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topological-coherence

v0.3.0 Experimental

Toroidal topology primitives for LLM coherence research — Tonnetz geometry, spectral gap, attention masks, Karmonic spectral filter (v7: inference-time bias null, training-time valid)

Apache-2.0 Edition 2021 MSRV 1.60
AlgorithmsScienceMathematics #topology#transformer#coherence#attention#tonnetz

Quick Verdict

  • Actively maintained (updated 15d ago)
  • !Pre-1.0: API may have breaking changes
  • Tiny footprint (4.7MB, 3 deps)
  • Permissive license (Apache-2.0)

Security

Checking security advisories...
Downloads
130
Dependents
0
Releases
5
Size
4.7MB

Deep Insights

📈
Strong growth momentum

90 downloads in the last 30 days (3/day), up 210% from the previous period.

🪶
Minimal dependencies

Only 3 direct dependencies. Lean dependency tree means faster builds and lower supply chain risk.

📐
Large crate size

4.7MB is relatively large. May impact download and compile times.

Health Breakdown

Maintenance 13/25

Recency, release consistency, active ratio

Quality 13/25

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 · last 90 days
1/day avg+290%
05101512/291/162/32/213/113/28

Version Adoption

v0.1.2
55%
v0.3.0
14%
v0.1.1
11%
v0.2.0
11%
v0.1.0
10%

Release Timeline

5 releasessince 2026
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Feature Flags

default =["std"]

std*substrate

README

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Maintainers

Dependencies
3
direct dependencies
Dependents
0
crates depend on topological-coherence

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