Local AI · Recipe · 3× DGX Spark

GLM-5.3 753B EXL3 2.75 bpw with TensorFold on 3× DGX Spark

GLM-5.3 753B EXL3 2.75 bpw with TensorFold on 3× DGX Spark: 31.3 tok/s according to github.com (dataset as of Sep 29, 2026).

by MiaAI-Lab

31.3tok/sEveryday

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

Source: github.com
Intelligence (original model) · Artificial Analysis45with thinking

Engine

Engine
TensorFold v0.6.0 + 110 Patches, Image ghcr.io/miaai-lab/glm-5.3-exl3-3x-dgx-sparks-tensorfold:v0.6.0-4f3223245926, DSpark + Copy-Drafts, Context Parallelism, RoCE
Quantization
EXL3 2,75 bpw Ø (Experten 2–4 bit), 4-bit dense, BF16 sonst, FP4 KV (Default CP=1)
Model family
GLM-5.3
Context
499,712
Parameters
~753B (HF safetensors der Basis)
Creator
MiaAI-Lab
GitHub stars
21
Repo updated
Oct 4, 2026

Measurements

Every sourced value of this recipe, each with its condition and source. Bars relative to the largest value in the group.

Decode · 1 request

  • Everyday (decode)31.3 tok/scontext 488K · Prosa, greedy, sparkDash, Boot hcp 2026-10-04 (CP=1, fp4 KV); Code 41,7; sampled Prosa 22,9–24,0 Source 

Decode · parallel requests

Sums over all streams are marked; per request it is correspondingly less.

  • 4 parallel requests48.2 tok/sPeak (decode) · context 32K · ×4 aggregiert (PARALLEL=4, CP=0, FP8 KV, greedy), 12,1–14,0 pro Request; ×2: 37,8 Source 

Prefill by context

  • 8K607 tok/sLong-Context-Modus; 4k 601,5 / 32k 591,2 / 94k 545 / 314k 468 tok/s; CP=0: bis 684 @16k Source 

What you need

Hardware
3 × NVIDIA DGX Spark (GB10)
Engine
TensorFold v0.6.0 + 110 Patches, Image ghcr.io/miaai-lab/glm-5.3-exl3-3x-dgx-sparks-tensorfold:v0.6.0-4f3223245926, DSpark + Copy-Drafts, Context Parallelism, RoCE
Context
499,712 tokens

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