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hiyouga/LlamaFactory

Establishedrank #164

Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)

74k+642 · 7d 9.1k 352est. Apache-2.0Pythonpushed 1d ago
Compare View on GitHub

Composite

70

conf 65%

Momentum

64

conf 60%

Vitality (PVI)

70

conf 67%

Community

58

conf 60%

Security & maint.

91

conf 85%

Ecosystem influence

75

conf 60%

Opportunity

56

conf 60%

Breakout · 7d

37%

conf 71%

Executive summary

LlamaFactory is currently classified as established with a composite score of 70/100. Momentum (64) and vitality (70) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 642 stars against a 74k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 37%.

90-day trajectory

+3.2k · 30d
2026-05-142026-08-11

Score breakdown

Every input, weight and normalized value — nothing hidden. Inputs marked est. are estimated until the full ingestion pipeline lands.

Momentum

Star velocityest.25%78
Star accelerationest.15%43
Fork velocityest.10%68
Contributor growthest.10%100
Issue activity growthest.10%64
PR activity growthest.10%80
External mention velocityest.10%8
Release event impactest.5%76
Trending-rank persistenceest.5%48

Model tn-interpretable-1.0.0 · confidence 60% · coverage 100%

Project Vitality Index

Commit consistency20%96
Release cadenceest.15%72
PR responsivenessest.15%45
Issue responsivenessest.15%48
Contributor diversityest.10%94
Maintainer continuityest.10%76
Documentation qualityest.5%66
Dependency freshnessest.5%73
Security hygieneest.5%43

Model tn-interpretable-1.0.0 · confidence 67% · coverage 100%

Security & maintenance

Release recency25%97
License clarity20%92
Maintenance status25%96
Dependency stalenessest.15%68
Bus factorest.15%93

Model tn-interpretable-1.0.0 · confidence 85% · coverage 100%

Ecosystem influence

Dependent repositoriesest.30%95
Quality-weighted dependentsest.20%81
Documentation citationsest.15%64
Contributor overlapest.15%42
Registry adoptionest.10%41
Topic centralityest.10%100

Model tn-interpretable-1.0.0 · confidence 60% · coverage 92% · missing: packageRegistryAdoption