mirror of
https://github.com/semantica-agi/semantica.git
synced 2026-08-29 04:26:20 +00:00
Comprehensive documentation improvements
- Restructured guides with grid cards and better formatting - Expanded cookbook to include all 39 use case notebooks - Streamlined all resource files to be concise - Removed time estimates throughout documentation - Fixed broken GitHub links - Updated version to 0.0.5 and year to 2025 - Improved architecture documentation with Mermaid diagrams - Enhanced FAQ with plain Q&A format - Made all documentation consistent and professional
This commit is contained in:
KaifAhmad1
+98
-307
@@ -1,324 +1,96 @@
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# Architecture
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This document describes the architecture of the Semantica framework.
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Semantica's modular, extensible framework for semantic intelligence and knowledge engineering.
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## Overview
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---
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Semantica is built as a modular, extensible framework for semantic intelligence and knowledge engineering. The architecture is designed to be:
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## Design Principles
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- **Modular**: Independent, reusable components
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- **Extensible**: Easy to add new functionality
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- **Scalable**: Handle large-scale data processing
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- **Maintainable**: Clear separation of concerns
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---
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## System Architecture
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```
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┌─────────────────────────────────────────────────────────────┐
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│ SEMANTICA FRAMEWORK │
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├─────────────────────────────────────────────────────────────┤
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│ │
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│ ┌─────────────────────────────────────────────────────┐ │
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│ │ DATA INGESTION LAYER │ │
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│ │ ┌──────┬──────┬──────┬──────┬──────┬──────────┐ │ │
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│ │ │Files │ Web │Feeds │ APIs │Stream│ Archives │ │ │
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│ │ └──────┴──────┴──────┴──────┴──────┴──────────┘ │ │
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│ │ 50+ Formats • Real-time • Multi-modal │ │
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│ └─────────────────────────────────────────────────────┘ │
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│ ↓ │
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│ ┌─────────────────────────────────────────────────────┐ │
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│ │ SEMANTIC PROCESSING LAYER │ │
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│ │ ┌──────────┬────────────┬────────────┬──────────┐ │ │
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│ │ │ Parse │ Normalize │ Extract │ Build │ │ │
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│ │ │ │ │ Semantics │ Graph │ │ │
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│ │ └──────────┴────────────┴────────────┴──────────┘ │ │
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│ │ NLP • Embeddings • Ontologies • Quality Assurance│ │ │
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│ └─────────────────────────────────────────────────────┘ │
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│ ↓ │
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│ ┌─────────────────────────────────────────────────────┐ │
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│ │ APPLICATION LAYER │ │
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│ │ ┌──────────┬────────────┬────────────┬──────────┐ │ │
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│ │ │ GraphRAG │ AI Agents │Multi-Agent │Analytics │ │ │
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│ │ │ │ │ Systems │ Copilots │ │ │
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│ │ └──────────┴────────────┴────────────┴──────────┘ │ │
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│ │ Hybrid Retrieval • Context • Reasoning │ │ │
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│ └─────────────────────────────────────────────────────┘ │
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│ │
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└─────────────────────────────────────────────────────────────┘
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```mermaid
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graph TB
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A[Data Ingestion Layer] --> B[Semantic Processing Layer]
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B --> C[Application Layer]
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A1[Files • Web • APIs • Streams] --> A
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B1[Parse • Normalize • Extract • Build] --> B
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C1[GraphRAG • AI Agents • Analytics] --> C
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```
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## Module Architecture
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### Three-Layer Architecture
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### Core Modules
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**1. Data Ingestion Layer**
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- 50+ file formats (PDF, DOCX, JSON, CSV, etc.)
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- Web scraping and APIs
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- Real-time streams (Kafka, RabbitMQ)
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- Database connectors (SQL, NoSQL)
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#### `semantica.core`
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**2. Semantic Processing Layer**
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- Document parsing and normalization
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- Entity and relationship extraction
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- Embedding generation
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- Knowledge graph construction
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- Quality assurance and deduplication
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The core orchestration module that coordinates all framework components.
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**3. Application Layer**
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- GraphRAG for enhanced retrieval
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- AI agent memory and context
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- Multi-agent systems
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- Analytics and visualization
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**Key Components**:
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- `Semantica`: Main framework class
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- `Orchestrator`: Pipeline coordination
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- `ConfigManager`: Configuration management
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- `PluginRegistry`: Plugin system
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- `LifecycleManager`: System lifecycle
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---
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**Responsibilities**:
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- Initialize and configure components
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- Coordinate data flow between modules
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- Manage plugin system
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- Handle errors and recovery
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## Core Modules
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#### `semantica.pipeline`
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### Orchestration
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- **`semantica.core`** - Main framework class and coordination
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- **`semantica.pipeline`** - Pipeline management and execution
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Pipeline management and execution.
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### Data Processing
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- **`semantica.ingest`** - Universal data ingestion
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- **`semantica.parse`** - Document parsing
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- **`semantica.normalize`** - Data cleaning and normalization
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**Key Components**:
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- `PipelineBuilder`: Pipeline construction DSL
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- `ExecutionEngine`: Pipeline execution
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- `PipelineValidator`: Validation
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- `ParallelismManager`: Parallel execution
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- `ResourceScheduler`: Resource allocation
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### Semantic Intelligence
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- **`semantica.semantic_extract`** - Entity and relationship extraction
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- **`semantica.embeddings`** - Vector embedding generation
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- **`semantica.ontology`** - Ontology generation and management
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|
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**Responsibilities**:
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- Define processing pipelines
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- Execute pipelines with parallelism
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- Manage resources
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- Handle failures
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### Knowledge Graphs
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- **`semantica.kg`** - Knowledge graph construction
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- **`semantica.vector_store`** - Vector storage (Pinecone, Weaviate, FAISS)
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- **`semantica.triple_store`** - RDF triple storage (Jena, Blazegraph)
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- **`semantica.graph_store`** - Property graphs (Neo4j, KuzuDB, FalkorDB)
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### Data Processing Modules
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### Quality Assurance
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- **`semantica.deduplication`** - Entity deduplication
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- **`semantica.conflicts`** - Conflict detection and resolution
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- **`semantica.kg_qa`** - Quality assessment
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#### `semantica.ingest`
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Universal data ingestion from multiple sources.
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**Supported Sources**:
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- Files (50+ formats)
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- Web (scraping, APIs)
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- Databases (SQL, NoSQL)
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- Streams (Kafka, RabbitMQ)
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- Archives (ZIP, TAR, etc.)
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|
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**Key Components**:
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- `FileIngestor`: File processing
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- `WebIngestor`: Web scraping
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- `DBIngestor`: Database access
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- `StreamIngestor`: Real-time streams
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#### `semantica.parse`
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Document parsing and extraction.
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**Key Components**:
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- `DocumentParser`: PDF, DOCX, etc.
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- `WebParser`: HTML, XML
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- `StructuredDataParser`: JSON, CSV
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- `EmailParser`: Email formats
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#### `semantica.normalize`
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Data normalization and cleaning.
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**Key Components**:
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- `TextNormalizer`: Text normalization
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- `EntityNormalizer`: Entity name normalization
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- `DateNormalizer`: Date format normalization
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- `EncodingHandler`: Character encoding
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### Semantic Intelligence Modules
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#### `semantica.semantic_extract`
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Entity and relationship extraction.
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**Key Components**:
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- `NamedEntityRecognizer`: NER
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- `RelationExtractor`: Relationship extraction
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- `EventDetector`: Event detection
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- `CoreferenceResolver`: Coreference resolution
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- `TripleExtractor`: RDF triple extraction
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|
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#### `semantica.embeddings`
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Vector embedding generation.
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||||
|
||||
**Key Components**:
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||||
- `EmbeddingGenerator`: Main generator
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- `TextEmbedder`: Text embeddings
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- `MultiModalEmbedder`: Multi-modal embeddings
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||||
- `ProviderAdapters`: Provider-specific adapters
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|
||||
#### `semantica.ontology`
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Ontology generation and management.
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|
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**Key Components**:
|
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- `OntologyGenerator`: 6-stage generation pipeline
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- `ClassInferrer`: Class discovery
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- `PropertyGenerator`: Property inference
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- `OntologyValidator`: Validation
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||||
|
||||
### Knowledge Graph Modules
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||||
|
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#### `semantica.kg`
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Knowledge graph construction and analysis.
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|
||||
**Key Components**:
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- `GraphBuilder`: Graph construction
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- `EntityResolver`: Entity resolution
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- `GraphAnalyzer`: Graph analytics
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- `TemporalGraphQuery`: Time-aware queries
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#### `semantica.vector_store`
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Vector storage and search.
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**Key Components**:
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- `VectorStore`: Main interface
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- `PineconeAdapter`: Pinecone integration
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- `WeaviateAdapter`: Weaviate integration
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- `FAISSAdapter`: FAISS integration
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#### `semantica.triple_store`
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RDF triple storage.
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**Key Components**:
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||||
- `TripleManager`: Triple management
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- `QueryEngine`: SPARQL queries
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- `JenaAdapter`: Apache Jena
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- `BlazegraphAdapter`: Blazegraph
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|
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#### `semantica.graph_store`
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Property graph database storage with multiple backend support.
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**Key Components**:
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- `GraphStore`: Main graph store interface
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- `Neo4jAdapter`: Neo4j integration
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- `KuzuAdapter`: KuzuDB embedded database
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- `FalkorDBAdapter`: FalkorDB (Redis-based) integration
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- `NodeManager`: Node CRUD operations
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- `RelationshipManager`: Relationship operations
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- `QueryEngine`: Cypher query execution
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- `GraphAnalytics`: Graph algorithms
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**Supported Backends**:
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- Neo4j (production-grade, server/cloud)
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- KuzuDB (embedded, analytics-optimized)
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- FalkorDB (ultra-fast, Redis-based, LLM apps)
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|
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### Quality Assurance Modules
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|
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#### `semantica.deduplication`
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Entity deduplication.
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|
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**Key Components**:
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- `DuplicateDetector`: Duplicate detection
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- `EntityMerger`: Entity merging
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||||
- `SimilarityCalculator`: Similarity calculation
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|
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#### `semantica.conflicts`
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||||
|
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Conflict detection and resolution.
|
||||
|
||||
**Key Components**:
|
||||
- `ConflictDetector`: Conflict detection
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||||
- `ConflictResolver`: Conflict resolution
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||||
- `ConflictAnalyzer`: Conflict analysis
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||||
|
||||
#### `semantica.kg_qa`
|
||||
|
||||
Knowledge graph quality assessment.
|
||||
|
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**Key Components**:
|
||||
- `QualityAssessor`: Quality assessment
|
||||
- Quality metrics calculation
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||||
- Validation rules
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||||
---
|
||||
|
||||
## Data Flow
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||||
|
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### Typical Processing Flow
|
||||
|
||||
```
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1. Ingestion
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└─> Raw data from various sources
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||||
|
||||
2. Parsing
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└─> Structured content extraction
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||||
|
||||
3. Normalization
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└─> Cleaned and normalized data
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||||
|
||||
4. Semantic Extraction
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├─> Entity extraction
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├─> Relationship extraction
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└─> Event detection
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|
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5. Knowledge Graph Construction
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||||
├─> Entity resolution
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├─> Conflict resolution
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└─> Graph building
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|
||||
6. Quality Assurance
|
||||
├─> Deduplication
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||||
├─> Conflict detection
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||||
└─> Quality assessment
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||||
|
||||
7. Storage
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├─> Knowledge graph storage
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├─> Vector embeddings
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├─> Triple store (RDF)
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└─> Graph store (Property Graphs)
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|
||||
8. Application
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||||
├─> GraphRAG queries
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||||
├─> AI agent context
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||||
└─> Analytics
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||||
1. Ingestion → Raw data from sources
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2. Parsing → Structured content extraction
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3. Normalization → Cleaned data
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||||
4. Semantic Extraction → Entities, relationships, events
|
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5. Graph Construction → Entity resolution, conflict resolution
|
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6. Quality Assurance → Deduplication, validation
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7. Storage → Vector, triple, and graph stores
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||||
8. Application → GraphRAG, agents, analytics
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```
|
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|
||||
## Design Decisions
|
||||
|
||||
### Modularity
|
||||
|
||||
**Decision**: Modular architecture with independent components
|
||||
|
||||
**Rationale**:
|
||||
- Easy to understand and maintain
|
||||
- Components can be used independently
|
||||
- Easy to test in isolation
|
||||
- Simple to extend
|
||||
|
||||
### Plugin System
|
||||
|
||||
**Decision**: Plugin-based architecture for extensibility
|
||||
|
||||
**Rationale**:
|
||||
- Users can add custom functionality
|
||||
- Community can contribute plugins
|
||||
- Core remains stable
|
||||
- Easy to integrate third-party tools
|
||||
|
||||
### Configuration Management
|
||||
|
||||
**Decision**: Centralized configuration with environment variable support
|
||||
|
||||
**Rationale**:
|
||||
- Consistent configuration across modules
|
||||
- Easy to override for different environments
|
||||
- Supports both programmatic and file-based config
|
||||
- Secure handling of sensitive data
|
||||
|
||||
### Error Handling
|
||||
|
||||
**Decision**: Comprehensive error handling with recovery
|
||||
|
||||
**Rationale**:
|
||||
- Production-ready reliability
|
||||
- Graceful degradation
|
||||
- Detailed error reporting
|
||||
- Recovery mechanisms
|
||||
---
|
||||
|
||||
## Extension Points
|
||||
|
||||
@@ -355,43 +127,62 @@ class CustomValidator(BaseValidator):
|
||||
pass
|
||||
```
|
||||
|
||||
## Performance Considerations
|
||||
---
|
||||
|
||||
### Scalability
|
||||
## Design Decisions
|
||||
|
||||
### Modularity
|
||||
Independent components that can be used standalone or together. Easy to test, maintain, and extend.
|
||||
|
||||
### Plugin System
|
||||
Extensible architecture allowing custom functionality without modifying core code.
|
||||
|
||||
### Configuration Management
|
||||
Centralized configuration with environment variable support for different deployment environments.
|
||||
|
||||
### Error Handling
|
||||
Comprehensive error handling with graceful degradation and recovery mechanisms.
|
||||
|
||||
---
|
||||
|
||||
## Performance
|
||||
|
||||
**Scalability**
|
||||
- Parallel processing support
|
||||
- Streaming for large datasets
|
||||
- Efficient memory usage
|
||||
- Caching strategies
|
||||
- Intelligent caching
|
||||
|
||||
### Optimization
|
||||
|
||||
- Lazy loading where possible
|
||||
**Optimization**
|
||||
- Lazy loading
|
||||
- Batch processing
|
||||
- Connection pooling
|
||||
- Query optimization
|
||||
|
||||
---
|
||||
|
||||
## Security
|
||||
|
||||
### Data Security
|
||||
|
||||
**Data Security**
|
||||
- Secure credential handling
|
||||
- Input validation
|
||||
- Output sanitization
|
||||
- Input validation and output sanitization
|
||||
- Audit logging
|
||||
|
||||
### Access Control
|
||||
|
||||
- Authentication support
|
||||
- Authorization mechanisms
|
||||
**Access Control**
|
||||
- Authentication and authorization
|
||||
- API key management
|
||||
- Role-based access
|
||||
- Role-based access control
|
||||
|
||||
## Future Enhancements
|
||||
---
|
||||
|
||||
## Future Roadmap
|
||||
|
||||
- Distributed processing
|
||||
- Real-time streaming improvements
|
||||
- Advanced reasoning
|
||||
- Advanced reasoning capabilities
|
||||
- Multi-modal expansion
|
||||
- Enhanced visualization
|
||||
|
||||
---
|
||||
|
||||
For detailed module documentation, see [Modules Guide](modules.md)
|
||||
|
||||
+29
-45
@@ -2,67 +2,51 @@
|
||||
|
||||
How to cite Semantica in academic papers and research.
|
||||
|
||||
---
|
||||
|
||||
## BibTeX
|
||||
|
||||
```bibtex
|
||||
@software{semantica2024,
|
||||
@software{semantica2025,
|
||||
title = {Semantica: An Open Source Framework for Semantic Layers and Knowledge Engineering},
|
||||
author = {Hawksight AI},
|
||||
year = {2024},
|
||||
year = {2025},
|
||||
url = {https://github.com/Hawksight-AI/semantica},
|
||||
version = {0.0.1},
|
||||
version = {0.0.5},
|
||||
license = {MIT}
|
||||
}
|
||||
```
|
||||
|
||||
## APA Format
|
||||
---
|
||||
|
||||
Hawksight AI. (2024). *Semantica: An Open Source Framework for Semantic Layers and Knowledge Engineering* (Version 0.0.1) [Computer software]. GitHub. https://github.com/Hawksight-AI/semantica
|
||||
## Citation Formats
|
||||
|
||||
## MLA Format
|
||||
### APA
|
||||
Hawksight AI. (2025). *Semantica: An Open Source Framework for Semantic Layers and Knowledge Engineering* (Version 0.0.5) [Computer software]. https://github.com/Hawksight-AI/semantica
|
||||
|
||||
Hawksight AI. *Semantica: An Open Source Framework for Semantic Layers and Knowledge Engineering*. Version 0.0.1, GitHub, 2024, https://github.com/Hawksight-AI/semantica.
|
||||
### MLA
|
||||
Hawksight AI. *Semantica: An Open Source Framework for Semantic Layers and Knowledge Engineering*. Version 0.0.5, GitHub, 2025, https://github.com/Hawksight-AI/semantica.
|
||||
|
||||
## Chicago Style
|
||||
### Chicago
|
||||
Hawksight AI. *Semantica: An Open Source Framework for Semantic Layers and Knowledge Engineering*. Version 0.0.5. GitHub, 2025. https://github.com/Hawksight-AI/semantica.
|
||||
|
||||
Hawksight AI. *Semantica: An Open Source Framework for Semantic Layers and Knowledge Engineering*. Version 0.0.1. GitHub, 2024. https://github.com/Hawksight-AI/semantica.
|
||||
|
||||
## IEEE Format
|
||||
|
||||
Hawksight AI, "Semantica: An Open Source Framework for Semantic Layers and Knowledge Engineering," Version 0.0.1, GitHub, 2024. [Online]. Available: https://github.com/Hawksight-AI/semantica
|
||||
|
||||
## Plain Text Citation
|
||||
|
||||
If you use Semantica in your research, please cite:
|
||||
|
||||
```
|
||||
Semantica: An Open Source Framework for Semantic Layers and Knowledge Engineering
|
||||
Hawksight AI (2024)
|
||||
https://github.com/Hawksight-AI/semantica
|
||||
Version 0.0.1
|
||||
```
|
||||
|
||||
## Research Papers
|
||||
|
||||
If you publish research using Semantica, we'd love to know! Please:
|
||||
|
||||
1. Share your paper with us
|
||||
2. Let us know how Semantica was used
|
||||
3. We may feature your work in our documentation
|
||||
|
||||
Contact: [GitHub Discussions](https://github.com/Hawksight-AI/semantica/discussions)
|
||||
|
||||
## Acknowledgments
|
||||
|
||||
If you use Semantica in your work, we appreciate acknowledgments such as:
|
||||
|
||||
> "This work uses Semantica (Hawksight AI, 2024), an open-source framework for semantic layer construction and knowledge engineering."
|
||||
|
||||
## License
|
||||
|
||||
Semantica is licensed under the MIT License. See the [License](license.md) page for details.
|
||||
### IEEE
|
||||
Hawksight AI, "Semantica: An Open Source Framework for Semantic Layers and Knowledge Engineering," Version 0.0.5, GitHub, 2025. [Online]. Available: https://github.com/Hawksight-AI/semantica
|
||||
|
||||
---
|
||||
|
||||
**Questions about citation?** [Open a discussion](https://github.com/Hawksight-AI/semantica/discussions) or [contact us](https://github.com/Hawksight-AI/semantica/issues).
|
||||
## Acknowledgment
|
||||
|
||||
If you use Semantica in your work:
|
||||
|
||||
> "This work uses Semantica (Hawksight AI, 2025), an open-source framework for semantic layer construction and knowledge engineering."
|
||||
|
||||
---
|
||||
|
||||
## Share Your Research
|
||||
|
||||
Published research using Semantica? [Let us know](https://github.com/Hawksight-AI/semantica/issues) - we may feature your work!
|
||||
|
||||
---
|
||||
|
||||
**License**: MIT - See [License](license.md) for details
|
||||
|
||||
+33
-221
@@ -1,251 +1,63 @@
|
||||
# Community Projects
|
||||
|
||||
Projects, integrations, and contributions from the Semantica community.
|
||||
Projects and integrations from the Semantica community.
|
||||
|
||||
!!! tip "Showcase Your Project"
|
||||
Have a project using Semantica? We'd love to feature it! [Submit your project](https://github.com/Hawksight-AI/semantica/discussions/categories/show-and-tell)
|
||||
Have a project using Semantica? [Submit it here](https://github.com/Hawksight-AI/semantica/issues/new)
|
||||
|
||||
---
|
||||
|
||||
## 🚀 Projects Using Semantica
|
||||
|
||||
<div class="grid cards" markdown>
|
||||
**Research & Academia**
|
||||
- Academic research and scientific literature analysis
|
||||
- Biomedical analysis and drug discovery
|
||||
- Social network analysis and community detection
|
||||
|
||||
- :material-school: **Academic Research**
|
||||
---
|
||||
Knowledge graph construction for research papers and scientific literature.
|
||||
|
||||
**Domain**: Research & Academia
|
||||
|
||||
- :material-dna: **Biomedical Analysis**
|
||||
---
|
||||
Drug discovery, genomic analysis, and medical knowledge graphs.
|
||||
|
||||
**Domain**: Healthcare & Life Sciences
|
||||
|
||||
- :material-account-network: **Social Network Analysis**
|
||||
---
|
||||
Relationship mapping and community detection in social networks.
|
||||
|
||||
**Domain**: Social Sciences
|
||||
|
||||
- :material-domain: **Business Intelligence**
|
||||
---
|
||||
Company knowledge bases and corporate intelligence systems.
|
||||
|
||||
**Domain**: Enterprise
|
||||
|
||||
- :material-shield-lock: **Cybersecurity**
|
||||
---
|
||||
Threat intelligence, incident analysis, and security knowledge graphs.
|
||||
|
||||
**Domain**: Security
|
||||
|
||||
- :material-hospital-box: **Healthcare**
|
||||
---
|
||||
Medical record processing and patient journey mapping.
|
||||
|
||||
**Domain**: Healthcare
|
||||
|
||||
- :material-finance: **Finance**
|
||||
---
|
||||
Market analysis, fraud detection, and financial intelligence.
|
||||
|
||||
**Domain**: Finance & Trading
|
||||
|
||||
</div>
|
||||
**Enterprise & Industry**
|
||||
- Business intelligence and corporate knowledge bases
|
||||
- Cybersecurity and threat intelligence
|
||||
- Healthcare and medical record processing
|
||||
- Finance, trading, and fraud detection
|
||||
|
||||
---
|
||||
|
||||
## 🔌 Community Integrations
|
||||
## 🔌 Integrations
|
||||
|
||||
### Vector Database Integrations
|
||||
### Vector Databases
|
||||
- **Pinecone** - Cloud-native vector database
|
||||
- **Weaviate** - Open-source vector search
|
||||
- **Qdrant** - High-performance similarity search
|
||||
|
||||
<div class="grid cards" markdown>
|
||||
|
||||
- :material-database: **Pinecone**
|
||||
---
|
||||
Cloud-native vector database integration.
|
||||
|
||||
[View Example](https://github.com/Hawksight-AI/semantica/tree/main/examples/pinecone)
|
||||
|
||||
- :material-database-search: **Weaviate**
|
||||
---
|
||||
Open-source vector search engine integration.
|
||||
|
||||
[View Example](https://github.com/Hawksight-AI/semantica/tree/main/examples/weaviate)
|
||||
|
||||
- :material-database-arrow-right: **Qdrant**
|
||||
---
|
||||
High-performance vector similarity search.
|
||||
|
||||
[View Example](https://github.com/Hawksight-AI/semantica/tree/main/examples/qdrant)
|
||||
|
||||
</div>
|
||||
|
||||
### Knowledge Graph Databases
|
||||
|
||||
<div class="grid cards" markdown>
|
||||
|
||||
- :material-graph: **Neo4j**
|
||||
---
|
||||
Export and query with the leading graph database.
|
||||
|
||||
**Features**: Cypher queries, graph algorithms
|
||||
|
||||
- :material-aws: **Amazon Neptune**
|
||||
---
|
||||
Cloud-based graph database integration.
|
||||
|
||||
**Features**: Managed service, scalable
|
||||
|
||||
- :material-database-cog: **ArangoDB**
|
||||
---
|
||||
Multi-model database support.
|
||||
|
||||
**Features**: Document, graph, key-value
|
||||
|
||||
</div>
|
||||
### Graph Databases
|
||||
- **Neo4j** - Leading graph database with Cypher queries
|
||||
- **Amazon Neptune** - Cloud-based managed graph database
|
||||
- **ArangoDB** - Multi-model database support
|
||||
|
||||
---
|
||||
|
||||
## 🛠️ Plugins and Extensions
|
||||
## 🛠️ Community Extensions
|
||||
|
||||
Community-created tools and extensions:
|
||||
|
||||
<div class="grid cards" markdown>
|
||||
|
||||
- :material-puzzle: **Custom Entity Extractors**
|
||||
---
|
||||
Domain-specific entity extraction models and patterns.
|
||||
|
||||
- :material-export: **Domain-Specific Exporters**
|
||||
---
|
||||
Specialized export formats for various industries.
|
||||
|
||||
- :material-connection: **Integration Adapters**
|
||||
---
|
||||
Connectors for popular data sources and platforms.
|
||||
|
||||
- :material-chart-box: **Visualization Tools**
|
||||
---
|
||||
Enhanced graph visualization and analytics dashboards.
|
||||
|
||||
</div>
|
||||
|
||||
---
|
||||
|
||||
## 📚 Community Tutorials
|
||||
|
||||
### User-Created Tutorials
|
||||
|
||||
Coming soon! Share your tutorials with the community.
|
||||
|
||||
### Video Tutorials
|
||||
|
||||
Coming soon! Create and share video guides.
|
||||
- Custom entity extractors for domain-specific use cases
|
||||
- Specialized export formats for various industries
|
||||
- Integration adapters for popular data sources
|
||||
- Enhanced visualization tools and dashboards
|
||||
|
||||
---
|
||||
|
||||
## 🤝 How to Contribute
|
||||
|
||||
<div class="grid cards" markdown>
|
||||
1. **Code**: Fork, create branch, submit PR
|
||||
2. **Documentation**: Fix typos, add examples, improve clarity
|
||||
3. **Community**: Answer questions, share experiences
|
||||
4. **Testing**: Write tests, report bugs
|
||||
|
||||
- :material-code-braces: **Code Contributions**
|
||||
---
|
||||
1. Fork the repository
|
||||
2. Create a feature branch
|
||||
3. Make your changes
|
||||
4. Submit a pull request
|
||||
|
||||
[Contributing Guide](https://github.com/Hawksight-AI/semantica/blob/main/CONTRIBUTING.md)
|
||||
|
||||
- :material-file-document-edit: **Documentation**
|
||||
---
|
||||
- Fix typos
|
||||
- Improve examples
|
||||
- Add tutorials
|
||||
- Translate documentation
|
||||
|
||||
- :material-account-group: **Community Support**
|
||||
---
|
||||
- Answer questions in discussions
|
||||
- Help with issues
|
||||
- Share your experiences
|
||||
- Provide feedback
|
||||
|
||||
- :material-test-tube: **Testing**
|
||||
---
|
||||
- Write tests
|
||||
- Improve coverage
|
||||
- Report bugs
|
||||
- Test new features
|
||||
|
||||
</div>
|
||||
|
||||
---
|
||||
|
||||
## 🎯 Submit Your Project
|
||||
|
||||
### Submission Template
|
||||
|
||||
```markdown
|
||||
## Project Name
|
||||
|
||||
**Description**: Brief description of your project
|
||||
|
||||
**Use Case**: How you're using Semantica
|
||||
|
||||
**Key Features**:
|
||||
- Feature 1
|
||||
- Feature 2
|
||||
- Feature 3
|
||||
|
||||
**Tech Stack**:
|
||||
- Semantica modules used
|
||||
- Other technologies
|
||||
|
||||
**Links**:
|
||||
- GitHub: [link]
|
||||
- Demo: [link]
|
||||
- Documentation: [link]
|
||||
|
||||
**Screenshots**: (Optional)
|
||||
```
|
||||
|
||||
### How to Submit
|
||||
|
||||
1. Go to [GitHub Discussions](https://github.com/Hawksight-AI/semantica/discussions/categories/show-and-tell)
|
||||
2. Create a new post using the template above
|
||||
3. Tag it with relevant labels
|
||||
4. Share your project!
|
||||
|
||||
---
|
||||
|
||||
## 🏆 Recognition
|
||||
|
||||
### Contributors
|
||||
|
||||
Thank you to all contributors! See our [Contributors](https://github.com/Hawksight-AI/semantica/graphs/contributors) page.
|
||||
|
||||
### Featured Projects
|
||||
|
||||
We feature community projects in:
|
||||
- 📖 Documentation
|
||||
- ✍️ Blog posts
|
||||
- 📢 Release notes
|
||||
- 📱 Social media
|
||||
See our [Contributing Guide](https://github.com/Hawksight-AI/semantica/blob/main/CONTRIBUTING.md)
|
||||
|
||||
---
|
||||
|
||||
## 📞 Resources
|
||||
|
||||
- **[GitHub Discussions](https://github.com/Hawksight-AI/semantica/discussions)** - Community discussions
|
||||
- **[GitHub Issues](https://github.com/Hawksight-AI/semantica/issues)** - Bug reports and feature requests
|
||||
- **[Examples Repository](https://github.com/Hawksight-AI/semantica/tree/main/examples)** - More examples
|
||||
- **[Contributing Guide](https://github.com/Hawksight-AI/semantica/blob/main/CONTRIBUTING.md)** - How to contribute
|
||||
|
||||
---
|
||||
|
||||
!!! success "Get Involved"
|
||||
Join our community and help shape the future of Semantica! [Start Contributing](https://github.com/Hawksight-AI/semantica)
|
||||
- [GitHub Repository](https://github.com/Hawksight-AI/semantica)
|
||||
- [GitHub Issues](https://github.com/Hawksight-AI/semantica/issues)
|
||||
- [Contributing Guide](https://github.com/Hawksight-AI/semantica/blob/main/CONTRIBUTING.md)
|
||||
|
||||
+79
-292
@@ -1,299 +1,86 @@
|
||||
# Community
|
||||
|
||||
Welcome to the Semantica community! This guide will help you get involved and make the most of our community.
|
||||
Welcome to the Semantica community!
|
||||
|
||||
## Community Values
|
||||
|
||||
Our community is built on:
|
||||
|
||||
- **Respect**: Treat everyone with respect and kindness
|
||||
- **Inclusion**: Welcome people of all backgrounds and experience levels
|
||||
- **Collaboration**: Work together to build something great
|
||||
- **Learning**: Share knowledge and help others learn
|
||||
- **Openness**: Transparent communication and decision-making
|
||||
|
||||
## Communication Channels
|
||||
|
||||
### GitHub Discussions
|
||||
|
||||
**Purpose**: General questions, feature discussions, and community chat
|
||||
|
||||
**Best for**:
|
||||
- Asking questions
|
||||
- Discussing ideas
|
||||
- Sharing use cases
|
||||
- Getting help
|
||||
|
||||
**Link**: [GitHub Discussions](https://github.com/Hawksight-AI/semantica/discussions)
|
||||
|
||||
### Discord
|
||||
|
||||
**Purpose**: Real-time chat and community support
|
||||
|
||||
**Best for**:
|
||||
- Quick questions
|
||||
- Real-time help
|
||||
- Community showcases
|
||||
- Casual conversation
|
||||
|
||||
**Link**: [Join Discord](https://discord.gg/semantica)
|
||||
|
||||
### GitHub Issues
|
||||
|
||||
**Purpose**: Bug reports and feature requests
|
||||
|
||||
**Best for**:
|
||||
- Reporting bugs
|
||||
- Requesting features
|
||||
- Documentation issues
|
||||
- Security vulnerabilities (use private reporting)
|
||||
|
||||
**Link**: [GitHub Issues](https://github.com/Hawksight-AI/semantica/issues)
|
||||
|
||||
### Email
|
||||
|
||||
**Purpose**: Security issues and private communication
|
||||
|
||||
**Best for**:
|
||||
- Security vulnerabilities
|
||||
- Private matters
|
||||
- Maintainer contact
|
||||
|
||||
**Email**: semantica-dev@users.noreply.github.com
|
||||
|
||||
## Code of Conduct
|
||||
|
||||
We have a [Code of Conduct](../CODE_OF_CONDUCT.md) that all community members are expected to follow. It ensures a welcoming and inclusive environment for everyone.
|
||||
|
||||
### Key Points
|
||||
|
||||
- Be respectful and inclusive
|
||||
- Welcome newcomers
|
||||
- Give constructive feedback
|
||||
- Focus on what's best for the community
|
||||
|
||||
### Reporting Issues
|
||||
|
||||
If you experience or witness unacceptable behavior:
|
||||
|
||||
1. **Document**: Note what happened, when, and who was involved
|
||||
2. **Report**: Contact maintainers at semantica-dev@users.noreply.github.com
|
||||
3. **Response**: We'll investigate and respond appropriately
|
||||
|
||||
## Getting Help
|
||||
|
||||
### Before Asking
|
||||
|
||||
1. **Check Documentation**: Review the docs and cookbook
|
||||
2. **Search**: Search GitHub issues and discussions
|
||||
3. **Review Examples**: Check the cookbook for examples
|
||||
4. **Read FAQ**: Check the [FAQ](faq.md)
|
||||
|
||||
### Asking Good Questions
|
||||
|
||||
When asking for help:
|
||||
|
||||
- **Be specific**: Describe your problem clearly
|
||||
- **Provide context**: Include environment details
|
||||
- **Show your work**: Share what you've tried
|
||||
- **Include code**: Provide minimal reproducible examples
|
||||
- **Be patient**: Community members are volunteers
|
||||
|
||||
### Where to Ask
|
||||
|
||||
- **Quick questions**: Discord
|
||||
- **Technical questions**: GitHub Discussions
|
||||
- **Bug reports**: GitHub Issues
|
||||
- **Feature requests**: GitHub Issues
|
||||
|
||||
## Giving Feedback
|
||||
|
||||
We value your feedback! Here's how to share it:
|
||||
|
||||
### Feature Requests
|
||||
|
||||
- Use the [feature request template](https://github.com/Hawksight-AI/semantica/issues/new?template=feature_request.md)
|
||||
- Describe the problem and proposed solution
|
||||
- Include use cases
|
||||
|
||||
### Bug Reports
|
||||
|
||||
- Use the [bug report template](https://github.com/Hawksight-AI/semantica/issues/new?template=bug_report.md)
|
||||
- Include steps to reproduce
|
||||
- Provide environment details
|
||||
|
||||
### Documentation Feedback
|
||||
|
||||
- Use the [documentation issue template](https://github.com/Hawksight-AI/semantica/issues/new?template=documentation_issue.md)
|
||||
- Describe what's unclear or missing
|
||||
- Suggest improvements
|
||||
|
||||
## Recognition Programs
|
||||
|
||||
### Contributors
|
||||
|
||||
All contributors are recognized in:
|
||||
|
||||
- [CONTRIBUTORS.md](../CONTRIBUTORS.md)
|
||||
- GitHub contributors page
|
||||
- Release notes for significant contributions
|
||||
|
||||
### Contribution Types
|
||||
|
||||
We recognize many types of contributions:
|
||||
|
||||
- 💻 Code
|
||||
- 📝 Documentation
|
||||
- 🐛 Bug reports
|
||||
- 💡 Ideas
|
||||
- 🎨 Design
|
||||
- 📖 Examples
|
||||
- 🔍 Testing
|
||||
- 💬 Answering questions
|
||||
- 🌍 Translation
|
||||
- And more!
|
||||
|
||||
### Special Recognition
|
||||
|
||||
- **Top Contributors**: Featured in release notes
|
||||
- **Hall of Fame**: Exceptional contributors
|
||||
- **Monthly Spotlight**: Featured contributors
|
||||
|
||||
## Community Projects
|
||||
|
||||
We love seeing what the community builds with Semantica!
|
||||
|
||||
### Showcase Your Project
|
||||
|
||||
1. Create a PR or issue
|
||||
2. Include:
|
||||
- Project description
|
||||
- Use case
|
||||
- Code examples
|
||||
- Screenshots or demos
|
||||
- Link to your project
|
||||
|
||||
See [Community Projects](community-projects.md) for more details.
|
||||
|
||||
### Featured Projects
|
||||
|
||||
We feature community projects in:
|
||||
|
||||
- Documentation
|
||||
- Blog posts
|
||||
- Release notes
|
||||
- Social media
|
||||
|
||||
## Events and Activities
|
||||
|
||||
### Community Events
|
||||
|
||||
- **Monthly Community Calls**: (Coming soon)
|
||||
- **Hackathons**: (Coming soon)
|
||||
- **Workshops**: (Coming soon)
|
||||
|
||||
### Contributing Events
|
||||
|
||||
- **Hacktoberfest**: October
|
||||
- **24 Pull Requests**: December
|
||||
- **Google Summer of Code**: (If applicable)
|
||||
|
||||
## Learning Resources
|
||||
|
||||
### Documentation
|
||||
|
||||
- [Getting Started](getting-started.md)
|
||||
- [Concepts](concepts.md)
|
||||
- [API Reference](reference/core.md)
|
||||
- [Cookbook](cookbook.md)
|
||||
|
||||
### Examples
|
||||
|
||||
- [Code Examples](examples.md)
|
||||
- [Use Cases](use-cases.md)
|
||||
- [Cookbook Tutorials](cookbook.md)
|
||||
|
||||
### External Resources
|
||||
|
||||
- Blog posts
|
||||
- Video tutorials
|
||||
- Community tutorials
|
||||
|
||||
## Ways to Contribute
|
||||
|
||||
### Code
|
||||
|
||||
- Fix bugs
|
||||
- Add features
|
||||
- Improve performance
|
||||
- Refactor code
|
||||
|
||||
See [Contributing Guide](../CONTRIBUTING.md) for details.
|
||||
|
||||
### Documentation
|
||||
|
||||
- Fix typos
|
||||
- Improve clarity
|
||||
- Add examples
|
||||
- Create tutorials
|
||||
- Translate docs
|
||||
|
||||
### Community
|
||||
|
||||
- Answer questions
|
||||
- Help with issues
|
||||
- Review PRs
|
||||
- Share use cases
|
||||
- Organize events
|
||||
|
||||
### Testing
|
||||
|
||||
- Write tests
|
||||
- Improve coverage
|
||||
- Report bugs
|
||||
- Test new features
|
||||
|
||||
## Getting Started as a Contributor
|
||||
|
||||
1. **Read**: [Contributing Guide](../CONTRIBUTING.md)
|
||||
2. **Set up**: Development environment
|
||||
3. **Find**: Good first issue (labeled `good-first-issue`)
|
||||
4. **Ask**: Questions in Discussions or Discord
|
||||
5. **Contribute**: Submit your first PR!
|
||||
|
||||
## Community Guidelines
|
||||
|
||||
### Do
|
||||
|
||||
- ✅ Be respectful and inclusive
|
||||
- ✅ Help newcomers
|
||||
- ✅ Give constructive feedback
|
||||
- ✅ Follow the code of conduct
|
||||
- ✅ Credit others' work
|
||||
|
||||
### Don't
|
||||
|
||||
- ❌ Be rude or disrespectful
|
||||
- ❌ Spam or self-promote excessively
|
||||
- ❌ Share private information
|
||||
- ❌ Harass or discriminate
|
||||
- ❌ Violate the code of conduct
|
||||
|
||||
## Resources
|
||||
|
||||
- [Contributing Guide](../CONTRIBUTING.md)
|
||||
- [Code of Conduct](../CODE_OF_CONDUCT.md)
|
||||
- [Security Policy](../SECURITY.md)
|
||||
- [Governance](governance.md)
|
||||
- [Community Projects](community-projects.md)
|
||||
|
||||
## Contact
|
||||
|
||||
- **Discord**: [Join our server](https://discord.gg/semantica)
|
||||
- **GitHub**: [Discussions](https://github.com/Hawksight-AI/semantica/discussions)
|
||||
- **Email**: semantica-dev@users.noreply.github.com
|
||||
!!! info "Join Us"
|
||||
We're building an open, collaborative community around semantic AI and knowledge graphs.
|
||||
|
||||
---
|
||||
|
||||
**Thank you for being part of the Semantica community!** 🎉
|
||||
## 💬 Communication Channels
|
||||
|
||||
### GitHub
|
||||
|
||||
- **[Issues](https://github.com/Hawksight-AI/semantica/issues)** - Bug reports, feature requests, questions
|
||||
- **[Pull Requests](https://github.com/Hawksight-AI/semantica/pulls)** - Code contributions
|
||||
- **[Releases](https://github.com/Hawksight-AI/semantica/releases)** - Release announcements
|
||||
|
||||
### Contact
|
||||
|
||||
- **Email**: semantica-dev@users.noreply.github.com (for security issues)
|
||||
- **GitHub**: Preferred for all other communication
|
||||
|
||||
---
|
||||
|
||||
## 🤝 Community Values
|
||||
|
||||
- **Respect**: Treat everyone with respect and kindness
|
||||
- **Inclusion**: Welcome people of all backgrounds
|
||||
- **Collaboration**: Work together to build something great
|
||||
- **Learning**: Share knowledge and help others
|
||||
- **Openness**: Transparent communication
|
||||
|
||||
---
|
||||
|
||||
## 📖 Code of Conduct
|
||||
|
||||
We have a [Code of Conduct](https://github.com/Hawksight-AI/semantica/blob/main/CODE_OF_CONDUCT.md) that all community members must follow.
|
||||
|
||||
### Reporting Issues
|
||||
|
||||
If you experience unacceptable behavior:
|
||||
1. Document what happened
|
||||
2. Contact maintainers at semantica-dev@users.noreply.github.com
|
||||
3. We'll investigate and respond appropriately
|
||||
|
||||
---
|
||||
|
||||
## 🎯 Getting Help
|
||||
|
||||
### Before Asking
|
||||
|
||||
1. Check the [documentation](index.md)
|
||||
2. Search [GitHub issues](https://github.com/Hawksight-AI/semantica/issues)
|
||||
3. Review the [FAQ](faq.md)
|
||||
4. Check the [cookbook](cookbook.md)
|
||||
|
||||
### Asking Questions
|
||||
|
||||
When asking for help:
|
||||
- Be specific about your problem
|
||||
- Include environment details
|
||||
- Share what you've tried
|
||||
- Provide code examples
|
||||
- Be patient
|
||||
|
||||
---
|
||||
|
||||
## 🏆 Recognition
|
||||
|
||||
All contributors are recognized in:
|
||||
- [CONTRIBUTORS.md](https://github.com/Hawksight-AI/semantica/blob/main/CONTRIBUTORS.md)
|
||||
- GitHub contributors page
|
||||
- Release notes (for significant contributions)
|
||||
|
||||
---
|
||||
|
||||
## 📚 Resources
|
||||
|
||||
- **[Contributing Guide](contributing.md)** - How to contribute
|
||||
- **[Governance](governance.md)** - Project governance
|
||||
- **[Community Projects](community-projects.md)** - Community showcase
|
||||
|
||||
---
|
||||
|
||||
!!! success "Thank You!"
|
||||
Thank you for being part of the Semantica community! 🎉
|
||||
|
||||
+84
-156
@@ -1,198 +1,126 @@
|
||||
# Contributing to Semantica
|
||||
|
||||
Thank you for your interest in contributing to Semantica! This guide provides detailed information about contributing to the project.
|
||||
Thank you for your interest in contributing to Semantica!
|
||||
|
||||
## Quick Links
|
||||
!!! tip "Quick Start"
|
||||
New to contributing? Check out issues labeled [`good-first-issue`](https://github.com/Hawksight-AI/semantica/labels/good-first-issue)
|
||||
|
||||
- [Contributing Guide](../CONTRIBUTING.md) - Main contributing guide
|
||||
- [Code of Conduct](../CODE_OF_CONDUCT.md) - Community standards
|
||||
- [Security Policy](../SECURITY.md) - Security reporting
|
||||
- [GitHub Discussions](https://github.com/Hawksight-AI/semantica/discussions) - Community discussions
|
||||
---
|
||||
|
||||
## Documentation-Specific Guidelines
|
||||
## 📚 Essential Links
|
||||
|
||||
### Writing Documentation
|
||||
- **[Contributing Guide](https://github.com/Hawksight-AI/semantica/blob/main/CONTRIBUTING.md)** - Complete contribution guidelines
|
||||
- **[Code of Conduct](https://github.com/Hawksight-AI/semantica/blob/main/CODE_OF_CONDUCT.md)** - Community standards
|
||||
- **[Security Policy](https://github.com/Hawksight-AI/semantica/blob/main/SECURITY.md)** - Report vulnerabilities
|
||||
- **[GitHub Issues](https://github.com/Hawksight-AI/semantica/issues)** - Bug reports and features
|
||||
|
||||
When contributing documentation, please follow these guidelines:
|
||||
---
|
||||
|
||||
#### Style Guide
|
||||
## 🎯 Ways to Contribute
|
||||
|
||||
### Code Contributions
|
||||
|
||||
1. Fork the repository
|
||||
2. Create a feature branch
|
||||
3. Make your changes
|
||||
4. Submit a pull request
|
||||
|
||||
See the [Contributing Guide](https://github.com/Hawksight-AI/semantica/blob/main/CONTRIBUTING.md) for detailed instructions.
|
||||
|
||||
### Documentation
|
||||
|
||||
- Fix typos and improve clarity
|
||||
- Add examples and tutorials
|
||||
- Update API documentation
|
||||
- Translate documentation
|
||||
|
||||
### Bug Reports
|
||||
|
||||
Report bugs on [GitHub Issues](https://github.com/Hawksight-AI/semantica/issues) with:
|
||||
- Description of the problem
|
||||
- Steps to reproduce
|
||||
- Expected vs actual behavior
|
||||
- Environment details
|
||||
|
||||
### Feature Requests
|
||||
|
||||
Suggest features on [GitHub Issues](https://github.com/Hawksight-AI/semantica/issues) with:
|
||||
- Use case description
|
||||
- Proposed solution
|
||||
- Benefits to the community
|
||||
|
||||
---
|
||||
|
||||
## ✍️ Documentation Style Guide
|
||||
|
||||
### Writing Guidelines
|
||||
|
||||
- Use clear, concise language
|
||||
- Write for a technical audience but explain complex concepts
|
||||
- Include code examples where helpful
|
||||
- Include working code examples
|
||||
- Test all examples before submitting
|
||||
- Follow existing documentation structure
|
||||
- Use proper markdown formatting
|
||||
- Follow the existing documentation structure
|
||||
|
||||
#### Code Examples
|
||||
|
||||
- Always include working code examples
|
||||
- Test examples before submitting
|
||||
- Use realistic scenarios
|
||||
- Include expected output when relevant
|
||||
- Add comments for clarity
|
||||
|
||||
#### API Documentation
|
||||
|
||||
When documenting APIs:
|
||||
|
||||
- Include function/class signatures with type hints
|
||||
- Document all parameters and return values
|
||||
- Provide usage examples
|
||||
- Note any exceptions that may be raised
|
||||
- Include performance considerations if relevant
|
||||
|
||||
Example:
|
||||
### API Documentation Format
|
||||
|
||||
```python
|
||||
def extract_entities(
|
||||
text: str,
|
||||
model: str = "transformer",
|
||||
confidence_threshold: float = 0.7
|
||||
) -> List[Entity]:
|
||||
"""Extract named entities from text.
|
||||
def function_name(
|
||||
param1: str,
|
||||
param2: int = 0
|
||||
) -> ReturnType:
|
||||
"""Brief description.
|
||||
|
||||
Args:
|
||||
text: Input text to process
|
||||
model: NER model to use (default: "transformer")
|
||||
confidence_threshold: Minimum confidence score (default: 0.7)
|
||||
param1: Description of param1
|
||||
param2: Description of param2 (default: 0)
|
||||
|
||||
Returns:
|
||||
List of extracted Entity objects
|
||||
Description of return value
|
||||
|
||||
Raises:
|
||||
ValueError: If text is empty or model is invalid
|
||||
ValueError: When and why this is raised
|
||||
|
||||
Example:
|
||||
>>> from semantica.semantic_extract import NamedEntityRecognizer
|
||||
>>> ner = NamedEntityRecognizer()
|
||||
>>> entities = ner.extract("Apple Inc. was founded in 1976.")
|
||||
>>> len(entities)
|
||||
2
|
||||
>>> result = function_name("test", 5)
|
||||
>>> print(result)
|
||||
expected_output
|
||||
"""
|
||||
```
|
||||
|
||||
### Documentation Structure
|
||||
---
|
||||
|
||||
The documentation is organized as follows:
|
||||
## 📁 Documentation Structure
|
||||
|
||||
```
|
||||
docs/
|
||||
├── index.md # Homepage
|
||||
├── getting-started.md # Getting started guide
|
||||
├── getting-started.md # Getting started
|
||||
├── concepts.md # Core concepts
|
||||
├── modules.md # Module overview
|
||||
├── use-cases.md # Use case examples
|
||||
├── examples.md # Code examples
|
||||
├── learning-more.md # Additional resources
|
||||
├── cookbook/ # Interactive tutorials
|
||||
│ ├── introduction/ # Beginner tutorials
|
||||
│ ├── advanced/ # Advanced tutorials
|
||||
│ └── use_cases/ # Domain-specific examples
|
||||
├── use-cases.md # Use cases
|
||||
├── examples.md # Examples
|
||||
├── cookbook/ # Tutorials
|
||||
└── reference/ # API reference
|
||||
├── core.md
|
||||
├── ingest.md
|
||||
└── ...
|
||||
```
|
||||
|
||||
### Adding New Documentation
|
||||
---
|
||||
|
||||
1. **Choose the right location**:
|
||||
- Concepts → `concepts.md`
|
||||
- Tutorials → `cookbook/`
|
||||
- API docs → `reference/`
|
||||
- Examples → `examples.md` or `cookbook/`
|
||||
## 🛠️ Documentation Tools
|
||||
|
||||
2. **Follow naming conventions**:
|
||||
- Use lowercase with hyphens: `my-new-doc.md`
|
||||
- Be descriptive but concise
|
||||
- **[MkDocs](https://www.mkdocs.org/)** - Documentation generator
|
||||
- **[Material for MkDocs](https://squidfunk.github.io/mkdocs-material/)** - Theme
|
||||
- **[mkdocstrings](https://mkdocstrings.github.io/)** - API docs from docstrings
|
||||
- **[Mermaid](https://mermaid.js.org/)** - Diagrams
|
||||
|
||||
3. **Update navigation**:
|
||||
- Add to `mkdocs.yml` in the appropriate section
|
||||
---
|
||||
|
||||
4. **Add to index if needed**:
|
||||
- Update `docs/index.md` if it's a major new section
|
||||
## 🤝 Getting Help
|
||||
|
||||
### Code Review Process
|
||||
- **[GitHub Issues](https://github.com/Hawksight-AI/semantica/issues)** - Ask questions
|
||||
- **Documentation** - Check existing docs for examples
|
||||
- **Pull Requests** - Review other contributors' PRs
|
||||
|
||||
Documentation PRs go through the same review process as code:
|
||||
|
||||
1. **Automated checks**:
|
||||
- Markdown linting
|
||||
- Link checking
|
||||
- Build verification
|
||||
|
||||
2. **Manual review**:
|
||||
- Accuracy and clarity
|
||||
- Code example correctness
|
||||
- Consistency with existing docs
|
||||
|
||||
3. **Feedback**:
|
||||
- Reviewers provide constructive feedback
|
||||
- Address all comments before merging
|
||||
|
||||
### Example Contributions
|
||||
|
||||
#### Fixing Typos
|
||||
|
||||
```markdown
|
||||
# Before
|
||||
Semantica is a knowlege graph framework.
|
||||
|
||||
# After
|
||||
Semantica is a knowledge graph framework.
|
||||
```
|
||||
|
||||
#### Improving Clarity
|
||||
|
||||
```markdown
|
||||
# Before
|
||||
The function does entity extraction.
|
||||
|
||||
# After
|
||||
The function extracts named entities (people, organizations, locations, etc.) from text using advanced NLP models.
|
||||
```
|
||||
|
||||
#### Adding Examples
|
||||
|
||||
```markdown
|
||||
## Example
|
||||
|
||||
Here's how to extract entities from text:
|
||||
|
||||
```python
|
||||
from semantica.semantic_extract import NamedEntityRecognizer
|
||||
|
||||
ner = NamedEntityRecognizer()
|
||||
entities = ner.extract("Apple Inc. was founded by Steve Jobs.")
|
||||
print(f"Found {len(entities)} entities")
|
||||
```
|
||||
```
|
||||
|
||||
### Translation
|
||||
|
||||
We welcome translations of the documentation! If you'd like to translate:
|
||||
|
||||
1. Create a new directory: `docs/i18n/<language>/`
|
||||
2. Translate the markdown files
|
||||
3. Update `mkdocs.yml` to include the new language
|
||||
4. Maintain the same structure as the English version
|
||||
|
||||
### Documentation Tools
|
||||
|
||||
We use:
|
||||
|
||||
- **MkDocs**: Documentation generator
|
||||
- **Material for MkDocs**: Theme
|
||||
- **mkdocstrings**: API documentation from docstrings
|
||||
- **Mermaid**: Diagrams
|
||||
|
||||
### Getting Help
|
||||
|
||||
If you need help with documentation:
|
||||
|
||||
- Ask in [GitHub Discussions](https://github.com/Hawksight-AI/semantica/discussions)
|
||||
- Check existing documentation for examples
|
||||
- Review other contributors' PRs
|
||||
|
||||
Thank you for helping improve Semantica's documentation! 📚
|
||||
---
|
||||
|
||||
!!! success "Thank You!"
|
||||
Every contribution helps make Semantica better! 🎉
|
||||
|
||||
+178
-208
@@ -3,293 +3,263 @@
|
||||
Common questions and answers about Semantica.
|
||||
|
||||
!!! tip "Can't find your question?"
|
||||
Check our [GitHub Discussions](https://github.com/Hawksight-AI/semantica/discussions) or [open an issue](https://github.com/Hawksight-AI/semantica/issues)
|
||||
Browse existing questions or [ask a new question on GitHub Issues](https://github.com/Hawksight-AI/semantica/issues/new)
|
||||
|
||||
---
|
||||
|
||||
## 🎯 General Questions
|
||||
## General Questions
|
||||
|
||||
<div class="grid cards" markdown>
|
||||
### What is Semantica?
|
||||
|
||||
- **What is Semantica?**
|
||||
---
|
||||
Semantica is an open-source framework for building semantic layers and knowledge graphs from unstructured data. It transforms raw data into structured, queryable knowledge that powers AI applications.
|
||||
Semantica is an open-source framework for building semantic layers and knowledge graphs from unstructured data. It transforms raw data into structured, queryable knowledge that powers AI applications.
|
||||
|
||||
- **What can I use Semantica for?**
|
||||
---
|
||||
- Building knowledge graphs from documents
|
||||
- Creating semantic layers for AI applications
|
||||
- Extracting entities and relationships
|
||||
- Powering GraphRAG systems
|
||||
- Integrating multi-source data
|
||||
- Building AI agent memory
|
||||
### What can I use Semantica for?
|
||||
|
||||
- **Is Semantica free?**
|
||||
---
|
||||
Yes! Semantica is 100% open source and free to use under the MIT License.
|
||||
- Building knowledge graphs from documents
|
||||
- Creating semantic layers for AI applications
|
||||
- Extracting entities and relationships
|
||||
- Powering GraphRAG systems
|
||||
- Integrating multi-source data
|
||||
- Building AI agent memory
|
||||
|
||||
- **What makes Semantica different?**
|
||||
---
|
||||
- **Modular**: Use only what you need
|
||||
- **Extensible**: Plug in custom models
|
||||
- **Production-ready**: Built for scale
|
||||
- **Open source**: Fully transparent
|
||||
### Is Semantica free?
|
||||
|
||||
</div>
|
||||
Yes! Semantica is 100% open source and free to use under the MIT License.
|
||||
|
||||
### What makes Semantica different?
|
||||
|
||||
- **Modular**: Use only what you need
|
||||
- **Extensible**: Plug in custom models
|
||||
- **Production-ready**: Built for scale
|
||||
- **Open source**: Fully transparent
|
||||
|
||||
---
|
||||
|
||||
## 💻 Installation & Setup
|
||||
## Installation & Setup
|
||||
|
||||
<div class="grid cards" markdown>
|
||||
### How do I install Semantica?
|
||||
|
||||
- **How do I install Semantica?**
|
||||
---
|
||||
```bash
|
||||
pip install semantica
|
||||
```
|
||||
See the [Installation Guide](installation.md) for details.
|
||||
```bash
|
||||
pip install semantica
|
||||
```
|
||||
|
||||
- **What Python version do I need?**
|
||||
---
|
||||
Python 3.8 or higher. Python 3.11+ is recommended for best performance.
|
||||
See the [Installation Guide](installation.md) for details.
|
||||
|
||||
- **Do I need a GPU?**
|
||||
---
|
||||
No, GPU is optional. Semantica works on CPU, but GPU acceleration is available for faster processing.
|
||||
### What Python version do I need?
|
||||
|
||||
- **How do I get started?**
|
||||
---
|
||||
1. Install: `pip install semantica`
|
||||
2. Follow the [Quick Start Guide](quickstart.md)
|
||||
3. Try the [Examples](examples.md)
|
||||
Python 3.8 or higher. Python 3.11+ is recommended for best performance.
|
||||
|
||||
</div>
|
||||
### Do I need a GPU?
|
||||
|
||||
No, GPU is optional. Semantica works on CPU, but GPU acceleration is available for faster processing.
|
||||
|
||||
### How do I get started?
|
||||
|
||||
1. Install: `pip install semantica`
|
||||
2. Follow the [Quick Start Guide](quickstart.md)
|
||||
3. Try the [Examples](examples.md)
|
||||
|
||||
---
|
||||
|
||||
## 📊 Knowledge Graphs
|
||||
## Knowledge Graphs
|
||||
|
||||
<div class="grid cards" markdown>
|
||||
### What is a knowledge graph?
|
||||
|
||||
- **What is a knowledge graph?**
|
||||
---
|
||||
A structured representation where entities (nodes) are connected by relationships (edges). It captures semantic meaning and relationships in data.
|
||||
A structured representation where entities (nodes) are connected by relationships (edges). It captures semantic meaning and relationships in data.
|
||||
|
||||
- **How do I build a knowledge graph?**
|
||||
---
|
||||
```python
|
||||
from semantica import Semantica
|
||||
|
||||
semantica = Semantica()
|
||||
result = semantica.build_knowledge_base(["document.pdf"])
|
||||
kg = result["knowledge_graph"]
|
||||
```
|
||||
### How do I build a knowledge graph?
|
||||
|
||||
- **Can I merge multiple knowledge graphs?**
|
||||
---
|
||||
Yes! Use the `merge` method:
|
||||
```python
|
||||
merged = semantica.kg.merge([kg1, kg2, kg3])
|
||||
```
|
||||
```python
|
||||
from semantica import Semantica
|
||||
|
||||
- **How do I visualize a knowledge graph?**
|
||||
---
|
||||
```python
|
||||
semantica.kg.visualize(kg, output_path="graph.html")
|
||||
```
|
||||
semantica = Semantica()
|
||||
result = semantica.build_knowledge_base(["document.pdf"])
|
||||
kg = result["knowledge_graph"]
|
||||
```
|
||||
|
||||
</div>
|
||||
### Can I merge multiple knowledge graphs?
|
||||
|
||||
Yes! Use the `merge` method:
|
||||
|
||||
```python
|
||||
merged = semantica.kg.merge([kg1, kg2, kg3])
|
||||
```
|
||||
|
||||
### How do I visualize a knowledge graph?
|
||||
|
||||
```python
|
||||
semantica.kg.visualize(kg, output_path="graph.html")
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 🔧 Usage & Features
|
||||
## Usage & Features
|
||||
|
||||
<div class="grid cards" markdown>
|
||||
### Can I process PDF files?
|
||||
|
||||
- **Can I process PDF files?**
|
||||
---
|
||||
Yes! Semantica supports PDF, DOCX, HTML, JSON, CSV, and many other formats.
|
||||
Yes! Semantica supports PDF, DOCX, HTML, JSON, CSV, and many other formats.
|
||||
|
||||
- **How do I extract entities from text?**
|
||||
---
|
||||
```python
|
||||
from semantica import Semantica
|
||||
|
||||
semantica = Semantica()
|
||||
result = semantica.semantic_extract.extract_entities("Your text")
|
||||
entities = result["entities"]
|
||||
```
|
||||
### How do I extract entities from text?
|
||||
|
||||
- **Can I use my own models?**
|
||||
---
|
||||
Yes, Semantica is extensible. You can plug in custom models for entity extraction, embeddings, and more.
|
||||
```python
|
||||
from semantica import Semantica
|
||||
|
||||
- **What export formats are supported?**
|
||||
---
|
||||
- RDF/XML
|
||||
- OWL (Ontology)
|
||||
- JSON
|
||||
- CSV
|
||||
- YAML
|
||||
- And more
|
||||
semantica = Semantica()
|
||||
result = semantica.semantic_extract.extract_entities("Your text")
|
||||
entities = result["entities"]
|
||||
```
|
||||
|
||||
</div>
|
||||
### Can I use my own models?
|
||||
|
||||
Yes, Semantica is extensible. You can plug in custom models for entity extraction, embeddings, and more.
|
||||
|
||||
### What export formats are supported?
|
||||
|
||||
- RDF/XML
|
||||
- OWL (Ontology)
|
||||
- JSON
|
||||
- CSV
|
||||
- YAML
|
||||
- And more
|
||||
|
||||
---
|
||||
|
||||
## ⚖️ Conflict Resolution
|
||||
## Conflict Resolution
|
||||
|
||||
<div class="grid cards" markdown>
|
||||
### What is conflict resolution?
|
||||
|
||||
- **What is conflict resolution?**
|
||||
---
|
||||
When the same entity appears in multiple sources with different information, conflict resolution determines which information to use.
|
||||
When the same entity appears in multiple sources with different information, conflict resolution determines which information to use.
|
||||
|
||||
- **What strategies are available?**
|
||||
---
|
||||
- **Voting**: Majority wins
|
||||
- **Credibility Weighted**: Weight by source credibility
|
||||
- **Most Recent**: Use latest information
|
||||
- **Highest Confidence**: Use highest confidence score
|
||||
### What strategies are available?
|
||||
|
||||
- **How do I set a resolution strategy?**
|
||||
---
|
||||
```python
|
||||
from semantica.conflicts import ConflictResolver
|
||||
|
||||
resolver = ConflictResolver(default_strategy="voting")
|
||||
```
|
||||
- **Voting**: Majority wins
|
||||
- **Credibility Weighted**: Weight by source credibility
|
||||
- **Most Recent**: Use latest information
|
||||
- **Highest Confidence**: Use highest confidence score
|
||||
|
||||
</div>
|
||||
### How do I set a resolution strategy?
|
||||
|
||||
```python
|
||||
from semantica.conflicts import ConflictResolver
|
||||
|
||||
resolver = ConflictResolver(default_strategy="voting")
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 🔌 Integration
|
||||
## Integration
|
||||
|
||||
<div class="grid cards" markdown>
|
||||
### Can I use Semantica with other tools?
|
||||
|
||||
- **Can I use Semantica with other tools?**
|
||||
---
|
||||
Yes! Semantica exports to standard formats that work with:
|
||||
- Neo4j
|
||||
- Graph databases
|
||||
- RDF stores
|
||||
- Vector databases
|
||||
- Any tool that accepts RDF/JSON/CSV
|
||||
Yes! Semantica exports to standard formats that work with:
|
||||
|
||||
- **Does it work with LangChain?**
|
||||
---
|
||||
Yes, Semantica can be integrated with LangChain for RAG applications.
|
||||
- Neo4j
|
||||
- Graph databases
|
||||
- RDF stores
|
||||
- Vector databases
|
||||
- Any tool that accepts RDF/JSON/CSV
|
||||
|
||||
- **Can I connect to databases?**
|
||||
---
|
||||
Yes, Semantica supports connections to Neo4j, KuzuDB, FalkorDB, and other graph databases.
|
||||
### Does it work with LangChain?
|
||||
|
||||
</div>
|
||||
Yes, Semantica can be integrated with LangChain for RAG applications.
|
||||
|
||||
### Can I connect to databases?
|
||||
|
||||
Yes, Semantica supports connections to Neo4j, KuzuDB, FalkorDB, and other graph databases.
|
||||
|
||||
---
|
||||
|
||||
## ⚡ Performance
|
||||
## Performance
|
||||
|
||||
<div class="grid cards" markdown>
|
||||
### How fast is Semantica?
|
||||
|
||||
- **How fast is Semantica?**
|
||||
---
|
||||
Performance depends on:
|
||||
- Document size
|
||||
- Number of documents
|
||||
- Hardware (CPU/GPU)
|
||||
- Configuration options
|
||||
|
||||
For typical documents, processing takes seconds to minutes.
|
||||
Performance depends on:
|
||||
|
||||
- **Can I process large datasets?**
|
||||
---
|
||||
Yes, but consider:
|
||||
- Processing in batches
|
||||
- Using GPU acceleration
|
||||
- Incremental building
|
||||
- Optimizing configuration
|
||||
- Document size
|
||||
- Number of documents
|
||||
- Hardware (CPU/GPU)
|
||||
- Configuration options
|
||||
|
||||
- **How can I improve performance?**
|
||||
---
|
||||
- Enable GPU if available
|
||||
- Process in smaller batches
|
||||
- Use faster models
|
||||
- Optimize configuration
|
||||
- Cache embeddings
|
||||
For typical documents, processing takes seconds to minutes.
|
||||
|
||||
</div>
|
||||
### Can I process large datasets?
|
||||
|
||||
Yes, but consider:
|
||||
|
||||
- Processing in batches
|
||||
- Using GPU acceleration
|
||||
- Incremental building
|
||||
- Optimizing configuration
|
||||
|
||||
### How can I improve performance?
|
||||
|
||||
- Enable GPU if available
|
||||
- Process in smaller batches
|
||||
- Use faster models
|
||||
- Optimize configuration
|
||||
- Cache embeddings
|
||||
|
||||
---
|
||||
|
||||
## 🐛 Troubleshooting
|
||||
## Troubleshooting
|
||||
|
||||
<div class="grid cards" markdown>
|
||||
### Installation fails
|
||||
|
||||
- **Installation fails**
|
||||
---
|
||||
- Upgrade pip: `pip install --upgrade pip`
|
||||
- Use virtual environment
|
||||
- Check Python version: `python --version`
|
||||
- Upgrade pip: `pip install --upgrade pip`
|
||||
- Use virtual environment
|
||||
- Check Python version: `python --version`
|
||||
|
||||
- **No entities extracted**
|
||||
---
|
||||
- Verify document contains text (not just images)
|
||||
- Check document format is supported
|
||||
- Review extraction configuration
|
||||
### No entities extracted
|
||||
|
||||
- **Memory errors**
|
||||
---
|
||||
- Process documents one at a time
|
||||
- Reduce batch sizes
|
||||
- Use smaller models
|
||||
- Increase available RAM
|
||||
- Verify document contains text (not just images)
|
||||
- Check document format is supported
|
||||
- Review extraction configuration
|
||||
|
||||
- **Slow processing**
|
||||
---
|
||||
- Enable GPU if available
|
||||
- Process in smaller batches
|
||||
- Optimize configuration
|
||||
- Use faster models
|
||||
### Memory errors
|
||||
|
||||
</div>
|
||||
- Process documents one at a time
|
||||
- Reduce batch sizes
|
||||
- Use smaller models
|
||||
- Increase available RAM
|
||||
|
||||
### Slow processing
|
||||
|
||||
- Enable GPU if available
|
||||
- Process in smaller batches
|
||||
- Optimize configuration
|
||||
- Use faster models
|
||||
|
||||
---
|
||||
|
||||
## 🤝 Getting Help
|
||||
## Getting Help
|
||||
|
||||
<div class="grid cards" markdown>
|
||||
### Where can I get help?
|
||||
|
||||
- **Where can I get help?**
|
||||
---
|
||||
- **Documentation**: This site
|
||||
- **GitHub Issues**: [Report bugs](https://github.com/Hawksight-AI/semantica/issues)
|
||||
- **Discussions**: [Ask questions](https://github.com/Hawksight-AI/semantica/discussions)
|
||||
- **Documentation**: This site
|
||||
- **GitHub Issues**: [Report bugs or ask questions](https://github.com/Hawksight-AI/semantica/issues)
|
||||
|
||||
- **How do I report a bug?**
|
||||
---
|
||||
Open an issue on [GitHub](https://github.com/Hawksight-AI/semantica/issues) with:
|
||||
- Description of the problem
|
||||
- Steps to reproduce
|
||||
- Expected vs actual behavior
|
||||
- Environment details
|
||||
### How do I report a bug?
|
||||
|
||||
- **Can I contribute?**
|
||||
---
|
||||
Yes! We welcome contributions. See our [Contributing Guide](https://github.com/Hawksight-AI/semantica/blob/main/CONTRIBUTING.md).
|
||||
Open an issue on [GitHub](https://github.com/Hawksight-AI/semantica/issues) with:
|
||||
|
||||
- **How do I request a feature?**
|
||||
---
|
||||
Open a feature request on [GitHub Issues](https://github.com/Hawksight-AI/semantica/issues) with:
|
||||
- Use case description
|
||||
- Proposed solution
|
||||
- Benefits to the community
|
||||
- Description of the problem
|
||||
- Steps to reproduce
|
||||
- Expected vs actual behavior
|
||||
- Environment details
|
||||
|
||||
</div>
|
||||
### Can I contribute?
|
||||
|
||||
Yes! We welcome contributions. See our [Contributing Guide](https://github.com/Hawksight-AI/semantica/blob/main/CONTRIBUTING.md).
|
||||
|
||||
### How do I request a feature?
|
||||
|
||||
Open a feature request on [GitHub Issues](https://github.com/Hawksight-AI/semantica/issues) with:
|
||||
|
||||
- Use case description
|
||||
- Proposed solution
|
||||
- Benefits to the community
|
||||
|
||||
---
|
||||
|
||||
!!! question "Still have questions?"
|
||||
Check the [API Reference](reference/core.md), browse the [Cookbook](cookbook.md), or [open a discussion](https://github.com/Hawksight-AI/semantica/discussions)
|
||||
Check the [API Reference](reference/core.md), browse the [Cookbook](cookbook.md), or [ask on GitHub Issues](https://github.com/Hawksight-AI/semantica/issues/new)
|
||||
|
||||
+70
-221
@@ -1,246 +1,95 @@
|
||||
# Governance
|
||||
|
||||
This document describes the governance model for the Semantica project.
|
||||
Project governance model for Semantica.
|
||||
|
||||
## Project Structure
|
||||
!!! info "Open Source"
|
||||
Semantica is maintained by Hawksight AI with community contributions.
|
||||
|
||||
Semantica is an open-source project maintained by Hawksight AI with community contributions.
|
||||
---
|
||||
|
||||
### Roles
|
||||
## 👥 Roles
|
||||
|
||||
#### Maintainers
|
||||
**Maintainers** (Hawksight AI team)
|
||||
- Review and merge pull requests
|
||||
- Manage releases and code quality
|
||||
- Community management and project direction
|
||||
|
||||
Maintainers are responsible for:
|
||||
**Contributors**
|
||||
- Submit code, documentation, and bug reports
|
||||
- Help with issues and reviews
|
||||
- Recognized in [CONTRIBUTORS.md](https://github.com/Hawksight-AI/semantica/blob/main/CONTRIBUTORS.md)
|
||||
|
||||
- Reviewing and merging pull requests
|
||||
- Managing releases
|
||||
- Maintaining code quality
|
||||
- Resolving conflicts
|
||||
- Community management
|
||||
- Project direction
|
||||
**Community Members**
|
||||
- Use Semantica and provide feedback
|
||||
- Share use cases and participate in discussions
|
||||
|
||||
**Current Maintainers**:
|
||||
- Hawksight AI team
|
||||
---
|
||||
|
||||
#### Contributors
|
||||
|
||||
Contributors are community members who:
|
||||
|
||||
- Submit code contributions
|
||||
- Improve documentation
|
||||
- Report bugs
|
||||
- Suggest features
|
||||
- Help with issues
|
||||
- Review pull requests
|
||||
|
||||
**Recognition**: All contributors are recognized in [CONTRIBUTORS.md](../CONTRIBUTORS.md)
|
||||
|
||||
#### Community Members
|
||||
|
||||
Community members:
|
||||
|
||||
- Use Semantica
|
||||
- Provide feedback
|
||||
- Answer questions
|
||||
- Share use cases
|
||||
- Participate in discussions
|
||||
|
||||
## Decision-Making Process
|
||||
## 🔄 Decision Process
|
||||
|
||||
### Code Changes
|
||||
|
||||
1. **Proposal**: Feature requests or bug reports via GitHub Issues
|
||||
2. **Discussion**: Community discussion in Issues or Discussions
|
||||
3. **Implementation**: Contributor creates PR
|
||||
4. **Review**: Maintainers review PR
|
||||
5. **Approval**: At least one maintainer approval required
|
||||
6. **Merge**: PR merged after approval and CI checks pass
|
||||
1. Proposal via GitHub Issues
|
||||
2. Community discussion
|
||||
3. Implementation (PR)
|
||||
4. Review by maintainers
|
||||
5. Approval (at least 1 maintainer)
|
||||
6. Merge after CI passes
|
||||
|
||||
### Major Decisions
|
||||
- RFC in GitHub Issues
|
||||
- 1 week minimum discussion
|
||||
- Maintainers decide based on community feedback and technical feasibility
|
||||
|
||||
For major decisions (breaking changes, architecture changes, etc.):
|
||||
---
|
||||
|
||||
1. **RFC Process**: Request for Comments in GitHub Discussions
|
||||
2. **Community Input**: Open discussion period (minimum 1 week)
|
||||
3. **Decision**: Maintainers make final decision based on:
|
||||
- Community feedback
|
||||
- Technical feasibility
|
||||
- Project goals
|
||||
- Maintenance burden
|
||||
|
||||
### Release Process
|
||||
|
||||
1. **Planning**: Roadmap planning in GitHub Projects
|
||||
2. **Development**: Feature development in feature branches
|
||||
3. **Testing**: Comprehensive testing and CI checks
|
||||
4. **Release Candidate**: RC for major releases
|
||||
5. **Release**: Tagged release with changelog
|
||||
6. **Documentation**: Updated documentation
|
||||
|
||||
## Release Process
|
||||
|
||||
### Versioning
|
||||
|
||||
We follow [Semantic Versioning](https://semver.org/):
|
||||
## 📦 Releases
|
||||
|
||||
### Versioning (Semantic Versioning)
|
||||
- **MAJOR**: Breaking changes
|
||||
- **MINOR**: New features (backward compatible)
|
||||
- **PATCH**: Bug fixes (backward compatible)
|
||||
|
||||
### Release Schedule
|
||||
|
||||
- **Major Releases**: Quarterly or as needed
|
||||
- **Minor Releases**: Monthly or as features are ready
|
||||
- **Patch Releases**: As bugs are fixed
|
||||
|
||||
### Release Checklist
|
||||
|
||||
- [ ] All tests pass
|
||||
- [ ] Documentation updated
|
||||
- [ ] Changelog updated
|
||||
- [ ] Version bumped
|
||||
- [ ] Release notes prepared
|
||||
- [ ] Tagged release created
|
||||
- [ ] Announcement posted
|
||||
|
||||
## Roadmap Planning
|
||||
|
||||
### Planning Process
|
||||
|
||||
1. **Community Input**: Gather feature requests and feedback
|
||||
2. **Prioritization**: Maintainers prioritize based on:
|
||||
- Community demand
|
||||
- Technical feasibility
|
||||
- Project goals
|
||||
- Resource availability
|
||||
3. **Roadmap Publication**: Roadmap published in README and docs
|
||||
4. **Regular Updates**: Roadmap updated quarterly
|
||||
|
||||
### Roadmap Categories
|
||||
|
||||
- **Short-term** (1-3 months): Current sprint
|
||||
- **Medium-term** (3-6 months): Next quarter
|
||||
- **Long-term** (6+ months): Future vision
|
||||
|
||||
## Code Review Process
|
||||
|
||||
### Review Criteria
|
||||
|
||||
PRs are reviewed for:
|
||||
|
||||
- **Functionality**: Does it work as intended?
|
||||
- **Code Quality**: Follows style guidelines?
|
||||
- **Tests**: Adequate test coverage?
|
||||
- **Documentation**: Documentation updated?
|
||||
- **Performance**: No performance regressions?
|
||||
- **Security**: No security issues?
|
||||
|
||||
### Review Timeline
|
||||
|
||||
- **Initial Review**: Within 48 hours
|
||||
- **Follow-up**: Within 7 days
|
||||
- **Resolution**: Depends on complexity
|
||||
|
||||
### Review Guidelines
|
||||
|
||||
**For Reviewers**:
|
||||
- Be constructive and respectful
|
||||
- Explain reasoning for suggestions
|
||||
- Approve when criteria are met
|
||||
- Request changes when needed
|
||||
|
||||
**For Contributors**:
|
||||
- Address all review comments
|
||||
- Ask questions if unclear
|
||||
- Be open to feedback
|
||||
- Update PR based on feedback
|
||||
|
||||
## Conflict Resolution
|
||||
|
||||
### Code Conflicts
|
||||
|
||||
- Technical disagreements: Discuss in PR comments
|
||||
- Unresolved: Escalate to maintainers
|
||||
- Final decision: Maintainers
|
||||
|
||||
### Community Conflicts
|
||||
|
||||
- Follow [Code of Conduct](../CODE_OF_CONDUCT.md)
|
||||
- Report violations to maintainers
|
||||
- Maintainers handle enforcement
|
||||
|
||||
## Communication Channels
|
||||
|
||||
### GitHub
|
||||
|
||||
- **Issues**: Bug reports and feature requests
|
||||
- **Discussions**: Questions and general discussion
|
||||
- **Pull Requests**: Code contributions
|
||||
- **Releases**: Release announcements
|
||||
|
||||
### Discord
|
||||
|
||||
- Real-time community chat
|
||||
- Quick questions
|
||||
- Community support
|
||||
- Showcases
|
||||
|
||||
### Email
|
||||
|
||||
- Security issues: semantica-dev@users.noreply.github.com
|
||||
- General inquiries: GitHub Discussions preferred
|
||||
|
||||
## Contribution Guidelines
|
||||
|
||||
See [CONTRIBUTING.md](../CONTRIBUTING.md) for detailed contribution guidelines.
|
||||
|
||||
### Types of Contributions
|
||||
|
||||
- Code contributions
|
||||
- Documentation improvements
|
||||
- Bug reports
|
||||
- Feature suggestions
|
||||
- Code reviews
|
||||
- Community support
|
||||
|
||||
### Recognition
|
||||
|
||||
All contributors are recognized in:
|
||||
- [CONTRIBUTORS.md](../CONTRIBUTORS.md)
|
||||
- GitHub contributors page
|
||||
- Release notes for significant contributions
|
||||
|
||||
## Project Goals
|
||||
|
||||
### Primary Goals
|
||||
|
||||
1. **Usability**: Easy to use and understand
|
||||
2. **Reliability**: Production-ready quality
|
||||
3. **Performance**: Efficient and scalable
|
||||
4. **Extensibility**: Easy to extend and customize
|
||||
5. **Community**: Welcoming and inclusive
|
||||
|
||||
### Success Metrics
|
||||
|
||||
- Contributor engagement
|
||||
- Issue resolution time
|
||||
- Code quality metrics
|
||||
- Community growth
|
||||
- User satisfaction
|
||||
|
||||
## License
|
||||
|
||||
Semantica is licensed under the MIT License. See [LICENSE](../LICENSE) for details.
|
||||
|
||||
## Contact
|
||||
|
||||
For governance questions or concerns:
|
||||
|
||||
- **GitHub Discussions**: General questions
|
||||
- **Email**: semantica-dev@users.noreply.github.com
|
||||
- **Discord**: Community chat
|
||||
### Schedule
|
||||
- **Major**: Quarterly or as needed
|
||||
- **Minor**: Monthly or when ready
|
||||
- **Patch**: As bugs are fixed
|
||||
|
||||
---
|
||||
|
||||
**Last Updated**: 2024-01-XX
|
||||
## 🔍 Code Review
|
||||
|
||||
**Criteria**: Functionality, code quality, tests, documentation, performance, security
|
||||
|
||||
**Timeline**: Initial review within 48 hours, follow-up within 7 days
|
||||
|
||||
**Guidelines**:
|
||||
- Reviewers: Be constructive, explain reasoning
|
||||
- Contributors: Address comments, ask questions, be open to feedback
|
||||
|
||||
---
|
||||
|
||||
## 💬 Communication
|
||||
|
||||
- **GitHub Issues**: Bug reports, features, questions
|
||||
- **GitHub PRs**: Code contributions
|
||||
- **Email**: semantica-dev@users.noreply.github.com (security only)
|
||||
|
||||
---
|
||||
|
||||
## 🎯 Project Goals
|
||||
|
||||
1. **Usability** - Easy to use and understand
|
||||
2. **Reliability** - Production-ready quality
|
||||
3. **Performance** - Efficient and scalable
|
||||
4. **Extensibility** - Easy to extend
|
||||
5. **Community** - Welcoming and inclusive
|
||||
|
||||
---
|
||||
|
||||
## 📄 License
|
||||
|
||||
MIT License - See [LICENSE](https://github.com/Hawksight-AI/semantica/blob/main/LICENSE)
|
||||
|
||||
---
|
||||
|
||||
**Contact**: [GitHub Issues](https://github.com/Hawksight-AI/semantica/issues) or semantica-dev@users.noreply.github.com
|
||||
|
||||
+35
-48
@@ -2,12 +2,14 @@
|
||||
|
||||
Semantica is released under the MIT License.
|
||||
|
||||
---
|
||||
|
||||
## MIT License
|
||||
|
||||
```
|
||||
MIT License
|
||||
|
||||
Copyright (c) 2024 Hawksight AI
|
||||
Copyright (c) 2025 Hawksight AI
|
||||
|
||||
Permission is hereby granted, free of charge, to any person obtaining a copy
|
||||
of this software and associated documentation files (the "Software"), to deal
|
||||
@@ -28,64 +30,49 @@ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
|
||||
SOFTWARE.
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## What This Means
|
||||
|
||||
### You Can:
|
||||
|
||||
- ✅ Use Semantica commercially
|
||||
- ✅ Use commercially
|
||||
- ✅ Modify the source code
|
||||
- ✅ Distribute the software
|
||||
- ✅ Use it in private projects
|
||||
- ✅ Use in private/proprietary projects
|
||||
- ✅ Sublicense it
|
||||
- ✅ Use it in proprietary software
|
||||
|
||||
### You Must:
|
||||
|
||||
- ✅ Include the copyright notice
|
||||
- ✅ Include the license text
|
||||
- ✅ Include copyright notice
|
||||
- ✅ Include license text
|
||||
|
||||
### You Cannot:
|
||||
|
||||
- ❌ Hold authors liable for damages
|
||||
- ❌ Use the authors' names to endorse products without permission
|
||||
|
||||
## Third-Party Licenses
|
||||
|
||||
Semantica uses several open-source libraries. Their licenses are included in the distribution. Key dependencies:
|
||||
|
||||
- **Python**: PSF License
|
||||
- **NumPy**: BSD License
|
||||
- **Pandas**: BSD License
|
||||
- **spaCy**: MIT License
|
||||
- **Transformers**: Apache 2.0 License
|
||||
- **RDFLib**: BSD License
|
||||
|
||||
See the full list in `LICENSE` file or check individual package licenses.
|
||||
|
||||
## Commercial Use
|
||||
|
||||
Semantica is **free for commercial use**. You can:
|
||||
|
||||
- Use it in commercial products
|
||||
- Build commercial services with it
|
||||
- Include it in proprietary software
|
||||
- Sell products that use Semantica
|
||||
|
||||
No attribution required in your product, though we appreciate it!
|
||||
|
||||
## Contributing
|
||||
|
||||
By contributing to Semantica, you agree that your contributions will be licensed under the MIT License.
|
||||
|
||||
## Questions?
|
||||
|
||||
If you have questions about the license:
|
||||
|
||||
- Check the [full license text](../LICENSE)
|
||||
- [Open an issue](https://github.com/Hawksight-AI/semantica/issues)
|
||||
- [Start a discussion](https://github.com/Hawksight-AI/semantica/discussions)
|
||||
- ❌ Hold authors liable
|
||||
- ❌ Use authors' names for endorsement
|
||||
|
||||
---
|
||||
|
||||
**Semantica is 100% open source and free to use!** 🎉
|
||||
## Commercial Use
|
||||
|
||||
**Semantica is free for commercial use.** No attribution required (though appreciated)!
|
||||
|
||||
---
|
||||
|
||||
## Third-Party Licenses
|
||||
|
||||
Key dependencies:
|
||||
- Python (PSF), NumPy (BSD), Pandas (BSD)
|
||||
- spaCy (MIT), Transformers (Apache 2.0), RDFLib (BSD)
|
||||
|
||||
See `LICENSE` file for complete list.
|
||||
|
||||
---
|
||||
|
||||
## Contributing
|
||||
|
||||
By contributing, you agree your contributions will be licensed under MIT.
|
||||
|
||||
---
|
||||
|
||||
**Questions?** [Open an issue](https://github.com/Hawksight-AI/semantica/issues)
|
||||
|
||||
**Semantica is 100% open source and free!** 🎉
|
||||
|
||||
Reference in New Issue
Block a user