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wire 2026-08-31
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Vulkan top-k radix sort, HIP Q2_0 optimizations, and vLLM CUDA-graph memory fix

By RepoJournal · Filed · About Local LLMs

Across three repos, the most consequential changes tune performance on AMD and Vulkan, fix a vLLM memory regression, and extend speculative decoding support.

Vulkan's top-k path now uses a radix sort for k >= 1024, enabling Qwen 3.8 Flash Next support [1]. HIP's Q2_0 dot-product path for gfx1201 gets native amdgcn perm optimizations [2], and RDNA 3/4 mmq configs are further tuned [3]. A new SWIGLU_CLAMP op in ggml clamps the SWIGLU variant used by DSV4 and GLM, cutting 3 separate ops into one and improving decode throughput [4]. vLLM fixes a default CUDA-graph memory regression from #50488 by keeping default capture sizes memory-safe; on H200 this restores the established ceiling of 512 tokens [5]. The dual-stream decode with hipgraphs PR was re-opened after a root-cause fix for a gsm8k accuracy failure [6], and vLLM adds batch-invariance regression tests for Qwen3-VL [7]. sglang adds DSpark speculative decoding for LFM2 and LFM2-MoE, including interleaved RoPE in the fused-KV kernel [8], and absorbs Qwen-Image output-projection biases to remove 224 BF16 add kernels per profiled step [9].

Action items

References

  1. [1] vulkan: top_k radix select for k >= 1024 for Qwen 3.8 Flash Next ↗ ggml-org/llama.cpp
  2. [2] hip : optimize Q2_0 dot-product path for gfx1201 (#26753) ↗ ggml-org/llama.cpp
  3. [3] HIP: tune rdna 3 mmq configs ↗ ggml-org/llama.cpp
  4. [4] ggml: add SWIGLU_CLAMP ↗ ggml-org/llama.cpp
  5. [5] [Bugfix][Spec Decode] Keep default CUDA graph sizes memory-safe ↗ vllm-project/vllm
  6. [6] [Perf][ROCm] Dual-stream decode with hipgraphs ↗ vllm-project/vllm
  7. [7] [Test][VLM] Add batch-invariance tests for Qwen3-VL ↗ vllm-project/vllm
  8. [8] [Spec] Add LFM2 and LFM2-MoE DSpark speculative decoding support ↗ sgl-project/sglang
  9. [9] [diffusion] perf: absorb Qwen-Image output projection biases ↗ sgl-project/sglang

Quick answers

What shipped in Local LLMs on August 31, 2026?
Across three repos, the most consequential changes tune performance on AMD and Vulkan, fix a vLLM memory regression, and extend speculative decoding support. In total, 87 commits, 87 pull requests, and 10 releases landed.
Who contributed to Local LLMs on August 31, 2026?
14 developers shipped this update, including LunalFresh, itterative, ngxson, am17an, 0cc4m, Juan Pérez de Algaba, khluu, and simondanielsson, and 6 more.
What were the notable Local LLMs updates?
vulkan: top_k radix select for k >= 1024 for Qwen 3.8 Flash Next, hip : optimize Q2_0 dot-product path for gfx1201 (#26753), and HIP: tune rdna 3 mmq configs.