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ThemisDB LLM-Specific SDKs

This directory contains LLM-specific client SDKs for ThemisDB. For general database client SDKs, see the clients/ directory.

Overview

The sdks/ directory focuses on LLM-specific operations (inference, RAG, embeddings) while the clients/ directory contains comprehensive database client SDKs with full CRUD operations, AQL queries, transactions, and more.

LLM-Specific SDKs

Python LLM SDK

Status: ✅ Available
Location: python/
Installation: pip install themis-llm

from themis_llm import ThemisLLMClient

client = ThemisLLMClient("http://localhost:8080", bearer_token="your-jwt-token")
response = client.infer(prompt="What is ThemisDB?", model="mistral-7b")

See python/README.md for complete documentation.

General Database Client SDKs

For full-featured database clients with CRUD operations, AQL queries, transactions, and graph operations, see the clients/ directory:

• JavaScript/TypeScript - ✅ Production Ready
• Go - ✅ Production Ready
• Rust - ✅ Production Ready
• Java - ✅ Production Ready
• Python - ✅ Production Ready
• C# (.NET) - ✅ Production Ready
• PHP - ✅ Production Ready
• Ruby - ✅ Production Ready
• Swift - ✅ Production Ready

See the clients/README.md for complete documentation on all client SDKs.

Features

LLM Operations (sdks/python/)

• infer() - Standard text generation
• stream() - Real-time token streaming
• rag() - Retrieval-Augmented Generation
• embed() - Embedding generation
• Model and LoRA management

Full Database Operations (clients/)

The general client SDKs in clients/ provide comprehensive database functionality:

• CRUD operations for collections and documents
• AQL (Advanced Query Language) query execution
• Transaction support
• Graph operations (traverse, shortest path, neighbors)
• Vector operations
• LLM operations (inference, RAG, embeddings)
• Bearer Token (JWT) authentication
• Connection pooling and timeout management

Contributing

We welcome contributions! Please see:

• CONTRIBUTING.md - General contribution guidelines
• clients/README.md - Full client SDK documentation

Support and Documentation

• API Documentation: docs.themisdb.org
• Client SDKs: clients/README.md
• GitHub Issues: Report bugs or request features
• Discussions: Community support

License

Apache 2.0 - See LICENSE for details.

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