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Pull requests: gittensor-ai-lab/sparkinfer

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perf(qwen35): weight-amortized Q4_K tile-GEMM prefill for Qwythos above 64k (5.5x pp @128k) area:kernels subsystem (emission weight 0.42) area:runtime subsystem (emission weight 0.26) test-on-5090 Maintainer-approved to evaluate on RTX 5090 (greenlight)
#409 opened Jul 14, 2026 by blinkeye-lcm Contributor Loading…
1 task done
perf(qwen36): specialize fixed-shape decode kernels area:kernels subsystem (emission weight 0.42) area:runtime subsystem (emission weight 0.26) test-on-5090 Maintainer-approved to evaluate on RTX 5090 (greenlight)
#403 opened Jul 14, 2026 by 9876543210-tc-0123456789 Contributor Loading…
1 task done
perf(qwen35): batched prompt prefill for Qwythos (one weight-amortized GEMM pass) area:kernels subsystem (emission weight 0.42) area:runtime subsystem (emission weight 0.26) test-on-5090 Maintainer-approved to evaluate on RTX 5090 (greenlight)
#398 opened Jul 14, 2026 by fansilas Contributor Loading…
1 task done
fix(attn): sparse-KV combine drops the attention output gate (Qwythos >= 8k) area:kernels subsystem (emission weight 0.42) area:runtime subsystem (emission weight 0.26) needs-benchmark Box ticked but decode before/after not filled with a real improvement — not evaluated
#393 opened Jul 14, 2026 by reyanthony062001-ops Contributor Loading…
1 task done
fix(kernels): re-land the hd256 int8-MMA correctness fixes reverted by #294 area:kernels subsystem (emission weight 0.42)
#389 opened Jul 13, 2026 by reyanthony062001-ops Contributor Draft
1 task done
perf(qwen35): skip LM head on prefill + dedicated prefill CUDA graph area:runtime subsystem (emission weight 0.26) needs-rebase Verified speedup but not the round winner — rebase after merge-first lands
#387 opened Jul 13, 2026 by James-CUDA Contributor Loading…
1 task done
perf(qwen36): tune hd256 combine for 160-split long-context decode 128k-context area:kernels subsystem (emission weight 0.42) copycat-warn eval:S sparkinfer auto-eval verdict: S eval-qwen35:S eval-qwen36:none needs-rebase Verified speedup but not the round winner — rebase after merge-first lands test-on-5090 Maintainer-approved to evaluate on RTX 5090 (greenlight)
#363 opened Jul 13, 2026 by claytonlin1110 Contributor Loading…
4 of 5 tasks
perf(qwen36): Q4_K shared-expert FFN kernels + Q8_0/Q5_K→Q4_K requant of the MoE FFN stage (+3.1–3.8%) 32k-context UI-only: strongest measured context in sparkinfer eval area:kernels subsystem (emission weight 0.42) area:runtime subsystem (emission weight 0.26) copycat-warn eval:REJECT sparkinfer auto-eval verdict: REJECT eval-qwen35:REJECT eval-qwen36:REJECT test-on-5090 Maintainer-approved to evaluate on RTX 5090 (greenlight)
#360 opened Jul 13, 2026 by petermilord Loading…
5 tasks done
perf(qwen36): Q4_K shared-expert FFN kernels + Q8_0/Q5_K→Q4_K requant of the MoE FFN stage (+2.8–3.2%) 32k-context UI-only: strongest measured context in sparkinfer eval area:kernels subsystem (emission weight 0.42) area:runtime subsystem (emission weight 0.26) eval:REJECT sparkinfer auto-eval verdict: REJECT eval-qwen35:REJECT eval-qwen36:REJECT test-on-5090 Maintainer-approved to evaluate on RTX 5090 (greenlight)
#359 opened Jul 13, 2026 by milosde111 Loading…
6 tasks done
perf(qwen36): Q8_0→Q4_K requant of GDN ssm_out projections (+2.8% @128) 128-context UI-only: strongest measured context in sparkinfer eval area:runtime subsystem (emission weight 0.26) eval:REJECT sparkinfer auto-eval verdict: REJECT eval-qwen35:REJECT eval-qwen36:REJECT merge-first Round's biggest verified speedup — merge this first test-on-5090 Maintainer-approved to evaluate on RTX 5090 (greenlight)
#355 opened Jul 12, 2026 by blinkeye-lcm Contributor Loading…
1 task done
perf(attn): grid-target KV-split cap for int8-MMA long-context decode 128-context UI-only: strongest measured context in sparkinfer eval area:runtime subsystem (emission weight 0.26) eval:none sparkinfer auto-eval verdict: none eval-qwen35:none eval-qwen36:none re-evaluate Winner merged — rebase onto main; bot re-evaluates on push test-on-5090 Maintainer-approved to evaluate on RTX 5090 (greenlight)
#345 opened Jul 11, 2026 by fansilas Contributor Draft
1 task done
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