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Glq

v0.7.0 Security

This release includes 1 security fix for security teams reviewing exposed deployments.

✓ No known CVEs patched
Read the diff → Tool health → What is this tool? →
This release patches 1 known CVE

Topics

inference llm model-compression pytorch quantization

Affected surfaces

breaking_upgrade

Summary

AI summary

Introduces the 3INST trellis decode variant with arithmetic in‑kernel decoding and fixes an upstream idle‑warp out‑of‑bounds read.

Full changelog

Trellis 3INST — lookup-free trellis decode

The trellis (TCQ) codebook gains the 3INST variant: each 16-bit trellis state is decoded arithmetically in-kernel (a hash + two fp16 halves) instead of through HYB's 512-entry shared-memory lookup table. Quality measured equal-or-slightly-better than HYB on SmolLM3-3B (SQNR 22.06 vs 21.1, wikitext-2 PPL 9.2425 vs 9.2454; AIME-2026 thinking 43.3% vs 40.4% avg@8, none significant), with a simpler and faster kernel path.

  • <R, IS_3INST> templated matvec/matmul kernels, zero dynamic shared memory
  • Select at quantize time with GLQ_TRELLIS_VARIANT=3inst (--codebook trellis --bpw {2,3,4})
  • Kernel storage layout: trellis checkpoints now store indices decoder-native (trellis_layout: "kernel"); loading them requires glq ≥ 0.7.0 — older versions abort with a layout error instead of decoding garbage
  • Serves on vLLM 0.25 under full CUDA-graph capture; HF eager path included
  • Fixes an upstream idle-warp out-of-bounds read in the trellis matmul preload
  • Public checkpoint: xv0y5ncu/SmolLM3-3B-trellis-3inst-4bpw-kernel

Breaking Changes

  • Treillis checkpoints now use decoder‑native index layout (`trellis_layout: "kernel"`); requires glq ≥ 0.7.0, older versions abort with a layout error

Security Fixes

  • Fixes an upstream idle‑warp out‑of‑bounds read in the trellis matmul preload

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Beta — feedback welcome: [email protected]