hypertensor-core — HyperTensor Geometric Core
Riemannian geometry primitives for transformer analysis, compression, hallucination detection, and geodesic trajectory computation.
From the HyperTensor project (Papers I–XVIII).
Install
pip install hypertensor-core
Modules
| Module | Description |
|---|---|
GeodesicMetric |
Riemannian metric tensor, Christoffel symbols, geodesic integration |
HallucinationGuard |
Four-condition hallucination boundary detection |
GenerationMetrics |
Token-collapse, geodesic half-life, topological compression |
Quick Start
from hypercore import GeodesicMetric, HallucinationGuard
# Build a Riemannian metric from hidden states
metric = GeodesicMetric(k_manifold=32)
metric.fit(hidden_states)
# Compute geodesic distance between two points
d = metric.geodesic_distance(h_a, h_b)
# Check if a generation is likely hallucinated
guard = HallucinationGuard(coverage_radius=0.15)
is_hallucination, reason = guard.check(
query_projection=query_k,
nearest_trajectories=trajectories,
jury_confidence=jury_J,
)
Advanced
For the full HyperTensor stack including AxiomGauge, ThermalRank, OnlineOja, TreeDrafter, and safety red-team modules, install the main package:
pip install hypertensor
License
MIT — see LICENSE
1 maintainer
Metadata
1 maintainer
Release files for hypertensor-core 1.0.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| hypertensor_core-1.0.0.tar.gz | 16.0 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| hypertensor_core-1.0.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 32.8 kB
Release files / hypertensor_core-1.0.0.tar.gz
| Download URL | hypertensor_core-1.0.0.tar.gz |
|---|---|
| Size | 16.0 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
80eaf82d9d106c82e5ebac583f8a184bd769298ab44f45313441722115685110
|
|
BLAKE2b-256 checksum How to use checksums |
bf1c2d61a3563e89a4eb8d08a48bb273251f49e086361b93d3a686a6bce2b2f0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.11.15
|
Release files / hypertensor_core-1.0.0-py3-none-any.whl
| Download URL | hypertensor_core-1.0.0-py3-none-any.whl |
|---|---|
| Size | 16.8 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
90aa850b168a9f967ccd32dc46468b5803701566f5332d7d6adbcdd26f13b102
|
|
BLAKE2b-256 checksum How to use checksums |
bf9a0b4b9db2ef77325e6d7926b290e8e4c6a77533235d8be29a87663c560d2c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.11.15
|
