Hardware › DGX Spark local LLM benchmarks: 128 measured configs

DGX Spark local LLM benchmarks: 128 measured configs

128 measured local-LLM configs on NVIDIA DGX Spark (GB10); fastest 14B+ model Qwen3.5-35B-A3B at 131 tok/s. Official specs, Singapore prices read daily, every number linked to its source.

Snapshot 2026-10-16 · 394 configs on AI boxes and 423 on GPU cards · 123 models. Every number is generated from the tracker snapshot and linked to where it was measured; nothing here is typed by hand.

Silicon: NVIDIA GB10 Grace Blackwell Superchip. Official specs.

Quick answers

What is the fastest model on DGX Spark?
Qwen3.5-35B-A3B at 131 tok/s single-stream (NVFP4, atlas (speculative decode, mtp-2)), source last checked 2026-09-23. Models under 14B parameters are left out of this answer. source
What is the fastest 100B+ model on DGX Spark?
Qwen3.8-Flash-Next at 44.2 tok/s single-stream (NVFP4, vllm (speculative decode, mtp-2)), source last checked 2026-09-01. source
What is the largest model measured on DGX Spark?
Nex-N2-Pro-397B-A17B (397B parameters) at 18.9 tok/s single-stream (llama.cpp), source last checked 2026-10-16. source
How many configs does TokenMark track for DGX Spark?
128 single-stream configs across 44 models, each linked to the README or model card it came from.

Official specs

Where to buy NVIDIA DGX Spark (GB10) in Singapore

Read 17 Oct 2026 (SGT) from each seller's own product page. Prices in SGD. Overseas stores are converted at USD/SGD 1.2792 with 9% GST at import added; shipping is not included. Singapore sellers already include GST. List prices on the day, not a quote. No affiliate links.

NVIDIA GB10 box, 128 GB (DGX Spark or ASUS Ascent GX10)

Measured single-stream configs on NVIDIA DGX Spark (GB10)

ModelQuantBackendDecodeContextTrustSource
Qwen3 1.7BQ4_K_Mllama.cpp146.1 tok/s2048Extracted, source-linkedsource
Qwen3.5-35B-A3BNVFP4atlas (speculative decode, mtp-2)131 tok/sExtracted, source-linkedsource
Qwen3.6-35B-hereticNVFP4vllm96 tok/sStructured tablesource
Qwen3.6-35B-A3B-NVFP4-Fast (Unsloth)NVFP4vllm92.6 tok/sStructured tablesource
GPT-OSS-20BQ4_K_XLllama.cpp90.5 tok/sStructured tablesource
Ministral 3BQ4_K_Mllama.cpp86.6 tok/s2048Extracted, source-linkedsource
Qwen3.6-35B-A3BFP8metrale (speculative decode, mtp-1)85 tok/s2048Extracted, source-linkedsource
Ornith-1.0-35B-AEONNVFP4vllm84.8 tok/sStructured tablesource
Qwen3 30B (MoE)Q4_K_Mllama.cpp83.8 tok/s2048Extracted, source-linkedsource
Qwen3.6-35B-A3BNVFP4vllm77.4 tok/sStructured tablesource
Qwen3.6-35B-A3BUD-IQ3_XXSllama.cpp/cuda66.3 tok/s8192Structured tablesource
Qwen3.6-35B-A3BUD-IQ3_Sllama.cpp/cuda65.6 tok/s8192Structured tablesource
Qwen3.6-35B-A3BUD-Q3_K_XLllama.cpp/cuda64.1 tok/s8192Structured tablesource
Qwen3.6-35B-A3BUD-Q3_K_Mllama.cpp/cuda64 tok/s8192Structured tablesource
Qwen3.6-35B-A3BUD-IQ4_NLllama.cpp/cuda63.8 tok/s8192Structured tablesource
Qwen3.6-35B-A3BUD-IQ4_XSllama.cpp/cuda63.3 tok/s8192Structured tablesource
Qwen3.6-35B-A3BUD-IQ4_NL_XLllama.cpp/cuda63.1 tok/s8192Structured tablesource
gemma-4-26B-A4B-itUD-IQ3_XXSllama.cpp/cuda62.9 tok/s8192Structured tablesource
gemma-4-26B-A4B-itUD-IQ3_Sllama.cpp/cuda62.7 tok/s8192Structured tablesource
Qwen3.6-35B-A3BQ4_K_XLllama.cpp62.7 tok/sStructured tablesource
Qwen3.6-35B-A3BUD-Q4_K_Sllama.cpp/cuda62.1 tok/s8192Structured tablesource
Qwen3.6-35B-A3BMXFP4llama.cpp/cuda61.4 tok/s8192Structured tablesource
Qwen3.6-35B-A3BUD-Q4_K_Mllama.cpp/cuda61 tok/s8192Structured tablesource
Qwen3.6-35B-A3BUD-Q3_K_Sllama.cpp/cuda61 tok/s8192Structured tablesource
Qwen3.6-35B-A3BUD-Q4_K_XLllama.cpp/cuda59.7 tok/s8192Structured tablesource

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