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Can 4x DGX Spark (GB10) run GLM-5.3 Flash?

Yes. Measured 105.3 tok/s generation (vLLM TP4 (RiNGSiDE), single-stream code, NVFP4; source).

Every measured result for GLM-5.3 Flash on 4x DGX Spark (GB10)

BuildQuant / setupEnginetok/s
4x DGX Spark ring running GLM-5.3 Flash NVFP4NVFP4vLLM TP4 (RiNGSiDE), single-stream code105.3source
4x DGX Spark ring running GLM-5.3 Flash NVFP4NVFP4vLLM TP4 (RiNGSiDE), single-stream prose61.7source

Memory: 4x DGX Spark (GB10) has 512 GB. GLM-5.3 Flash weights are about 195.8 GB at Q4_K_M (320B params × 4.89 bits ÷ 8, before context/KV cache). Arithmetic, not a measurement; long contexts need more. Check other quants in the VRAM calculator.

Speeds are decode (generation) tokens/sec as reported by each source; quant, engine and context differ, so small gaps are noise.

All measured speeds for GLM-5.3 Flash: best home rig for GLM-5.3 Flash.

GLM-5.3 Flash on other hardware: 2x DGX Spark (GB10) · RTX 5090

Other models measured on 4x DGX Spark (GB10): GLM-5.2

Not enough VRAM? Rent before you buy. Run GLM-5.3 Flash on a bigger GPU on a rented 24–96 GB cloud GPU by the hour and see the real speed before spending €1,000+. Try it on Runpod
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