topological-coherence 0.3.0

Toroidal topology primitives for LLM coherence research — Tonnetz geometry, spectral gap, attention masks, Karmonic spectral filter (v7: inference-time bias null, training-time valid)
Documentation 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70

[build-system]
requires = ["hatchling"]
build-backend = "hatchling.build"

[project]
name = "topological-coherence"
version = "0.3.0"
description = "Toroidal topology primitives for LLM coherence research (v7: replication update — inference-time bias null result, prompt hardening effective)"
readme = "README_PYPI.md"
license = "Apache-2.0"
authors = [
    { name = "Sylvain Cormier", email = "sylvain@paraxiom.io" }
]
keywords = [
    "attention",
    "transformer",
    "hallucination",
    "topology",
    "tonnetz",
    "llm",
    "machine-learning",
    "logit-bias",
    "coherence",
]
classifiers = [
    "Development Status :: 4 - Beta",
    "Intended Audience :: Science/Research",
    "License :: OSI Approved :: Apache Software License",
    "Programming Language :: Python :: 3",
    "Programming Language :: Python :: 3.9",
    "Programming Language :: Python :: 3.10",
    "Programming Language :: Python :: 3.11",
    "Programming Language :: Python :: 3.12",
    "Topic :: Scientific/Engineering :: Artificial Intelligence",
]
requires-python = ">=3.9"
dependencies = [
    "torch>=2.0.0",
    "numpy>=1.21.0",
]

[project.optional-dependencies]
hf = [
    "transformers>=4.30.0",
]
demo = [
    "gradio>=4.0.0",
]
dev = [
    "pytest>=7.0.0",
    "black",
    "ruff",
]

[project.urls]
Homepage = "https://github.com/Paraxiom/topological-coherence"
Documentation = "https://paraxiom.org/presentations/coherence.html"
Repository = "https://github.com/Paraxiom/topological-coherence"
Paper = "https://doi.org/10.5281/zenodo.18187835"

[tool.hatch.build.targets.wheel]
packages = ["src/topological_coherence"]

[tool.hatch.build.targets.sdist]
include = [
    "/src",
    "/README.md",
    "/README_PYPI.md",
    "/LICENSE",
]