errors - Fixed export module alias issue (RDFExporter) by cleaning the docs - Updated README‑style sections for better readability - Added a PowerShell helper script (remove_mkdocstrings.ps1) for future clean‑ups
119 lines
3.2 KiB
Markdown
119 lines
3.2 KiB
Markdown
# Getting Started
|
|
|
|
## Welcome to Semantica
|
|
|
|
**Semantica** is a comprehensive knowledge graph and semantic processing framework designed for building production-ready semantic AI applications.
|
|
|
|
### 🎯 What You'll Learn
|
|
- What Semantica is and why it's useful
|
|
- How to install and configure the framework
|
|
- Understanding the framework architecture
|
|
- Key concepts and terminology
|
|
- Next steps for getting started
|
|
|
|
---
|
|
|
|
## 🚀 What is Semantica?
|
|
|
|
Semantica is a powerful, production-ready framework for:
|
|
|
|
- **Building Knowledge Graphs**: Transform unstructured data into structured knowledge graphs.
|
|
- **Semantic Processing**: Extract entities, relationships, and meaning from text, images, and audio.
|
|
- **GraphRAG**: Next-generation retrieval augmented generation using knowledge graphs.
|
|
- **Temporal Analysis**: Time-aware knowledge graphs for tracking changes over time.
|
|
- **Multi-Modal Processing**: Handle text, images, audio, and structured data.
|
|
- **Enterprise Features**: Quality assurance, conflict resolution, ontology generation, and more.
|
|
|
|
---
|
|
|
|
## 💡 Use Cases
|
|
|
|
| Domain | Application |
|
|
| :--- | :--- |
|
|
| **Cybersecurity** | Threat intelligence and analysis |
|
|
| **Healthcare** | Medical research and patient data analysis |
|
|
| **Finance** | Fraud detection and financial analysis |
|
|
| **Supply Chain** | Optimization and risk management |
|
|
| **Research** | Knowledge management and literature review |
|
|
| **AI Systems** | Multi-agent memory and reasoning |
|
|
|
|
---
|
|
|
|
## 📦 Installation & Setup
|
|
|
|
### Prerequisites
|
|
Before installing Semantica, ensure you have:
|
|
- **Python 3.8** or higher
|
|
- **pip** package manager
|
|
- (Optional) Virtual environment for isolation
|
|
|
|
### Installation Methods
|
|
|
|
=== "PyPI (Stable)"
|
|
```bash
|
|
pip install semantica
|
|
```
|
|
|
|
=== "Source (Dev)"
|
|
```bash
|
|
git clone https://github.com/Hawksight-AI/semantica.git
|
|
cd semantica
|
|
pip install -e .
|
|
```
|
|
|
|
=== "Extras"
|
|
```bash
|
|
pip install semantica[all] # Install all optional dependencies
|
|
pip install semantica[gpu] # Install GPU support
|
|
pip install semantica[visualization] # Install visualization tools
|
|
```
|
|
|
|
### Verify Installation
|
|
|
|
```python
|
|
import semantica
|
|
print(semantica.version)
|
|
```
|
|
|
|
---
|
|
|
|
## ⚙️ Configuration
|
|
|
|
Semantica can be configured using environment variables or a configuration file.
|
|
|
|
### Environment Variables
|
|
|
|
```bash
|
|
export SEMANTICA_API_KEY=your_openai_key
|
|
export SEMANTICA_EMBEDDING_PROVIDER=openai
|
|
export SEMANTICA_MODEL_NAME=gpt-4
|
|
```
|
|
|
|
### Config File (`config.yaml`)
|
|
|
|
```yaml
|
|
api_keys:
|
|
openai: your_key_here
|
|
anthropic: your_key_here
|
|
|
|
embedding:
|
|
provider: openai
|
|
model: text-embedding-3-large
|
|
dimensions: 3072
|
|
|
|
knowledge_graph:
|
|
backend: networkx # or neo4j, arangodb
|
|
temporal: true
|
|
```
|
|
|
|
---
|
|
|
|
## ⏭️ Next Steps
|
|
|
|
Now that you understand the basics, here are recommended next steps:
|
|
|
|
1. **[Your First Knowledge Graph](cookbook/introduction/Your_First_Knowledge_Graph.ipynb)**: Build your first knowledge graph from a document.
|
|
2. **[Configuration Basics](cookbook/introduction/Configuration_Basics.ipynb)**: Set up configuration files and API keys.
|
|
3. **[Core Workflows](cookbook.md#core-workflows)**: Learn common patterns and workflows.
|
|
4. **[Use Cases](cookbook.md#use-cases)**: Explore domain-specific applications.
|