Copilot for programmers is almost hitting convergence, however copilot for data analysts is still in emergence. Introducing
@premai_io PremSQL Agents, AgentServer and Playground, where you can use our prebuilt agents or make your own for autonomous data analysis.
ps: this demo that you see runs fully local using Prem-1B-SQL for text to SQL and LLama 3.2 for analysis and plotting on Apple MLX . Even ollama just takes ~ 5GB of vram running the two at the same time on gpu machines. With our latest release:
> connect to data sources (postgres, mysql, sqlite, csvs, kaggle datasets etc) and query them using natural language.
> do analysis over tables and plot charts
> You can even use it with different programming languages with our Agent API.
> we support PremAI, HuggingFace, Ollama, Apple MLX, OpenAI as our model connector
> you can train your own text to SQL models or other workers with our datasets and tuner
> evaluate and compare models
And do lots of customization, like add your own database connection or custom inference engine etc. Check out the documentation and GitHub repo.