LLMWare.ai Howto
LLMWare.ai is an open-source AI framework that provides an end-to-end solution for building enterprise-grade LLM applications, featuring specialized small language models and RAG capabilities designed specifically for financial, legal, and regulatory-intensive industries in private cloud environments.
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Installation: Install LLMWare using pip: 'pip install llmware' for minimal install or 'pip install llmware[full]' for full installation with commonly-used libraries
Create Library: Create a new library to serve as your knowledge base container using: lib = Library().create_new_library('my_library')
Add Documents: Add your documents (PDF, PPTX, DOCX, XLSX, TXT, etc.) to the library for parsing and text chunking. The library will organize and index your knowledge collection
Choose Model: Select from LLMWare's specialized models like BLING, SLIM, DRAGON, or Industry-BERT from Hugging Face, or bring your own models. Models range from 1-7B parameters and are optimized for CPU usage
Set Up Vector Database: Choose and configure your preferred vector database from supported options including FAISS, Milvus, MongoDB Atlas, Pinecone, Postgres, Qdrant, Redis, Neo4j, LanceDB, or Chroma
Build RAG Pipeline: Use the Query module for retrieval and Prompt class for model inference. Combine with your knowledge base for RAG workflows
Configure Agent Workflows: For more complex applications, set up multi-model agent workflows using SLIM models for function calling and structured outputs
Run Inference: Execute your LLM application either through direct model calls or by setting up an inference server using the LLMWareInferenceServer class with Flask
Explore Examples: Check out the extensive example files in the GitHub repository covering parsing, embedding, custom tables, model inference, and agent workflows to learn more advanced features
Get Support: Join the LLMWare community through GitHub Discussions, Discord channel, or watch tutorial videos on their YouTube channel for additional guidance
LLMWare.ai FAQs
LLMWare.ai is an open-source AI platform that provides enterprise-grade LLM-based development framework, tools, and fine-tuned models specifically designed for financial, legal, compliance, and regulatory-intensive industries in private cloud environments.
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