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NVIDIA/Megatron-LM

Establishedrank #167

Ongoing research training transformer models at scale

18.1k+85 · 7d 4.6k 227est. NOASSERTIONPythonpushed 4m ago
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Composite

68

conf 65%

Momentum

56

conf 60%

Vitality (PVI)

73

conf 67%

Community

68

conf 60%

Security & maint.

80

conf 85%

Ecosystem influence

75

conf 60%

Opportunity

60

conf 60%

Breakout · 7d

53%

conf 71%

Executive summary

Megatron-LM is currently classified as established with a composite score of 68/100. Momentum (56) and vitality (73) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 85 stars against a 18.1k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 53%.

90-day trajectory

+339 · 30d
2026-07-132026-10-10

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%54
Star accelerationest.15%54
Fork velocityest.10%37
Contributor growthest.10%75
Issue activity growthest.10%77
PR activity growthest.10%69
External mention velocityest.10%4
Release event impactest.5%85
Trending-rank persistenceest.5%73

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

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%76
PR responsivenessest.15%70
Issue responsivenessest.15%40
Contributor diversityest.10%87
Maintainer continuityest.10%62
Documentation qualityest.5%63
Dependency freshnessest.5%80
Security hygieneest.5%56

Model tn-interpretable-1.0.0 · confidence 67% · coverage 92% · missing: licenseClarity

Security & maintenance

Release recency25%100
License clarity20%30
Maintenance status25%100
Dependency stalenessest.15%61
Bus factorest.15%100

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

Ecosystem influence

Dependent repositoriesest.30%89
Quality-weighted dependentsest.20%60
Documentation citationsest.15%64
Contributor overlapest.15%79
Registry adoptionest.10%51
Topic centralityest.10%94

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