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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

Science Score: 23.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ○
    .zenodo.json file
  • ○
    DOI references
  • ✓
    Academic publication links
    Links to: arxiv.org
  • ○
    Committers with academic emails
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (2.8%) to scientific vocabulary

Keywords from Contributors

research jax deep-neural-networks distributed reinforcement-learning neuralgcm connectomics tpu plotly flax
Last synced: 6 months ago · JSON representation

Repository

Python library which enables complex compositions of language models such as scratchpads, chain of thought, tool use, selection-inference, and more.

Basic Info
  • Host: GitHub
  • Owner: google-research
  • License: apache-2.0
  • Language: Python
  • Default Branch: main
  • Homepage:
  • Size: 532 KB
Statistics
  • Stars: 208
  • Watchers: 11
  • Forks: 16
  • Open Issues: 2
  • Releases: 3
Created almost 4 years ago · Last pushed 11 months ago
Metadata Files
Readme Changelog Contributing License

README.md

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.

Owner

  • Name: Google Research
  • Login: google-research
  • Kind: organization
  • Location: Earth

GitHub Events

Total
  • Watch event: 14
  • Delete event: 1
  • Push event: 3
  • Pull request event: 2
  • Fork event: 2
  • Create event: 1
Last Year
  • Watch event: 14
  • Delete event: 1
  • Push event: 3
  • Pull request event: 2
  • Fork event: 2
  • Create event: 1

Committers

Last synced: 11 months ago

All Time
  • Total Commits: 40
  • Total Committers: 12
  • Avg Commits per committer: 3.333
  • Development Distribution Score (DDS): 0.55
Past Year
  • Commits: 2
  • Committers: 2
  • Avg Commits per committer: 1.0
  • Development Distribution Score (DDS): 0.5
Top Committers
Name Email Commits
David Dohan d****n@g****m 18
The cascades Authors n****y@g****m 7
Etienne Pot e****t@g****m 3
Rebecca Chen r****n@g****m 2
Jacob Austin j****n@g****m 2
Daniel Freeman c****n@g****m 2
Winnie Xu w****7@g****m 1
Peter Hawkins p****s@g****m 1
Du Phan p****u@g****m 1
David Bieber d****r@g****m 1
Colin Carroll c****l@g****m 1
Jake VanderPlas v****s@g****m 1
Committer Domains (Top 20 + Academic)
google.com: 11

Issues and Pull Requests

Last synced: 8 months ago

All Time
  • Total issues: 1
  • Total pull requests: 37
  • Average time to close issues: N/A
  • Average time to close pull requests: 1 day
  • Total issue authors: 1
  • Total pull request authors: 2
  • Average comments per issue: 0.0
  • Average comments per pull request: 0.16
  • Merged pull requests: 18
  • Bot issues: 0
  • Bot pull requests: 36
Past Year
  • Issues: 0
  • Pull requests: 2
  • Average time to close issues: N/A
  • Average time to close pull requests: about 18 hours
  • Issue authors: 0
  • Pull request authors: 1
  • Average comments per issue: 0
  • Average comments per pull request: 0.0
  • Merged pull requests: 2
  • Bot issues: 0
  • Bot pull requests: 2
View more stats
Top Authors
Issue Authors
  • hjc3613 (1)
Pull Request Authors
  • copybara-service[bot] (37)
  • xwinxu (1)
Top Labels
Issue Labels
Pull Request Labels
copybara-import (1)

Packages

  • Total packages: 2
  • Total downloads:
    • pypi 56 last-month
  • Total dependent packages: 0
    (may contain duplicates)
  • Total dependent repositories: 0
    (may contain duplicates)
  • Total versions: 7
  • Total maintainers: 2
proxy.golang.org: github.com/google-research/cascades
  • Versions: 3
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent packages count: 6.5%
Average: 6.7%
Dependent repos count: 7.0%
Last synced: 7 months ago
pypi.org: cascades
  • Versions: 4
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 56 Last month
Rankings
Dependent packages count: 6.6%
Average: 19.2%
Downloads: 20.4%
Dependent repos count: 30.6%
Maintainers (2)
dbieber dmrd
Last synced: 7 months ago

Dependencies

.github/workflows/pytest_and_autopublish.yml actions
  • actions/checkout v3 composite
  • actions/setup-python v4 composite
  • etils-actions/pypi-auto-publish v1 composite
pyproject.toml pypi
  • cachetools *
  • immutabledict *
  • jax [cpu]
  • numpyro *
  • openai *
  • shortuuid *