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GitHub - octopus2023-inc/gensphere: Reusable and composable building blocks for LLM-based applications

Nov 06, 2024 - github.com
GenSphere is a declarative framework designed to build LLM applications and serves as an open platform for pushing and pulling them, similar to Docker. The framework allows developers to declare tasks and their connections on YAML files, providing features such as low-level control, portability, community collaboration, and composability. GenSphere breaks down any LLM application into graphs where each node is either a function call, an LLM API call, or another graph, making it easy to inspect and edit any application down to its core components.

The GenSphere projects are defined by a set of YAML files and associated python functions and schemas, making it easy to share applications with other developers. It also allows developers to push their applications to an open platform without registration, where a public ID is generated and the project becomes publicly accessible. The platform also allows developers to pull any project by referencing its ID and check the popularity of published projects, as measured by the number of pulls they get.

Key takeaways:

  • GenSphere is a declarative framework for building LLM applications and an open platform for sharing them, similar to Docker.
  • It allows for low-level control, portability, community collaboration, and composability of applications, with projects defined by YAML files and associated Python functions and schemas.
  • GenSphere provides a platform for pushing and pulling projects, tracking their popularity, and visualizing workflows for better understanding and control.
  • The workflow of a project is defined by YAML files, Python functions, and schemas, and can be nested for complex workflows. Once ready, projects can be pushed to the open platform and pulled by others for use in their own applications.
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