https://github.com/google-research/cascades

Python library which enables complex compositions of language models such as scratchpads, chain of thought, tool use, selection-inference, and more.
https://github.com/google-research/cascades

Last synced: 8 days ago
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Python library which enables complex compositions of language models such as scratchpads, chain of thought, tool use, selection-inference, and more.

• Host: GitHub
• URL: https://github.com/google-research/cascades
• Owner: google-research
• License: apache-2.0
• Created: 2022-07-13T05:45:20.000Z (almost 3 years ago)
• Default Branch: main
• Last Pushed: 2025-01-11T17:25:43.000Z (3 months ago)
• Last Synced: 2025-04-01T14:13:45.288Z (15 days ago)
• Language: Python
• Homepage:
• Size: 526 KB
• Stars: 206
• Watchers: 11
• Forks: 16
• Open Issues: 2
• Metadata Files:
  • Readme: README.md
  • Changelog: CHANGELOG.md
  • Contributing: CONTRIBUTING.md
  • License: LICENSE

Awesome Lists containing this project

• Awesome-LLM-Reasoning - google/Cascades - inference, and more. (Other Useful Resources / 2022)
• StarryDivineSky - google-research/cascades - research/cascades是一个Python库，旨在简化复杂语言模型组合的构建，支持scratchpads、思维链（chain of thought）、工具使用、选择-推理等高级技术。它允许开发者将多个语言模型以灵活的方式组合在一起，形成更强大的推理和问题解决能力。该库的核心在于提供一种模块化的方式来定义和执行语言模型序列，每个模块可以执行特定的任务，例如生成文本、调用外部工具或进行逻辑推理。通过Cascades，用户可以轻松地创建定制化的语言模型管道，以应对各种复杂的自然语言处理任务，例如问答、对话生成和代码生成。项目目标是提高语言模型的可组合性和可扩展性，使开发者能够更有效地利用大型语言模型的潜力。 (A01_文本生成_文本对话 / 大语言对话模型及数据)

README

        
# Cascades

*This is not an officially supported Google product*

Python library which enables complex compositions of language models such as

scratchpads, chain of thought, tool use, selection-inference, and more.

Implemented as a universal trace-based probabilistic programming library

embedded in Python.

Code to complement paper: https://arxiv.org/abs/2207.10342.