Local AI · Creator

vcruz305

25 published recipes.

Recipes

1× DGX Spark
24.4tok/sEveryday

1 request, prose prompt, with DSpark (per recipe) Source 

Intelligenceno independent value
  • ≤ 3 bit: quantization may cost quality
  • Custom kernel required
  • License unclear

EXL3 SAGE 2.15bpw, q4-KV (nvfp4-Layout), fp8 Indexer-/Draft-KVvLLM (vllm/vllm-openai:minimax-m31-flash, Digest 86f582da) + vllm-exl3 Fork 41fdb7d + exllamav3 Fork fdd7736, DSpark k=4Weights Repo Updated Oct 24, 2026

Details
1× DGX Spark
~20.1tok/sEverydayapproximate · method not stated

1 request, chat prompt (1200-token replies), sampling 0.6/0.95, with DSpark (per recipe), range 17.7–22.5 tok/s Source 

Intelligenceno independent value
  • ≤ 3 bit: quantization may cost quality
  • Custom kernel required

EXL3 SAGE MixedK 1.62bpw (routed K1–K4), FP8 block-32 sonst, EXL3-K8-Head, Engram von NVMe, Cold-Expert-Alias-DateivLLM (spark-ds41f r6w, Basis-Image dsv41-1017-ds41f:r6w) + vllm-exl3 Fork 30e8b94 + exllamav3 Fork 909ad85 (tile-K 16, W2) + Shim, DSpark k=5Weights Repo Updated Oct 28, 2026

Details
1× DGX Spark
87.8tok/sPeak

1 request, synthetic prompt, with LiLiCorr/DFlash (per recipe) Source 

Intelligenceno independent value
  • ≤ 3 bit: quantization may cost quality
  • License unclear

ModelOpt IQ2 gemischt (IQ2_XXS + ausgewählte Q8_0/NVFP4/unquantisierte Tensoren, 24 GB), FP8-KV; Draft LiLiCorr NVFP4 (DFlash, 7 Tokens)vLLM 0.32.0rc1.dev100+g77154ca61 (Wheel-Commit 77154ca6) + b12x 1.5.1, FlashInfer-AttentionWeights Repo Updated Oct 16, 2026

Details
1× DGX Spark
30.5tok/sPeak

Best value reported by source, 1 request, prompt type not stated, greedy, 512 tokens, default serve.sh without MTP Source 

Intelligenceno independent value
  • ≤ 3 bit: quantization may cost quality
  • Custom kernel required

EXL3 SAGE 2.58bpw (MixedK, mul1-Codebook, lm_head K=8), BF16 KVvLLM 0.32.0 + vllm-exl3 Fork 3275819 (-DP2B_CB=2), VLLM_EXL3_COOP=1 + COALESCE_SHARDS=1, BF16-SSMWeights Repo Updated Oct 22, 2026

Details

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