Superpipe

The OSS experimentation platform for LLM pipelines

Free

Description

Superpipe is an open-source software (OSS) platform designed to streamline the development and refinement of Large Language Model (LLM) pipelines. It provides developers with tools to build multi-step pipelines, experiment with various parameters such as models, prompts, and Retrieval-Augmented Generation (RAG) settings, and rigorously evaluate their performance. The platform focuses on enabling users to enhance the accuracy and reduce the operational costs of their LLM applications.

Superpipe consists of an SDK for programmatic pipeline construction and experimentation, alongside Superpipe Studio for dataset management, experiment comparison (tracking cost, speed, and accuracy), and observability through detailed logs. Developed initially as an internal tool by Village Computing Company, it allows for self-hosting within a user's own cloud environment, ensuring data privacy and security. It works alongside popular libraries like Langchain and Llama Index, augmenting existing workflows rather than replacing them.

Key Features

Open-Source SDK: Build multistep LLM pipelines programmatically and experiment with parameters using tools like grid search.
Superpipe Studio: Manage datasets, compare experiments based on cost, speed, and accuracy, and observe pipeline performance.
Dataset Management: Includes tools for building golden sets with easy ground-truth labeling.
Experimentation Tracking: Compare different pipeline configurations and parameters side-by-side.
Observability: Deep dive into pipeline logs for debugging and analysis.
Self-Hosted Deployment: Deploy within your own cloud environment for complete privacy and security.

Use Cases

Developing and iterating on LLM-based applications.
Optimizing LLM pipeline performance for accuracy and cost-efficiency.
Comparing different LLM models, prompts, and RAG configurations.
Managing evaluation datasets for LLM pipelines.
Debugging and monitoring LLM pipeline behavior in a private environment.

Frequently Asked Questions

Who built Superpipe?

Superpipe was developed by Village Computing Company (formerly Stelo Labs) as an internal project to aid in their pipeline development. They decided to polish the UI and launch Studio to make it available for others.

Can I deploy Superpipe in my own environment?

Yes, absolutely. The Superpipe SDK is completely open-source and Superpipe Studio can be deployed inside your cloud for complete privacy and security.

Is there a hosted version of Superpipe Studio?

No. Superpipe Studio is designed for self-hosting, and the developers do not offer a hosted version as it's not their main focus.

What is the benefit of Superpipe?

Superpipe serves as an experimentation platform for your LLM pipelines, enabling you to reduce costs and increase accuracy.

Does Superpipe replace Langchain or Llama Index?

No, Superpipe works alongside popular libraries like Langchain and Llama Index. You can learn more in their documentation.