mirror of
https://github.com/semantica-agi/semantica.git
synced 2026-08-29 04:26:20 +00:00
Rebrand from SemantiCore to Semantica
- Updated all package references from semanticore to semantica - Updated all class names from SemantiCore to Semantica - Renamed logo files: SemantiCore Logo.png -> Semantica Logo.png - Renamed logo files: SemantiCore Logo Dark.png -> Semantica Logo Dark.png - Renamed roadmap file: SemantiCore_Development_Roadmap.md -> Semantica_Development_Roadmap.md - Updated all URLs, links, and documentation references - Updated all code examples and installation instructions - Maintained all functionality while updating branding
This commit is contained in:
KaifAhmad1
+17
-17
@@ -1,6 +1,6 @@
|
||||
# 🤝 Contributing to SemantiCore
|
||||
# 🤝 Contributing to Semantica
|
||||
|
||||
Thank you for your interest in contributing to SemantiCore! This document provides guidelines and information for contributors.
|
||||
Thank you for your interest in contributing to Semantica! This document provides guidelines and information for contributors.
|
||||
|
||||
## 🎯 How to Contribute
|
||||
|
||||
@@ -23,8 +23,8 @@ Thank you for your interest in contributing to SemantiCore! This document provid
|
||||
### **Development Setup**
|
||||
```bash
|
||||
# Fork and clone the repository
|
||||
git clone https://github.com/YOUR_USERNAME/semanticore.git
|
||||
cd semanticore
|
||||
git clone https://github.com/YOUR_USERNAME/semantica.git
|
||||
cd semantica
|
||||
|
||||
# Create virtual environment
|
||||
python -m venv venv
|
||||
@@ -57,15 +57,15 @@ git checkout -b fix/your-bug-fix
|
||||
pytest
|
||||
|
||||
# Run with coverage
|
||||
pytest --cov=semanticore
|
||||
pytest --cov=semantica
|
||||
|
||||
# Run linting
|
||||
flake8 semanticore/
|
||||
mypy semanticore/
|
||||
flake8 semantica/
|
||||
mypy semantica/
|
||||
|
||||
# Format code
|
||||
black semanticore/
|
||||
isort semanticore/
|
||||
black semantica/
|
||||
isort semantica/
|
||||
```
|
||||
|
||||
### **4. Commit Your Changes**
|
||||
@@ -137,7 +137,7 @@ test(extraction): add tests for entity extraction
|
||||
### **Writing Tests**
|
||||
```python
|
||||
import pytest
|
||||
from semanticore.processors.document.pdf_processor import PDFProcessor
|
||||
from semantica.processors.document.pdf_processor import PDFProcessor
|
||||
|
||||
class TestPDFProcessor:
|
||||
def setup_method(self):
|
||||
@@ -230,7 +230,7 @@ What actually happened.
|
||||
**Environment**
|
||||
- OS: [e.g., Windows 10, macOS 12.0]
|
||||
- Python version: [e.g., 3.9.7]
|
||||
- SemantiCore version: [e.g., 0.1.0]
|
||||
- Semantica version: [e.g., 0.1.0]
|
||||
|
||||
**Additional Information**
|
||||
Any other relevant information.
|
||||
@@ -273,15 +273,15 @@ Contributors will be recognized in:
|
||||
|
||||
## 📞 Getting Help
|
||||
|
||||
- **Discussions**: [GitHub Discussions](https://github.com/semanticore/semanticore/discussions)
|
||||
- **Issues**: [GitHub Issues](https://github.com/semanticore/semanticore/issues)
|
||||
- **Discord**: [Community Discord](https://discord.gg/semanticore)
|
||||
- **Email**: team@semanticore.io
|
||||
- **Discussions**: [GitHub Discussions](https://github.com/semantica/semantica/discussions)
|
||||
- **Issues**: [GitHub Issues](https://github.com/semantica/semantica/issues)
|
||||
- **Discord**: [Community Discord](https://discord.gg/semantica)
|
||||
- **Email**: team@semantica.io
|
||||
|
||||
## 📄 License
|
||||
|
||||
By contributing to SemantiCore, you agree that your contributions will be licensed under the MIT License.
|
||||
By contributing to Semantica, you agree that your contributions will be licensed under the MIT License.
|
||||
|
||||
---
|
||||
|
||||
Thank you for contributing to SemantiCore! 🚀
|
||||
Thank you for contributing to Semantica! 🚀
|
||||
+43
-43
@@ -4,27 +4,27 @@
|
||||
|
||||
```bash
|
||||
# Complete installation with all format support
|
||||
pip install "semanticore[all]"
|
||||
pip install "semantica[all]"
|
||||
|
||||
# Lightweight installation
|
||||
pip install semanticore
|
||||
pip install semantica
|
||||
|
||||
# Specific format support
|
||||
pip install "semanticore[pdf,web,feeds,office]"
|
||||
pip install "semantica[pdf,web,feeds,office]"
|
||||
|
||||
# Development installation
|
||||
git clone https://github.com/semanticore/semanticore.git
|
||||
cd semanticore
|
||||
git clone https://github.com/semantica/semantica.git
|
||||
cd semantica
|
||||
pip install -e ".[dev]"
|
||||
```
|
||||
|
||||
### ⚡ 30-Second Demo: From Any Format to Knowledge
|
||||
|
||||
```python
|
||||
from semanticore import SemantiCore
|
||||
from semantica import Semantica
|
||||
|
||||
# Initialize with preferred providers
|
||||
core = SemantiCore(
|
||||
core = Semantica(
|
||||
llm_provider="openai",
|
||||
embedding_model="text-embedding-3-large",
|
||||
vector_store="pinecone",
|
||||
@@ -61,7 +61,7 @@ results = knowledge_base.query("What are the key financial trends?")
|
||||
Process complex document formats with semantic understanding:
|
||||
|
||||
```python
|
||||
from semanticore.processors import DocumentProcessor
|
||||
from semantica.processors import DocumentProcessor
|
||||
|
||||
# Initialize document processor
|
||||
doc_processor = DocumentProcessor(
|
||||
@@ -89,7 +89,7 @@ for content in [pdf_content, docx_content, pptx_content]:
|
||||
Real-time web content and feed processing:
|
||||
|
||||
```python
|
||||
from semanticore.processors import WebProcessor, FeedProcessor
|
||||
from semantica.processors import WebProcessor, FeedProcessor
|
||||
|
||||
# Web content processor
|
||||
web_processor = WebProcessor(
|
||||
@@ -131,7 +131,7 @@ async for item in feed_processor.stream_items():
|
||||
Handle structured and semi-structured data formats:
|
||||
|
||||
```python
|
||||
from semanticore.processors import StructuredDataProcessor
|
||||
from semantica.processors import StructuredDataProcessor
|
||||
|
||||
# Initialize structured data processor
|
||||
structured_processor = StructuredDataProcessor(
|
||||
@@ -158,7 +158,7 @@ for data in [json_data, csv_data, yaml_data, xml_data]:
|
||||
Process email archives and compressed files:
|
||||
|
||||
```python
|
||||
from semanticore.processors import EmailProcessor, ArchiveProcessor
|
||||
from semantica.processors import EmailProcessor, ArchiveProcessor
|
||||
|
||||
# Email processing
|
||||
email_processor = EmailProcessor(
|
||||
@@ -192,7 +192,7 @@ for content in archive_contents:
|
||||
Specialized processing for academic and scientific content:
|
||||
|
||||
```python
|
||||
from semanticore.processors import AcademicProcessor
|
||||
from semantica.processors import AcademicProcessor
|
||||
|
||||
# Academic content processor
|
||||
academic_processor = AcademicProcessor(
|
||||
@@ -223,7 +223,7 @@ for content in [latex_content, bibtex_content, jats_content]:
|
||||
Generate RDF triples from any content automatically:
|
||||
|
||||
```python
|
||||
from semanticore.extraction import TripleExtractor
|
||||
from semantica.extraction import TripleExtractor
|
||||
|
||||
# Initialize triple extractor
|
||||
triple_extractor = TripleExtractor(
|
||||
@@ -255,7 +255,7 @@ jsonld_format = triple_extractor.to_jsonld(triples)
|
||||
Automatically generate ontologies from extracted semantic patterns:
|
||||
|
||||
```python
|
||||
from semanticore.ontology import OntologyGenerator
|
||||
from semantica.ontology import OntologyGenerator
|
||||
|
||||
# Initialize ontology generator
|
||||
ontology_gen = OntologyGenerator(
|
||||
@@ -283,7 +283,7 @@ ontology.save_to_triple_store("http://localhost:9999/blazegraph/sparql")
|
||||
Create context-aware embeddings optimized for semantic search:
|
||||
|
||||
```python
|
||||
from semanticore.embeddings import SemanticEmbedder
|
||||
from semantica.embeddings import SemanticEmbedder
|
||||
|
||||
# Initialize semantic embedder
|
||||
embedder = SemanticEmbedder(
|
||||
@@ -316,7 +316,7 @@ results = vector_store.semantic_search(query, top_k=10)
|
||||
Monitor and process live data feeds with semantic understanding:
|
||||
|
||||
```python
|
||||
from semanticore.streaming import LiveFeedProcessor
|
||||
from semantica.streaming import LiveFeedProcessor
|
||||
|
||||
# Initialize live feed processor
|
||||
feed_processor = LiveFeedProcessor(
|
||||
@@ -358,7 +358,7 @@ async for feed_item in feed_processor.stream():
|
||||
Integrate with popular streaming platforms:
|
||||
|
||||
```python
|
||||
from semanticore.streaming import StreamProcessor
|
||||
from semantica.streaming import StreamProcessor
|
||||
|
||||
# Kafka integration
|
||||
kafka_processor = StreamProcessor(
|
||||
@@ -400,7 +400,7 @@ async for message in kafka_processor.consume():
|
||||
### 🔐 Multi-Format Cybersecurity Intelligence
|
||||
|
||||
```python
|
||||
from semanticore.domains.cyber import CyberIntelProcessor
|
||||
from semantica.domains.cyber import CyberIntelProcessor
|
||||
|
||||
# Initialize cybersecurity processor
|
||||
cyber_processor = CyberIntelProcessor(
|
||||
@@ -435,7 +435,7 @@ cyber_knowledge.export_to_opencti()
|
||||
### 🧬 Biomedical Literature Processing
|
||||
|
||||
```python
|
||||
from semanticore.domains.biomedical import BiomedicalProcessor
|
||||
from semantica.domains.biomedical import BiomedicalProcessor
|
||||
|
||||
# Initialize biomedical processor
|
||||
bio_processor = BiomedicalProcessor(
|
||||
@@ -466,7 +466,7 @@ biomedical_knowledge.export_to_bioportal()
|
||||
### 📊 Financial Data Aggregation & Analysis
|
||||
|
||||
```python
|
||||
from semanticore.domains.finance import FinancialProcessor
|
||||
from semantica.domains.finance import FinancialProcessor
|
||||
|
||||
# Initialize financial processor
|
||||
finance_processor = FinancialProcessor(
|
||||
@@ -502,7 +502,7 @@ financial_knowledge.export_to_refinitiv()
|
||||
### 🚀 Scalable Deployment Options
|
||||
|
||||
```python
|
||||
from semanticore.deployment import ScaleManager
|
||||
from semantica.deployment import ScaleManager
|
||||
|
||||
# Kubernetes deployment configuration
|
||||
k8s_config = {
|
||||
@@ -532,7 +532,7 @@ print(f"Memory usage: {metrics.memory_usage_percent}%")
|
||||
### 🔧 Custom Pipeline Configuration
|
||||
|
||||
```python
|
||||
from semanticore.pipeline import PipelineBuilder
|
||||
from semantica.pipeline import PipelineBuilder
|
||||
|
||||
# Build custom processing pipeline
|
||||
pipeline = PipelineBuilder() \
|
||||
@@ -572,7 +572,7 @@ results = pipeline.process(input_sources)
|
||||
### 📊 Real-Time Analytics Dashboard
|
||||
|
||||
```python
|
||||
from semanticore.monitoring import AnalyticsDashboard
|
||||
from semantica.monitoring import AnalyticsDashboard
|
||||
|
||||
# Initialize analytics dashboard
|
||||
dashboard = AnalyticsDashboard(
|
||||
@@ -604,7 +604,7 @@ dashboard.add_alert(
|
||||
### 🔍 Quality Assurance & Validation
|
||||
|
||||
```python
|
||||
from semanticore.quality import QualityAssurance
|
||||
from semantica.quality import QualityAssurance
|
||||
|
||||
# Initialize quality assurance
|
||||
qa = QualityAssurance(
|
||||
@@ -635,10 +635,10 @@ qa.enable_continuous_monitoring()
|
||||
|
||||
### 📋 Schema-First Knowledge Graph Construction
|
||||
|
||||
Unlike other libraries that infer schemas, SemantiCore enforces predefined business schemas:
|
||||
Unlike other libraries that infer schemas, Semantica enforces predefined business schemas:
|
||||
|
||||
```python
|
||||
from semanticore.schema import SchemaManager, BusinessEntity
|
||||
from semantica.schema import SchemaManager, BusinessEntity
|
||||
from pydantic import BaseModel
|
||||
from typing import List, Optional
|
||||
|
||||
@@ -671,7 +671,7 @@ schema_manager = SchemaManager()
|
||||
schema_manager.register_entities([Employee, Department, Product])
|
||||
|
||||
# Process documents with schema enforcement
|
||||
core = SemantiCore(schema_manager=schema_manager)
|
||||
core = Semantica(schema_manager=schema_manager)
|
||||
results = core.process_with_schema("hr_documents/", strict_mode=True)
|
||||
|
||||
# Only entities matching your schema are extracted and validated
|
||||
@@ -685,7 +685,7 @@ print(f"Schema violations: {len(results.violations)}")
|
||||
Start with known entities and enhance with automated extraction:
|
||||
|
||||
```python
|
||||
from semanticore.knowledge import SeedManager
|
||||
from semantica.knowledge import SeedManager
|
||||
|
||||
# Initialize with known business entities
|
||||
seed_manager = SeedManager()
|
||||
@@ -715,7 +715,7 @@ print(f"Linked to existing: {len(results.linked_entities)}")
|
||||
Automatic deduplication with configurable business rules:
|
||||
|
||||
```python
|
||||
from semanticore.deduplication import EntityDeduplicator
|
||||
from semantica.deduplication import EntityDeduplicator
|
||||
|
||||
# Configure deduplication rules for each entity type
|
||||
dedup_config = {
|
||||
@@ -765,7 +765,7 @@ for merge in results.auto_merged:
|
||||
Flag contradictions with complete source tracking:
|
||||
|
||||
```python
|
||||
from semanticore.conflicts import ConflictDetector
|
||||
from semantica.conflicts import ConflictDetector
|
||||
|
||||
# Configure conflict detection rules
|
||||
conflict_detector = ConflictDetector(
|
||||
@@ -819,7 +819,7 @@ resolved_conflicts = conflict_detector.resolve_conflicts(
|
||||
Implement custom business logic and constraints:
|
||||
|
||||
```python
|
||||
from semanticore.validation import BusinessRuleEngine
|
||||
from semantica.validation import BusinessRuleEngine
|
||||
|
||||
# Define business rules
|
||||
rules = BusinessRuleEngine()
|
||||
@@ -878,7 +878,7 @@ for violation in validation_report.violations:
|
||||
Built-in UI for reviewing and resolving conflicts:
|
||||
|
||||
```python
|
||||
from semanticore.ui import ConflictResolutionDashboard
|
||||
from semantica.ui import ConflictResolutionDashboard
|
||||
|
||||
# Start interactive dashboard
|
||||
dashboard = ConflictResolutionDashboard(
|
||||
@@ -912,18 +912,18 @@ knowledge_graph.apply_resolutions(resolved_data)
|
||||
|
||||
### 🎓 Learning Resources
|
||||
|
||||
- **📚 [Documentation](https://semanticore.readthedocs.io/)** - Comprehensive guides and API reference
|
||||
- **🎯 [Tutorials](https://semanticore.readthedocs.io/tutorials/)** - Step-by-step tutorials for common use cases
|
||||
- **💡 [Examples Repository](https://github.com/semanticore/examples)** - Real-world implementation examples
|
||||
- **🎥 [Video Tutorials](https://youtube.com/semanticore)** - Visual learning content
|
||||
- **📖 [Blog](https://blog.semanticore.io/)** - Latest updates and best practices
|
||||
- **📚 [Documentation](https://semantica.readthedocs.io/)** - Comprehensive guides and API reference
|
||||
- **🎯 [Tutorials](https://semantica.readthedocs.io/tutorials/)** - Step-by-step tutorials for common use cases
|
||||
- **💡 [Examples Repository](https://github.com/semantica/examples)** - Real-world implementation examples
|
||||
- **🎥 [Video Tutorials](https://youtube.com/semantica)** - Visual learning content
|
||||
- **📖 [Blog](https://blog.semantica.io/)** - Latest updates and best practices
|
||||
|
||||
### 💬 Community Support
|
||||
|
||||
- **💬 [Discord Community](https://discord.gg/semanticore)** - Real-time chat and support
|
||||
- **🐙 [GitHub Discussions](https://github.com/semanticore/semanticore/discussions)** - Community Q&A
|
||||
- **📧 [Mailing List](https://groups.google.com/g/semanticore)** - Announcements and updates
|
||||
- **🐦 [Twitter](https://twitter.com/semanticore)** - Latest news and tips
|
||||
- **💬 [Discord Community](https://discord.gg/semantica)** - Real-time chat and support
|
||||
- **🐙 [GitHub Discussions](https://github.com/semantica/semantica/discussions)** - Community Q&A
|
||||
- **📧 [Mailing List](https://groups.google.com/g/semantica)** - Announcements and updates
|
||||
- **🐦 [Twitter](https://twitter.com/semantica)** - Latest news and tips
|
||||
|
||||
### 🏢 Enterprise Support
|
||||
|
||||
@@ -943,7 +943,7 @@ This project is licensed under the MIT License - see the [LICENSE](LICENSE) file
|
||||
## 🙏 Acknowledgments
|
||||
|
||||
- **🧠 Research Community** - Built upon cutting-edge research in NLP and semantic web
|
||||
- **🤝 Open Source Contributors** - Hundreds of contributors making SemantiCore better
|
||||
- **🤝 Open Source Contributors** - Hundreds of contributors making Semantica better
|
||||
- **🏢 Enterprise Partners** - Real-world feedback and requirements shaping development
|
||||
- **🎓 Academic Institutions** - Research collaborations and validation
|
||||
|
||||
@@ -953,6 +953,6 @@ This project is licensed under the MIT License - see the [LICENSE](LICENSE) file
|
||||
|
||||
**🚀 Ready to transform your data into intelligent knowledge?**
|
||||
|
||||
[Get Started Now](https://semanticore.readthedocs.io/quickstart/) • [View Examples](https://github.com/semanticore/examples) • [Join Community](https://discord.gg/semanticore)
|
||||
[Get Started Now](https://semantica.readthedocs.io/quickstart/) • [View Examples](https://github.com/semantica/examples) • [Join Community](https://discord.gg/semantica)
|
||||
|
||||
</div>
|
||||
|
||||
+11
-11
@@ -1,4 +1,4 @@
|
||||
# 🧠 SemantiCore
|
||||
# 🧠 Semantica
|
||||
|
||||
> **The AI-Native Semantic Layer & Knowledge Engineering Toolkit**
|
||||
> Modular • Agentic • RAG-Ready • Real-Time • Extensible • Open-Source
|
||||
@@ -9,7 +9,7 @@
|
||||
|
||||
In an AI-native world dominated by intelligent agents, automation pipelines, and reasoning systems, **raw documents are no longer enough**. To enable deep understanding, reasoning, memory, and automation — you need a **semantic core**.
|
||||
|
||||
**SemantiCore** is your central, extensible, open-source framework for transforming messy, unstructured data into **machine-understandable**, **queryable**, and **actionable** knowledge.
|
||||
**Semantica** is your central, extensible, open-source framework for transforming messy, unstructured data into **machine-understandable**, **queryable**, and **actionable** knowledge.
|
||||
|
||||
---
|
||||
|
||||
@@ -30,7 +30,7 @@ In an AI-native world dominated by intelligent agents, automation pipelines, and
|
||||
## 📦 Installation
|
||||
|
||||
```bash
|
||||
git clone https://github.com/semanticores/semcore.git
|
||||
git clone https://github.com/semanticas/semcore.git
|
||||
cd semcore
|
||||
pip install -e .[all] # Includes extras like UI, Whisper, Neo4j, etc.
|
||||
```
|
||||
@@ -413,31 +413,31 @@ semantic_results = pipeline.query(
|
||||
### Quick Start
|
||||
```bash
|
||||
# Basic installation
|
||||
pip install semanticore
|
||||
pip install semantica
|
||||
|
||||
# Full installation with all features
|
||||
pip install semanticore[all]
|
||||
pip install semantica[all]
|
||||
|
||||
# Specific modules
|
||||
pip install semanticore[graphs,vectors,ui]
|
||||
pip install semantica[graphs,vectors,ui]
|
||||
```
|
||||
|
||||
### Docker Deployment
|
||||
```bash
|
||||
# Start complete stack
|
||||
docker-compose up -d semanticore-stack
|
||||
docker-compose up -d semantica-stack
|
||||
|
||||
# Custom configuration
|
||||
docker run -v ./config:/app/config semanticore:latest
|
||||
docker run -v ./config:/app/config semantica:latest
|
||||
```
|
||||
|
||||
### Kubernetes
|
||||
```bash
|
||||
# Deploy with Helm
|
||||
helm install semanticore ./charts/semanticore
|
||||
helm install semantica ./charts/semantica
|
||||
|
||||
# Scale processing nodes
|
||||
kubectl scale deployment semanticore-workers --replicas=10
|
||||
kubectl scale deployment semantica-workers --replicas=10
|
||||
```
|
||||
|
||||
---
|
||||
@@ -493,7 +493,7 @@ Attribution appreciated. Collaborative forks encouraged.
|
||||
|
||||
> Let's build the semantic backbone of the AI-native world.
|
||||
|
||||
SemantiCore is not just a toolkit — it's a **movement** toward AI systems that reason, explain, and learn from structured, semantic knowledge.
|
||||
Semantica is not just a toolkit — it's a **movement** toward AI systems that reason, explain, and learn from structured, semantic knowledge.
|
||||
|
||||
**Connect. Contribute. Collaborate.**
|
||||
|
||||
|
||||
+27
-27
@@ -1,12 +1,12 @@
|
||||
# 🚀 SemantiCore: The Ultimate Knowledge Engineering Toolkit
|
||||
# 🚀 Semantica: The Ultimate Knowledge Engineering Toolkit
|
||||
|
||||
> **"Transform Unstructured Data into Semantic Layers: Build Enterprise Knowledge Graphs with Engineering Precision"**
|
||||
|
||||
---
|
||||
|
||||
## 🎯 **What is SemantiCore?**
|
||||
## 🎯 **What is Semantica?**
|
||||
|
||||
SemantiCore is a comprehensive toolkit for Knowledge Engineering and Semantic Layer construction. It transforms unstructured data into structured, queryable semantic layers with built-in quality controls, conflict detection, and full provenance tracking. Built for data engineers, knowledge engineers, and semantic architects.
|
||||
Semantica is a comprehensive toolkit for Knowledge Engineering and Semantic Layer construction. It transforms unstructured data into structured, queryable semantic layers with built-in quality controls, conflict detection, and full provenance tracking. Built for data engineers, knowledge engineers, and semantic architects.
|
||||
|
||||
---
|
||||
|
||||
@@ -32,7 +32,7 @@ SemantiCore is a comprehensive toolkit for Knowledge Engineering and Semantic La
|
||||
|
||||
```
|
||||
┌─────────────────────────────────────────────────────────────┐
|
||||
│ SemantiCore Knowledge Engineering Toolkit │
|
||||
│ Semantica Knowledge Engineering Toolkit │
|
||||
├─────────────────────────────────────────────────────────────┤
|
||||
│ 📊 Semantic Dashboard │ 🔧 Engineering CLI │ 📈 Quality Monitor │
|
||||
├─────────────────────────────────────────────────────────────┤
|
||||
@@ -99,9 +99,9 @@ graph LR
|
||||
|
||||
### 1. **Load Unstructured Data**
|
||||
```python
|
||||
from semanticore import SemantiCore
|
||||
from semantica import Semantica
|
||||
|
||||
core = SemantiCore()
|
||||
core = Semantica()
|
||||
core.ingest_unstructured_data("./documents/", "./emails/", "./databases/")
|
||||
```
|
||||
|
||||
@@ -171,7 +171,7 @@ semantic_analysis = semantic_layer.analyze_relationships("fraud_detection_patter
|
||||
|
||||
---
|
||||
|
||||
## 💡 **Why Choose SemantiCore for Knowledge Engineering?**
|
||||
## 💡 **Why Choose Semantica for Knowledge Engineering?**
|
||||
|
||||
### ✅ **Knowledge Engineering Advantages**
|
||||
- **Semantic Layer Focus** - Purpose-built for building enterprise semantic layers
|
||||
@@ -181,7 +181,7 @@ semantic_analysis = semantic_layer.analyze_relationships("fraud_detection_patter
|
||||
- **Provenance & Lineage** - Full audit trail for knowledge engineering processes
|
||||
|
||||
### 🆚 **vs. Knowledge Engineering Alternatives**
|
||||
| Feature | SemantiCore | Neo4j | Amazon Neptune | Microsoft Graph | Stardog |
|
||||
| Feature | Semantica | Neo4j | Amazon Neptune | Microsoft Graph | Stardog |
|
||||
|---------|-------------|-------|----------------|-----------------|---------|
|
||||
| **Semantic Layer Construction** | ✅ Native | ❌ Manual | ❌ Limited | ❌ Basic | ⚠️ Partial |
|
||||
| **Unstructured Data Processing** | ✅ Full Suite | ❌ Text only | ❌ Limited | ❌ Limited | ⚠️ Basic |
|
||||
@@ -218,15 +218,15 @@ semantic_analysis = semantic_layer.analyze_relationships("fraud_detection_patter
|
||||
## 🤝 **Get Involved**
|
||||
|
||||
### 📚 **Resources**
|
||||
- **Documentation**: [docs.semanticore.ai](https://docs.semanticore.ai)
|
||||
- **GitHub**: [github.com/semanticore](https://github.com/semanticore)
|
||||
- **Discord**: [discord.gg/semanticore](https://discord.gg/semanticore)
|
||||
- **Blog**: [blog.semanticore.ai](https://blog.semanticore.ai)
|
||||
- **Documentation**: [docs.semantica.ai](https://docs.semantica.ai)
|
||||
- **GitHub**: [github.com/semantica](https://github.com/semantica)
|
||||
- **Discord**: [discord.gg/semantica](https://discord.gg/semantica)
|
||||
- **Blog**: [blog.semantica.ai](https://blog.semantica.ai)
|
||||
|
||||
### 🆘 **Support**
|
||||
- **Community**: GitHub Discussions
|
||||
- **Enterprise**: [enterprise@semanticore.ai](mailto:enterprise@semanticore.ai)
|
||||
- **Sales**: [sales@semanticore.ai](mailto:sales@semanticore.ai)
|
||||
- **Enterprise**: [enterprise@semantica.ai](mailto:enterprise@semantica.ai)
|
||||
- **Sales**: [sales@semantica.ai](mailto:sales@semantica.ai)
|
||||
|
||||
---
|
||||
|
||||
@@ -280,14 +280,14 @@ semantic_analysis = semantic_layer.analyze_relationships("fraud_detection_patter
|
||||
## 🎬 **Knowledge Engineering Demos**
|
||||
|
||||
### 📹 **Video Demos**
|
||||
- [Knowledge Engineering Quick Start](https://youtube.com/semanticore-knowledge-engineering)
|
||||
- [Semantic Layer Construction](https://youtube.com/semanticore-semantic-layers)
|
||||
- [Enterprise Knowledge Engineering](https://youtube.com/semanticore-enterprise)
|
||||
- [Knowledge Engineering Quick Start](https://youtube.com/semantica-knowledge-engineering)
|
||||
- [Semantic Layer Construction](https://youtube.com/semantica-semantic-layers)
|
||||
- [Enterprise Knowledge Engineering](https://youtube.com/semantica-enterprise)
|
||||
|
||||
### 📚 **Live Examples**
|
||||
- [Financial Semantic Layer](https://demo.semanticore.ai/financial-semantic)
|
||||
- [Healthcare Knowledge Graph](https://demo.semanticore.ai/healthcare-kg)
|
||||
- [Legal Compliance Knowledge Base](https://demo.semanticore.ai/legal-compliance)
|
||||
- [Financial Semantic Layer](https://demo.semantica.ai/financial-semantic)
|
||||
- [Healthcare Knowledge Graph](https://demo.semantica.ai/healthcare-kg)
|
||||
- [Legal Compliance Knowledge Base](https://demo.semantica.ai/legal-compliance)
|
||||
|
||||
---
|
||||
|
||||
@@ -297,15 +297,15 @@ semantic_analysis = semantic_layer.analyze_relationships("fraud_detection_patter
|
||||
|
||||
---
|
||||
|
||||
*Built with ❤️ by the SemantiCore Community*
|
||||
*Built with ❤️ by the Semantica Community*
|
||||
|
||||
---
|
||||
|
||||
## 📞 **Contact Knowledge Engineering Team**
|
||||
|
||||
- **Website**: [semanticore.ai](https://semanticore.ai)
|
||||
- **Email**: [knowledge-engineering@semanticore.ai](mailto:knowledge-engineering@semanticore.ai)
|
||||
- **Twitter**: [@semanticore](https://twitter.com/semanticore)
|
||||
- **LinkedIn**: [SemantiCore Knowledge Engineering](https://linkedin.com/company/semanticore)
|
||||
- **YouTube**: [SemantiCore Knowledge Engineering](https://youtube.com/semanticore)
|
||||
- **Discord**: [Knowledge Engineering Community](https://discord.gg/semanticore-ke)
|
||||
- **Website**: [semantica.ai](https://semantica.ai)
|
||||
- **Email**: [knowledge-engineering@semantica.ai](mailto:knowledge-engineering@semantica.ai)
|
||||
- **Twitter**: [@semantica](https://twitter.com/semantica)
|
||||
- **LinkedIn**: [Semantica Knowledge Engineering](https://linkedin.com/company/semantica)
|
||||
- **YouTube**: [Semantica Knowledge Engineering](https://youtube.com/semantica)
|
||||
- **Discord**: [Knowledge Engineering Community](https://discord.gg/semantica-ke)
|
||||
|
||||
@@ -1,31 +1,31 @@
|
||||
<div align="center">
|
||||
|
||||
<img src="SemantiCore%20Logo.png" alt="SemantiCore Logo" width="300" height="auto">
|
||||
<img src="Semantica%20Logo.png" alt="Semantica Logo" width="300" height="auto">
|
||||
|
||||
# 🧠 SemantiCore
|
||||
# 🧠 Semantica
|
||||
|
||||
[](https://www.python.org/downloads/)
|
||||
[](https://opensource.org/licenses/MIT)
|
||||
[](https://badge.fury.io/py/semanticore)
|
||||
[](https://pepy.tech/project/semanticore)
|
||||
[](https://badge.fury.io/py/semantica)
|
||||
[](https://pepy.tech/project/semantica)
|
||||
|
||||
**🚀 Open Source Semantic Layer and Knowledge Engineering Toolkit**
|
||||
|
||||
*Transform any unstructured data format into intelligent, structured semantic knowledge graphs, embeddings, and ontologies for LLMs, Agents, RAG systems, and Knowledge Graphs.*
|
||||
|
||||
[📖 Documentation](https://semanticore.readthedocs.io/) • [🚀 Quick Start](#-quick-start) • [💡 Features](#-features) • [🤝 Community](#-community--support) • [🔧 API Reference](https://semanticore.readthedocs.io/api/)
|
||||
[📖 Documentation](https://semantica.readthedocs.io/) • [🚀 Quick Start](#-quick-start) • [💡 Features](#-features) • [🤝 Community](#-community--support) • [🔧 API Reference](https://semantica.readthedocs.io/api/)
|
||||
|
||||
</div>
|
||||
|
||||
---
|
||||
|
||||
## 🌟 What is SemantiCore?
|
||||
## 🌟 What is Semantica?
|
||||
|
||||
SemantiCore is the most comprehensive semantic data transformation platform that bridges the gap between raw unstructured data in **any format** and intelligent AI systems. From complex documents to live data feeds, SemantiCore extracts meaning, builds knowledge, and creates intelligent semantic layers that power next-generation AI applications.
|
||||
Semantica is the most comprehensive semantic data transformation platform that bridges the gap between raw unstructured data in **any format** and intelligent AI systems. From complex documents to live data feeds, Semantica extracts meaning, builds knowledge, and creates intelligent semantic layers that power next-generation AI applications.
|
||||
|
||||
> **"The missing link between your data and AI — turning unstructured chaos into structured, intelligent semantic knowledge."**
|
||||
|
||||
### 🎯 Why Choose SemantiCore?
|
||||
### 🎯 Why Choose Semantica?
|
||||
|
||||
<table>
|
||||
<tr>
|
||||
@@ -166,27 +166,27 @@ SemantiCore is the most comprehensive semantic data transformation platform that
|
||||
|
||||
```bash
|
||||
# Complete installation with all format support
|
||||
pip install "semanticore[all]"
|
||||
pip install "semantica[all]"
|
||||
|
||||
# Lightweight installation
|
||||
pip install semanticore
|
||||
pip install semantica
|
||||
|
||||
# Specific format support
|
||||
pip install "semanticore[pdf,web,feeds,office]"
|
||||
pip install "semantica[pdf,web,feeds,office]"
|
||||
|
||||
# Development installation
|
||||
git clone https://github.com/semanticore/semanticore.git
|
||||
cd semanticore
|
||||
git clone https://github.com/semantica/semantica.git
|
||||
cd semantica
|
||||
pip install -e ".[dev]"
|
||||
```
|
||||
|
||||
### ⚡ 30-Second Demo: From Any Format to Knowledge
|
||||
|
||||
```python
|
||||
from semanticore import SemantiCore
|
||||
from semantica import Semantica
|
||||
|
||||
# Initialize with preferred providers
|
||||
core = SemantiCore(
|
||||
core = Semantica(
|
||||
llm_provider="openai",
|
||||
embedding_model="text-embedding-3-large",
|
||||
vector_store="pinecone",
|
||||
@@ -299,17 +299,17 @@ results = knowledge_base.query("What are the key financial trends?")
|
||||
## 🤝 Community & Support
|
||||
|
||||
### 🎓 **Learning Resources**
|
||||
- **📚 [Documentation](https://semanticore.readthedocs.io/)** - Comprehensive guides and API reference
|
||||
- **🎯 [Tutorials](https://semanticore.readthedocs.io/tutorials/)** - Step-by-step tutorials for common use cases
|
||||
- **💡 [Examples Repository](https://github.com/semanticore/examples)** - Real-world implementation examples
|
||||
- **🎥 [Video Tutorials](https://youtube.com/semanticore)** - Visual learning content
|
||||
- **📖 [Blog](https://blog.semanticore.io/)** - Latest updates and best practices
|
||||
- **📚 [Documentation](https://semantica.readthedocs.io/)** - Comprehensive guides and API reference
|
||||
- **🎯 [Tutorials](https://semantica.readthedocs.io/tutorials/)** - Step-by-step tutorials for common use cases
|
||||
- **💡 [Examples Repository](https://github.com/semantica/examples)** - Real-world implementation examples
|
||||
- **🎥 [Video Tutorials](https://youtube.com/semantica)** - Visual learning content
|
||||
- **📖 [Blog](https://blog.semantica.io/)** - Latest updates and best practices
|
||||
|
||||
### 💬 **Community Support**
|
||||
- **💬 [Discord Community](https://discord.gg/semanticore)** - Real-time chat and support
|
||||
- **🐙 [GitHub Discussions](https://github.com/semanticore/semanticore/discussions)** - Community Q&A
|
||||
- **📧 [Mailing List](https://groups.google.com/g/semanticore)** - Announcements and updates
|
||||
- **🐦 [Twitter](https://twitter.com/semanticore)** - Latest news and tips
|
||||
- **💬 [Discord Community](https://discord.gg/semantica)** - Real-time chat and support
|
||||
- **🐙 [GitHub Discussions](https://github.com/semantica/semantica/discussions)** - Community Q&A
|
||||
- **📧 [Mailing List](https://groups.google.com/g/semantica)** - Announcements and updates
|
||||
- **🐦 [Twitter](https://twitter.com/semantica)** - Latest news and tips
|
||||
|
||||
### 🏢 **Enterprise Support**
|
||||
- **🎯 Professional Services** - Custom implementation and consulting
|
||||
@@ -328,7 +328,7 @@ This project is licensed under the MIT License - see the [LICENSE](LICENSE) file
|
||||
## 🙏 Acknowledgments
|
||||
|
||||
- **🧠 Research Community** - Built upon cutting-edge research in NLP and semantic web
|
||||
- **🤝 Open Source Contributors** - Hundreds of contributors making SemantiCore better
|
||||
- **🤝 Open Source Contributors** - Hundreds of contributors making Semantica better
|
||||
- **🏢 Enterprise Partners** - Real-world feedback and requirements shaping development
|
||||
- **🎓 Academic Institutions** - Research collaborations and validation
|
||||
|
||||
@@ -338,6 +338,6 @@ This project is licensed under the MIT License - see the [LICENSE](LICENSE) file
|
||||
|
||||
**🚀 Ready to transform your data into intelligent knowledge?**
|
||||
|
||||
[Get Started Now](https://semanticore.readthedocs.io/quickstart/) • [View Examples](https://github.com/semanticore/examples) • [Join Community](https://discord.gg/semanticore)
|
||||
[Get Started Now](https://semantica.readthedocs.io/quickstart/) • [View Examples](https://github.com/semantica/examples) • [Join Community](https://discord.gg/semantica)
|
||||
|
||||
</div>
|
||||
|
||||
|
Before Width: | Height: | Size: 1.4 MiB After Width: | Height: | Size: 1.4 MiB |
|
Before Width: | Height: | Size: 1.4 MiB After Width: | Height: | Size: 1.4 MiB |
@@ -1,12 +1,12 @@
|
||||
# SemantiCore — Modules, Features, Roadmap & Visuals
|
||||
# Semantica — Modules, Features, Roadmap & Visuals
|
||||
|
||||
> **Purpose:** A concise engineering guide listing every module, feature, responsibilities, recommended tech, and visual diagrams to help you design, implement, and ship the SemantiCore open‑source semantic toolkit.
|
||||
> **Purpose:** A concise engineering guide listing every module, feature, responsibilities, recommended tech, and visual diagrams to help you design, implement, and ship the Semantica open‑source semantic toolkit.
|
||||
|
||||
---
|
||||
|
||||
## 1. High-level overview
|
||||
|
||||
SemantiCore transforms raw, multi-format input into semantic knowledge (triples, ontologies, graphs, embeddings) suitable for RAG, multi-agent systems, GraphRAG, and domain-specific AI pipelines. The architecture is modular, pluggable, and cloud-native.
|
||||
Semantica transforms raw, multi-format input into semantic knowledge (triples, ontologies, graphs, embeddings) suitable for RAG, multi-agent systems, GraphRAG, and domain-specific AI pipelines. The architecture is modular, pluggable, and cloud-native.
|
||||
|
||||
---
|
||||
|
||||
@@ -17,16 +17,16 @@ Each module is a self-contained package with a clear public API.
|
||||
1. **core**
|
||||
|
||||
* **Responsibilities:** orchestration, pipeline runner, configuration, plugin registry, lifecycle management.
|
||||
* **Exports:** `SemantiCore`, `PipelineBuilder`, `Config`, `PluginManager`.
|
||||
* **Exports:** `Semantica`, `PipelineBuilder`, `Config`, `PluginManager`.
|
||||
* **Submodules:**
|
||||
- **orchestrator:** Pipeline coordination, task scheduling, resource management
|
||||
- **config_manager:** YAML/JSON config parsing, environment variables, validation
|
||||
- **plugin_registry:** Dynamic plugin loading, version compatibility, dependency resolution
|
||||
- **lifecycle:** Startup/shutdown hooks, health checks, graceful degradation
|
||||
* **Functions:**
|
||||
- `SemantiCore.initialize()` - Setup all modules and connections
|
||||
- `SemantiCore.run_pipeline()` - Execute complete processing pipeline
|
||||
- `SemantiCore.get_status()` - Return system health and metrics
|
||||
- `Semantica.initialize()` - Setup all modules and connections
|
||||
- `Semantica.run_pipeline()` - Execute complete processing pipeline
|
||||
- `Semantica.get_status()` - Return system health and metrics
|
||||
- `PipelineBuilder.add_step()` - Add processing step to pipeline
|
||||
- `PipelineBuilder.set_parallelism()` - Configure parallel execution
|
||||
- `Config.validate()` - Validate configuration against schema
|
||||
@@ -1419,7 +1419,7 @@ agents ████ 4
|
||||
```mermaid
|
||||
gantt
|
||||
dateFormat YYYY-MM-DD
|
||||
title SemantiCore high-level roadmap
|
||||
title Semantica high-level roadmap
|
||||
section MVP
|
||||
Core & Ingest :done, a1, 2025-01-01, 45d
|
||||
Parsing & Chunking :done, a2, after a1, 30d
|
||||
@@ -1486,7 +1486,7 @@ gantt
|
||||
/docs/
|
||||
/examples/
|
||||
/infra/k8s/
|
||||
/helm/semanticore/
|
||||
/helm/semantica/
|
||||
/.github/workflows/
|
||||
|
||||
🆕 /packages/template_manager/
|
||||
@@ -1520,9 +1520,9 @@ gantt
|
||||
## 12. Example API usage (reference)
|
||||
|
||||
```python
|
||||
from semanticore import SemantiCore
|
||||
from semantica import Semantica
|
||||
|
||||
core = SemantiCore(
|
||||
core = Semantica(
|
||||
config_path="./config.yaml",
|
||||
llm_provider="local",
|
||||
vector_store="faiss"
|
||||
@@ -1535,14 +1535,14 @@ print(kb.search("key trends"))
|
||||
### 🆕 **NEW API EXAMPLES FOR KNOWLEDGE GRAPH QUALITY**
|
||||
|
||||
```python
|
||||
from semanticore import SemantiCore
|
||||
from semanticore.template_manager import TemplateRegistry
|
||||
from semanticore.seed_manager import SeedManager
|
||||
from semanticore.semantic_deduplicator import SemanticDeduplicator
|
||||
from semanticore.conflict_detector import ConflictDetector
|
||||
from semantica import Semantica
|
||||
from semantica.template_manager import TemplateRegistry
|
||||
from semantica.seed_manager import SeedManager
|
||||
from semantica.semantic_deduplicator import SemanticDeduplicator
|
||||
from semantica.conflict_detector import ConflictDetector
|
||||
|
||||
# Initialize with quality modules
|
||||
core = SemantiCore(
|
||||
core = Semantica(
|
||||
config_path="./config.yaml",
|
||||
template_manager=TemplateRegistry("./templates/"),
|
||||
seed_manager=SeedManager("./seed_data/"),
|
||||
+74
-74
@@ -1,33 +1,33 @@
|
||||
# 🧠 SemantiCore
|
||||
# 🧠 Semantica
|
||||
|
||||
<div align="center">
|
||||
|
||||
[](https://www.python.org/downloads/)
|
||||
[](https://opensource.org/licenses/MIT)
|
||||
[](https://badge.fury.io/py/semanticore)
|
||||
[](https://pepy.tech/project/semanticore)
|
||||
[](https://hub.docker.com/r/semanticore/semanticore)
|
||||
[](https://badge.fury.io/py/semantica)
|
||||
[](https://pepy.tech/project/semantica)
|
||||
[](https://hub.docker.com/r/semantica/semantica)
|
||||
[](https://kubernetes.io/)
|
||||
[](https://github.com/semanticore/semanticore)
|
||||
[](https://github.com/semanticore/semanticore/graphs/contributors)
|
||||
[](https://github.com/semantica/semantica)
|
||||
[](https://github.com/semantica/semantica/graphs/contributors)
|
||||
|
||||
**🚀 The Ultimate Open Source Toolkit for building Semantic Layers for AI**
|
||||
|
||||
*Transform any data format into intelligent, contextual knowledge graphs, embeddings, and semantic structures that power next-generation AI applications, RAG systems, and intelligent agents.*
|
||||
|
||||
[📖 Documentation](https://semanticore.readthedocs.io/) • [🚀 Quick Start](#-quick-start) • [💡 Examples](#-examples) • [🤝 Community](#-community) • [🔧 API Reference](https://semanticore.readthedocs.io/api/)
|
||||
[📖 Documentation](https://semantica.readthedocs.io/) • [🚀 Quick Start](#-quick-start) • [💡 Examples](#-examples) • [🤝 Community](#-community) • [🔧 API Reference](https://semantica.readthedocs.io/api/)
|
||||
|
||||
</div>
|
||||
|
||||
---
|
||||
|
||||
## 🌟 What is SemantiCore?
|
||||
## 🌟 What is Semantica?
|
||||
|
||||
SemantiCore is the most comprehensive open-source semantic intelligence platform that transforms raw, unstructured data from **any source** into intelligent, contextual knowledge. Built for developers, researchers, and enterprises, it bridges the gap between chaotic data and AI-ready semantic understanding.
|
||||
Semantica is the most comprehensive open-source semantic intelligence platform that transforms raw, unstructured data from **any source** into intelligent, contextual knowledge. Built for developers, researchers, and enterprises, it bridges the gap between chaotic data and AI-ready semantic understanding.
|
||||
|
||||
> **"The missing link between your data and AI — turning unstructured chaos into structured, intelligent semantic knowledge."**
|
||||
|
||||
### 🎯 Why Choose SemantiCore?
|
||||
### 🎯 Why Choose Semantica?
|
||||
|
||||
<table>
|
||||
<tr>
|
||||
@@ -68,7 +68,7 @@ SemantiCore is the most comprehensive open-source semantic intelligence platform
|
||||
|
||||
## 🔧 Core Modules Overview
|
||||
|
||||
SemantiCore is built with a modular architecture that provides comprehensive semantic intelligence capabilities:
|
||||
Semantica is built with a modular architecture that provides comprehensive semantic intelligence capabilities:
|
||||
|
||||
### 📊 **Data Processing Modules**
|
||||
- **[Document Processor](#-document-processing-module)** - PDF, DOCX, XLSX, PPTX, LaTeX, EPUB and more
|
||||
@@ -126,27 +126,27 @@ SemantiCore is built with a modular architecture that provides comprehensive sem
|
||||
|
||||
```bash
|
||||
# Complete installation with all modules
|
||||
pip install "semanticore[all]"
|
||||
pip install "semantica[all]"
|
||||
|
||||
# Lightweight core installation
|
||||
pip install semanticore
|
||||
pip install semantica
|
||||
|
||||
# Specific module support
|
||||
pip install "semanticore[pdf,web,feeds,office,scientific]"
|
||||
pip install "semantica[pdf,web,feeds,office,scientific]"
|
||||
|
||||
# Development installation
|
||||
git clone https://github.com/semanticore/semanticore.git
|
||||
cd semanticore
|
||||
git clone https://github.com/semantica/semantica.git
|
||||
cd semantica
|
||||
pip install -e ".[dev]"
|
||||
```
|
||||
|
||||
### ⚡ Transform Any Data in 60 Seconds
|
||||
|
||||
```python
|
||||
from semanticore import SemantiCore
|
||||
from semantica import Semantica
|
||||
|
||||
# Initialize with your preferred providers
|
||||
core = SemantiCore(
|
||||
core = Semantica(
|
||||
llm_provider="openai", # or "anthropic", "huggingface", "ollama"
|
||||
embedding_model="text-embedding-3-large",
|
||||
vector_store="pinecone", # or "weaviate", "chroma", "qdrant"
|
||||
@@ -202,7 +202,7 @@ for result in results:
|
||||
Handle complex document formats with full semantic understanding:
|
||||
|
||||
```python
|
||||
from semanticore.processors import DocumentProcessor
|
||||
from semantica.processors import DocumentProcessor
|
||||
|
||||
# Initialize with comprehensive extraction capabilities
|
||||
doc_processor = DocumentProcessor(
|
||||
@@ -257,7 +257,7 @@ for content in [pdf_content, docx_content, pptx_content, xlsx_content]:
|
||||
Real-time web content and feed processing with semantic understanding:
|
||||
|
||||
```python
|
||||
from semanticore.processors import WebProcessor, FeedProcessor
|
||||
from semantica.processors import WebProcessor, FeedProcessor
|
||||
|
||||
# Advanced web content processor
|
||||
web_processor = WebProcessor(
|
||||
@@ -324,7 +324,7 @@ async for item in feed_processor.stream_items():
|
||||
Transform structured and semi-structured data into semantic knowledge:
|
||||
|
||||
```python
|
||||
from semanticore.processors import StructuredDataProcessor
|
||||
from semantica.processors import StructuredDataProcessor
|
||||
|
||||
# Initialize with intelligent schema detection
|
||||
structured_processor = StructuredDataProcessor(
|
||||
@@ -384,7 +384,7 @@ unified_graph = core.merge_data_graphs([item['triples'] for item in processed_da
|
||||
Advanced context building and preservation across all data sources:
|
||||
|
||||
```python
|
||||
from semanticore.context import ContextEngineer
|
||||
from semantica.context import ContextEngineer
|
||||
|
||||
# Initialize context engineering system
|
||||
context_engineer = ContextEngineer(
|
||||
@@ -446,7 +446,7 @@ for result in contextual_results:
|
||||
Create context-aware embeddings optimized for semantic understanding:
|
||||
|
||||
```python
|
||||
from semanticore.embeddings import SemanticEmbedder
|
||||
from semantica.embeddings import SemanticEmbedder
|
||||
|
||||
# Initialize advanced semantic embedder
|
||||
embedder = SemanticEmbedder(
|
||||
@@ -523,7 +523,7 @@ for result in search_results:
|
||||
Automatically construct intelligent knowledge graphs from any data:
|
||||
|
||||
```python
|
||||
from semanticore.graph import KnowledgeGraphBuilder
|
||||
from semantica.graph import KnowledgeGraphBuilder
|
||||
|
||||
# Initialize knowledge graph builder
|
||||
graph_builder = KnowledgeGraphBuilder(
|
||||
@@ -584,7 +584,7 @@ for query in graph_queries:
|
||||
Automatically generate SPARQL queries for semantic search:
|
||||
|
||||
```python
|
||||
from semanticore.query import SPARQLQueryGenerator
|
||||
from semantica.query import SPARQLQueryGenerator
|
||||
|
||||
# Initialize SPARQL query generator
|
||||
sparql_generator = SPARQLQueryGenerator(
|
||||
@@ -627,7 +627,7 @@ for nl_query in natural_queries:
|
||||
Process real-time data streams with semantic understanding:
|
||||
|
||||
```python
|
||||
from semanticore.streaming import StreamProcessor
|
||||
from semantica.streaming import StreamProcessor
|
||||
|
||||
# Initialize stream processor with multiple platform support
|
||||
stream_processor = StreamProcessor(
|
||||
@@ -642,7 +642,7 @@ stream_processor = StreamProcessor(
|
||||
kafka_config = {
|
||||
'bootstrap_servers': ['localhost:9092'],
|
||||
'topics': ['documents', 'web_content', 'feeds', 'social_media'],
|
||||
'consumer_group': 'semanticore_processors'
|
||||
'consumer_group': 'semantica_processors'
|
||||
}
|
||||
|
||||
stream_processor.configure_kafka(kafka_config)
|
||||
@@ -653,7 +653,7 @@ rabbitmq_config = {
|
||||
'port': 5672,
|
||||
'virtual_host': '/',
|
||||
'queues': ['semantic_processing', 'document_analysis'],
|
||||
'exchange': 'semanticore_exchange'
|
||||
'exchange': 'semantica_exchange'
|
||||
}
|
||||
|
||||
stream_processor.configure_rabbitmq(rabbitmq_config)
|
||||
@@ -711,7 +711,7 @@ await process_stream_data()
|
||||
Monitor live feeds with intelligent content analysis:
|
||||
|
||||
```python
|
||||
from semanticore.streaming import LiveFeedMonitor
|
||||
from semantica.streaming import LiveFeedMonitor
|
||||
|
||||
# Initialize live feed monitor
|
||||
feed_monitor = LiveFeedMonitor(
|
||||
@@ -790,8 +790,8 @@ async for feed_item in feed_monitor.stream_items():
|
||||
### 🔬 Research Paper Analysis Pipeline
|
||||
|
||||
```python
|
||||
from semanticore import SemantiCore
|
||||
from semanticore.pipelines import ResearchPipeline
|
||||
from semantica import Semantica
|
||||
from semantica.pipelines import ResearchPipeline
|
||||
|
||||
# Initialize research-focused pipeline
|
||||
research_pipeline = ResearchPipeline(
|
||||
@@ -847,7 +847,7 @@ for query in research_queries:
|
||||
### 📊 Business Intelligence Dashboard
|
||||
|
||||
```python
|
||||
from semanticore.dashboards import BusinessIntelligenceDashboard
|
||||
from semantica.dashboards import BusinessIntelligenceDashboard
|
||||
|
||||
# Initialize BI dashboard
|
||||
bi_dashboard = BusinessIntelligenceDashboard(
|
||||
@@ -897,7 +897,7 @@ async for update in bi_dashboard.stream_updates():
|
||||
### 🏥 Healthcare Knowledge System
|
||||
|
||||
```python
|
||||
from semanticore.healthcare import HealthcareProcessor
|
||||
from semantica.healthcare import HealthcareProcessor
|
||||
|
||||
# Initialize healthcare-specific processor
|
||||
healthcare_processor = HealthcareProcessor(
|
||||
@@ -951,7 +951,7 @@ for query in medical_queries:
|
||||
### 🔒 Cybersecurity Threat Intelligence
|
||||
|
||||
```python
|
||||
from semanticore.security import CyberSecurityProcessor
|
||||
from semantica.security import CyberSecurityProcessor
|
||||
|
||||
# Initialize cybersecurity processor
|
||||
cyber_processor = CyberSecurityProcessor(
|
||||
@@ -1011,12 +1011,12 @@ for query in threat_queries:
|
||||
### 🚀 Scalable Deployment
|
||||
|
||||
```python
|
||||
from semanticore.deployment import EnterpriseDeployment
|
||||
from semantica.deployment import EnterpriseDeployment
|
||||
|
||||
# Configure enterprise deployment
|
||||
enterprise_config = {
|
||||
'kubernetes': {
|
||||
'namespace': 'semanticore-prod',
|
||||
'namespace': 'semantica-prod',
|
||||
'replicas': 10,
|
||||
'resources': {
|
||||
'cpu': '4000m',
|
||||
@@ -1057,7 +1057,7 @@ print(f"🌐 Active Connections: {metrics.active_connections}")
|
||||
### 🔧 Custom Pipeline Builder
|
||||
|
||||
```python
|
||||
from semanticore.pipelines import PipelineBuilder
|
||||
from semantica.pipelines import PipelineBuilder
|
||||
|
||||
# Build custom enterprise pipeline
|
||||
enterprise_pipeline = PipelineBuilder() \
|
||||
@@ -1133,7 +1133,7 @@ print(f" ⏱️ Processing Time: {results.processing_time:.2f} seconds")
|
||||
### 📊 Real-Time Analytics Dashboard
|
||||
|
||||
```python
|
||||
from semanticore.analytics import AnalyticsDashboard
|
||||
from semantica.analytics import AnalyticsDashboard
|
||||
|
||||
# Initialize comprehensive analytics dashboard
|
||||
analytics = AnalyticsDashboard(
|
||||
@@ -1200,7 +1200,7 @@ print("📊 Analytics Dashboard started at http://localhost:8080")
|
||||
### 🔍 Quality Assurance System
|
||||
|
||||
```python
|
||||
from semanticore.quality import QualityAssurance
|
||||
from semantica.quality import QualityAssurance
|
||||
|
||||
# Initialize comprehensive quality assurance
|
||||
qa_system = QualityAssurance(
|
||||
@@ -1261,8 +1261,8 @@ qa_system.enable_continuous_monitoring(
|
||||
### ⚙️ Multi-Provider Setup
|
||||
|
||||
```python
|
||||
from semanticore import SemantiCore
|
||||
from semanticore.config import MultiProviderConfig
|
||||
from semantica import Semantica
|
||||
from semantica.config import MultiProviderConfig
|
||||
|
||||
# Configure multiple providers for redundancy and optimization
|
||||
config = MultiProviderConfig({
|
||||
@@ -1296,7 +1296,7 @@ config = MultiProviderConfig({
|
||||
'vector_stores': {
|
||||
'primary': {
|
||||
'provider': 'pinecone',
|
||||
'index': 'semanticore-prod',
|
||||
'index': 'semantica-prod',
|
||||
'environment': 'us-west1-gcp'
|
||||
},
|
||||
'secondary': {
|
||||
@@ -1320,7 +1320,7 @@ config = MultiProviderConfig({
|
||||
})
|
||||
|
||||
# Initialize with multi-provider configuration
|
||||
core = SemantiCore(config=config)
|
||||
core = Semantica(config=config)
|
||||
|
||||
# Automatic failover and load balancing
|
||||
core.enable_automatic_failover(
|
||||
@@ -1333,7 +1333,7 @@ core.enable_automatic_failover(
|
||||
### 🔐 Security & Privacy Configuration
|
||||
|
||||
```python
|
||||
from semanticore.security import SecurityConfig
|
||||
from semantica.security import SecurityConfig
|
||||
|
||||
# Configure comprehensive security settings
|
||||
security_config = SecurityConfig({
|
||||
@@ -1387,8 +1387,8 @@ We welcome contributions from developers, researchers, and domain experts! Here'
|
||||
|
||||
```bash
|
||||
# Clone the repository
|
||||
git clone https://github.com/semanticore/semanticore.git
|
||||
cd semanticore
|
||||
git clone https://github.com/semantica/semantica.git
|
||||
cd semantica
|
||||
|
||||
# Create development environment
|
||||
python -m venv venv
|
||||
@@ -1401,9 +1401,9 @@ pip install -e ".[dev,test,docs]"
|
||||
pytest tests/
|
||||
|
||||
# Run linting
|
||||
flake8 semanticore/
|
||||
black semanticore/
|
||||
mypy semanticore/
|
||||
flake8 semantica/
|
||||
black semantica/
|
||||
mypy semantica/
|
||||
|
||||
# Build documentation
|
||||
cd docs/
|
||||
@@ -1434,35 +1434,35 @@ make html
|
||||
### 📚 Learning Resources
|
||||
|
||||
#### 📖 Official Documentation
|
||||
- **[Getting Started Guide](https://semanticore.readthedocs.io/getting-started/)** - Complete beginner's guide
|
||||
- **[API Reference](https://semanticore.readthedocs.io/api/)** - Comprehensive API documentation
|
||||
- **[Architecture Guide](https://semanticore.readthedocs.io/architecture/)** - System architecture and design
|
||||
- **[Performance Tuning](https://semanticore.readthedocs.io/performance/)** - Optimization best practices
|
||||
- **[Getting Started Guide](https://semantica.readthedocs.io/getting-started/)** - Complete beginner's guide
|
||||
- **[API Reference](https://semantica.readthedocs.io/api/)** - Comprehensive API documentation
|
||||
- **[Architecture Guide](https://semantica.readthedocs.io/architecture/)** - System architecture and design
|
||||
- **[Performance Tuning](https://semantica.readthedocs.io/performance/)** - Optimization best practices
|
||||
|
||||
#### 🎓 Tutorials & Examples
|
||||
- **[Tutorial Series](https://semanticore.readthedocs.io/tutorials/)** - Step-by-step learning path
|
||||
- **[Example Projects](https://github.com/semanticore/examples)** - Real-world implementation examples
|
||||
- **[Best Practices](https://semanticore.readthedocs.io/best-practices/)** - Industry best practices guide
|
||||
- **[Case Studies](https://semanticore.readthedocs.io/case-studies/)** - Real-world success stories
|
||||
- **[Tutorial Series](https://semantica.readthedocs.io/tutorials/)** - Step-by-step learning path
|
||||
- **[Example Projects](https://github.com/semantica/examples)** - Real-world implementation examples
|
||||
- **[Best Practices](https://semantica.readthedocs.io/best-practices/)** - Industry best practices guide
|
||||
- **[Case Studies](https://semantica.readthedocs.io/case-studies/)** - Real-world success stories
|
||||
|
||||
#### 🎥 Video Content
|
||||
- **[YouTube Channel](https://youtube.com/semanticore)** - Video tutorials and demos
|
||||
- **[Webinar Series](https://semanticore.io/webinars)** - Live learning sessions
|
||||
- **[Conference Talks](https://semanticore.io/talks)** - Conference presentations and talks
|
||||
- **[YouTube Channel](https://youtube.com/semantica)** - Video tutorials and demos
|
||||
- **[Webinar Series](https://semantica.io/webinars)** - Live learning sessions
|
||||
- **[Conference Talks](https://semantica.io/talks)** - Conference presentations and talks
|
||||
|
||||
### 💬 Community Support
|
||||
|
||||
#### 🗨️ Discussion Forums
|
||||
- **[Discord Server](https://discord.gg/semanticore)** - Real-time chat and community support
|
||||
- **[GitHub Discussions](https://github.com/semanticore/semanticore/discussions)** - Technical discussions and Q&A
|
||||
- **[Reddit Community](https://reddit.com/r/semanticore)** - Community discussions and sharing
|
||||
- **[Stack Overflow](https://stackoverflow.com/questions/tagged/semanticore)** - Technical questions and answers
|
||||
- **[Discord Server](https://discord.gg/semantica)** - Real-time chat and community support
|
||||
- **[GitHub Discussions](https://github.com/semantica/semantica/discussions)** - Technical discussions and Q&A
|
||||
- **[Reddit Community](https://reddit.com/r/semantica)** - Community discussions and sharing
|
||||
- **[Stack Overflow](https://stackoverflow.com/questions/tagged/semantica)** - Technical questions and answers
|
||||
|
||||
#### 📧 Communication Channels
|
||||
- **[Mailing List](https://groups.google.com/g/semanticore)** - Announcements and updates
|
||||
- **[Developer Newsletter](https://semanticore.io/newsletter)** - Monthly development updates
|
||||
- **[Twitter](https://twitter.com/semanticore)** - Latest news and quick updates
|
||||
- **[LinkedIn](https://linkedin.com/company/semanticore)** - Professional updates and networking
|
||||
- **[Mailing List](https://groups.google.com/g/semantica)** - Announcements and updates
|
||||
- **[Developer Newsletter](https://semantica.io/newsletter)** - Monthly development updates
|
||||
- **[Twitter](https://twitter.com/semantica)** - Latest news and quick updates
|
||||
- **[LinkedIn](https://linkedin.com/company/semantica)** - Professional updates and networking
|
||||
|
||||
#### 🎉 Community Events
|
||||
- **Monthly Meetups** - Local and virtual community meetups
|
||||
@@ -1542,7 +1542,7 @@ This project is licensed under the **MIT License** - see the [LICENSE](LICENSE)
|
||||
```
|
||||
MIT License
|
||||
|
||||
Copyright (c) 2024 SemantiCore Contributors
|
||||
Copyright (c) 2024 Semantica Contributors
|
||||
|
||||
Permission is hereby granted, free of charge, to any person obtaining a copy
|
||||
of this software and associated documentation files (the "Software"), to deal
|
||||
@@ -1591,15 +1591,15 @@ SOFTWARE.
|
||||
|
||||
## 🚀 Ready to Transform Your Data?
|
||||
|
||||
**Join thousands of developers, researchers, and organizations using SemantiCore to build the next generation of intelligent applications.**
|
||||
**Join thousands of developers, researchers, and organizations using Semantica to build the next generation of intelligent applications.**
|
||||
|
||||
[](https://semanticore.readthedocs.io/quickstart/)
|
||||
[](https://github.com/semanticore/examples)
|
||||
[](https://discord.gg/semanticore)
|
||||
[](https://semantica.readthedocs.io/quickstart/)
|
||||
[](https://github.com/semantica/examples)
|
||||
[](https://discord.gg/semantica)
|
||||
|
||||
### 🌟 Star us on GitHub • 🐦 Follow us on Twitter • 💬 Join our Discord
|
||||
|
||||
**[Documentation](https://semanticore.readthedocs.io/) • [GitHub](https://github.com/semanticore/semanticore) • [Discord](https://discord.gg/semanticore) • [Twitter](https://twitter.com/semanticore)**
|
||||
**[Documentation](https://semantica.readthedocs.io/) • [GitHub](https://github.com/semantica/semantica) • [Discord](https://discord.gg/semantica) • [Twitter](https://twitter.com/semantica)**
|
||||
|
||||
---
|
||||
|
||||
|
||||
Reference in New Issue
Block a user