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kalosm-sample

v0.4.1 Growing

A common interface for token sampling and helpers for structered llm sampling

MIT/Apache-2.0 Edition 2021
#ai#nlp#llm#llama#mistral

Quick Verdict

  • โœ•Not updated for 1+ year
  • !Pre-1.0: API may have breaking changes
  • โœ“Permissive license (MIT/Apache-2.0)

Security

Checking security advisories...
Downloads
26.5K
Dependents
40
Releases
7
Size
32KB

Deep Insights

๐Ÿ“‰
Download decline

1.5K downloads in the last 30 days, down 33% from the previous period. May indicate migration to alternatives.

๐Ÿ‘ค
Prolific maintainer

The primary maintainer publishes 50 crates. This suggests deep Rust expertise and long-term commitment to the ecosystem.

๐Ÿ”ฌ
Pre-1.0 for over a year

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

๐Ÿ“
Compact crate

At 32KB, kalosm-sample is lightweight. Small crate size correlates with focused, well-scoped functionality.

๐ŸŒŸ
Used by top crates

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

Health Breakdown

Maintenance 6/25

Recency, release consistency, active ratio

Quality 14/25

Yanked ratio, deps, size, maturity, features

Community 7/20

Reverse deps, ownership, ecosystem

Popularity 5/15

Downloads, momentum, growth trend

Documentation 10/15

Docs, repo, license, metadata

Download Trend

Daily downloads ยท last 90 days
59/day avg-14%
0501001502002/263/164/34/215/95/26

Top Dependents

Version Adoption

v0.4.1
50%
v0.3.2
24%
v0.4.0
10%
v0.2.1
9%
v0.1.0
7%

Release Timeline

7 releasessince 2023
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2024
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2025
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2026
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README

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Maintainers

Dependencies
6
direct dependencies
Dependents
40
crates depend on kalosm-sample

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