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llm-samplers

v0.0.7 Growing

Token samplers for large language models

MIT Edition 2021
#machine-learning#deep-learning#ml#sampler

Quick Verdict

  • โœ•Not updated for 2+ years
  • !Pre-1.0: API may have breaking changes
  • โœ“Permissive license (MIT)

Security

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Downloads
110.2K
Dependents
48
Releases
6
Size
28KB

Deep Insights

๐Ÿ“ˆ
Strong growth momentum

5.9K downloads in the last 30 days (197/day), up 52% from the previous period.

๐Ÿ”ฌ
Pre-1.0 for over a year

Despite being 2+ years old, llm-samplers hasn't reached 1.0 yet. Expect potential API changes between versions.

๐Ÿ“
Compact crate

At 27KB, llm-samplers is lightweight. Small crate size correlates with focused, well-scoped functionality.

๐ŸŒŸ
Used by top crates

Notable dependents include kalosm-language-model, kalosm-llama, rphi, rmistral, reasonkit-core. When high-quality crates choose llm-samplers, it's a strong quality signal.

Health Breakdown

Maintenance 4/25

Recency, release consistency, active ratio

Quality 14/25

Yanked ratio, deps, size, maturity, features

Community 8/20

Reverse deps, ownership, ecosystem

Popularity 6/15

Downloads, momentum, growth trend

Documentation 10/15

Docs, repo, license, metadata

Download Trend

Daily downloads ยท last 90 days
141/day avg+76%
020040060012/301/172/42/223/123/29

Top Dependents

Version Adoption

v0.0.6
51%
v0.0.7
46%
v0.0.5
1%
v0.0.4
1%
v0.0.3
1%

Release Timeline

6 releasessince 2023
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README

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Maintainers

Dependencies
4
direct dependencies
Dependents
48
crates depend on llm-samplers

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