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rullama-finetune

v0.12.0 Experimental

Cloud fine-tune APIs (OpenAI, Anthropic, Together, Fireworks, Anyscale, Bedrock, Vertex AI) for the rullama agent framework. Dataset pipelines live in `rullama-datasets`; local LoRA/QLoRA/DoRA fine-tuning lives in `rullama-lora`.

MIT OR Apache-2.0 Edition 2024 MSRV 1.91
Artificial intelligence #lora#fine-tuning#qlora#llm-training#model-training

Quick Verdict

  • โœ“Actively maintained (updated 12d ago)
  • !Pre-1.0: API may have breaking changes
  • !Heavy dependency tree (21 direct deps)
  • โœ“Permissive license (MIT OR Apache-2.0)

Security

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Downloads
151
Dependents
1
Releases
6
Size
43KB

Deep Insights

๐Ÿ“ˆ
Strong growth momentum

91 downloads in the last 30 days (3/day), up 82% from the previous period.

๐Ÿ‘ค
Prolific maintainer

The primary maintainer publishes 101 crates. This suggests deep Rust expertise and long-term commitment to the ecosystem.

๐Ÿ“ฆ
Heavy dependency tree

21 direct dependencies. Consider the impact on compile times and supply chain complexity.

๐Ÿ“
Compact crate

At 42KB, rullama-finetune is lightweight. Small crate size correlates with focused, well-scoped functionality.

Health Breakdown

Maintenance 15/25

Recency, release consistency, active ratio

Quality 14/25

Yanked ratio, deps, size, maturity, features

Community 6/20

Reverse deps, ownership, ecosystem

Popularity 3/15

Downloads, momentum, growth trend

Documentation 15/15

Docs, repo, license, metadata

Download Trend

Daily downloads ยท last 90 days
0/day avg
04/265/146/16/197/77/24

Top Dependents

Most downloaded crates that depend on rullama-finetune

Version Adoption

v0.5.0
43%
v0.12.0
17%
v0.2.0
15%
v0.3.0
13%
v0.4.0
12%

Release Timeline

6 releasessince 2026
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Feature Flags

default =["cloud"]

fullcloud*vertexbedrock

README

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Maintainers

Dependencies
21
direct dependencies
Dependents
1
crates depend on rullama-finetune

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