rafaelvp-db/databricks-llm-prompt-engineering
Examples of Prompt Engineering, Zero Shot Learning, Few Shot Learning and Retrieval Augmented Generation (RAG) using Hugging Face, Databricks and MLflow
Combines instruction-tuned models (MPT-7B, LLaMA2) with MLflow's LLMOps evaluation tools (`mlflow.evaluate()`) and Databricks Model Serving for GPU-accelerated inference, enabling end-to-end experimentation from prompt optimization through production deployment. Includes performance optimization patterns like vLLM for 7-10X latency improvements and demonstrates active prompting with chain-of-thought techniques. Ships with a Gradio frontend for interactive testing against deployed Model Serving endpoints.
No commits in the last 6 months.
Stars
16
Forks
1
Language
Python
License
MIT
Category
Last pushed
Sep 21, 2023
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/prompt-engineering/rafaelvp-db/databricks-llm-prompt-engineering"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Higher-rated alternatives
promptfoo/promptfoo
Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI....
thunlp/OpenPrompt
An Open-Source Framework for Prompt-Learning.
bigscience-workshop/promptsource
Toolkit for creating, sharing and using natural language prompts.
dair-ai/Prompt-Engineering-Guide
🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering,...
promptfoo/promptfoo-action
The GitHub Action for Promptfoo. Test your prompts, agents, and RAGs. AI Red teaming,...