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Glq
Glq
Model Serving & MLOps
Post‑training weight quantization for large language models using E8 lattice codebooks, achieving 2–8 bits‑per‑weight with performance comparable to state‑of‑the‑art methods.
Python
·
Latest v0.5.1 · 5h ago
Security brief →
Features
Encodes each 8‑weight group as a 16‑bit index into an E8 lattice codebook
Uses Randomized Hadamard Transform for decorrelation, enabling near‑optimal Euclidean nearest‑neighbour search
Provides fused CUDA kernels that matmul directly against compressed indices without full dequantization
Supports flexible bit‑width quantization (2–8 bpw, including fractional values)
Includes mixed‑precision allocation flow for per‑layer bpw tuning
No immediate action
v0.5.1
Breaking risk
·
5h
Default inline-dequant E8 KV
No immediate action
v0.5.0
New feature
·
3d
Inline-dequant E8 KV cache
No immediate action
v0.3.5
New feature
·
16d
Auto‑PIECEWISE downgrade
No immediate action
v0.3.4
New feature
·
16d
CUDA-graph capture size tuning
No immediate action
v0.3.3
Bug fix
·
17d
E8 KV regression fix + GLQ ops
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Releases per month
Releases per month, last 12 months.
Cadence
1.9 / wk
Last release
0d
Churn
+129 / −43 lines · 6 files · 3 commits
Tracked
24
Security score
6.5/10
OpenSSF
—
Active maintainer
Community
GitHub stars
3
Forks
1
Open issues
0
Open PRs
0
Stars/wk velocity
0.0
About
Languages
Python
·
Cuda
·
C++
View on GitHub
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Install & Platforms
Platforms
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About
Languages
Python
·
Cuda
·
C++
View on GitHub
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Install & Platforms
Platforms
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macos
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