Aerospace Chatbot¶

Aerospace discipline-specific chatbots and AI tools.

Project links¶

Github Repository

Contribute¶

Bugs or improvements: create an issue
Pull requests: create a pull request
Reach out to the github repository owner at dsm@danmueller.pro

References¶

Models¶

Hugging Face, this is where open source models are hosted, also is a great place to deploy applications and perform fine tuning.
- LLM leaderboard
- Embedding leaderboard
Voyage embedding models, this is a proprietary high performance embedding model.
OpenAI, this is where OpenAI LLMs and embeddings are hostes
- OpenAI LLM models
- OpenAI Embedding models

Frameworks¶

Langchain, this is a framework for building AI applications.
Langsmith, this is a platform for debugging and data analysis for inputs/outputs/runtime of AI models.
Spotlight from Renumics, open source platform GUI for data visualization and analysis.

API key links¶

Dependencies¶

The main files in the repository required for dependencies are:

poetry.lock and pyproject.toml to define all dependencies
poetry install to install all dependencies

The instructions are tailored to unix-based systems, modify as needed for Windows.

Compatibility Matrix¶

This matrix gives options for the user, depending on what the objective is. Proprietary data sources likely want air gapped solutions run locally, vs. collaborative teams with non-proprietary sources likely want remotely hosted options.

Feature	Index Type	Embedding Model	LLM
Remotely hosted	Pinecone	colbert-ir/colbertv2.0 (Hugging Face RAG Model)	OpenAI, Hugging Face
Open source	ChromaDB, RAGatouille	colbert-ir/colbertv2.0 (Hugging Face RAG Model)	Hugging Face
Proprietary	Pinecone	OpenAI, Voyage	OpenAI
Air gapped (fully local)	ChromaDB, RAGatouille	colbert-ir/colbertv2.0 (Hugging Face RAG Model)	LM Studio
RAG type: Standard	Any	Any	Any
RAG type: Parent-Child	ChromaDB, Pinecone	OpenAI, Voyage	Any
RAG type: Summary	ChromaDB, Pinecone	OpenAI, Voyage	Any

Functionality