---
type: "Article"
title: "GLM-5.3-Flash EXL3 with TensorFold on 2× DGX Spark (1M context, 4 streams)"
description: "GLM-5.3-Flash EXL3 with TensorFold on 2× DGX Spark (1M context, 4 streams): recipe by MiaAI-Lab with speed, condition and source for every number, weights and license."
resource: "https://www.contextstudios.ai/local-ai/miaai-lab--glm-5.3-flash-exl3-tensorfold-2x-dgx-sparks"
language: "en"
generated:
  by: "process:contextstudios-md/1"
  at: "2026-10-02T20:34:52.801Z"
status: "stable"
---

# GLM-5.3-Flash EXL3 with TensorFold on 2× DGX Spark (1M context, 4 streams)

GLM-5.3-Flash EXL3 with TensorFold on 2× DGX Spark (1M context, 4 streams): 97.6 tok/s according to github.com (dataset as of Sep 29, 2026).

- Creator: [MiaAI-Lab](https://www.contextstudios.ai/local-ai/creators/miaai-lab.md)
- Engine: TensorFold v0.5.0 (52 patches: DFlash2+copy drafts, 4-bit dense, FP8 KV, RoCE one-shot all-gather, shared KV pool, vision, tool calling)
- Quantization: EXL3/TR3 4bpw routed experts + 4-bit dense, BF16 elsewhere, FP8 KV
- Model family: GLM-5.3-Flash
- Hardware: dgx-spark x2
- Context: 1048576
- Artificial Analysis Intelligence Index: 41.8 ([source](https://artificialanalysis.ai/models/glm-5-3-flash))

## All numbers

- 97.6 tok/s (Everyday; HumanEval 97.6% / GSM8K 98.0% with FP8 KV and 4-bit dense) — [source](https://github.com/MiaAI-Lab/GLM-5.3-Flash-EXL3-2x-DGX-Sparks-TensorFold#quality)
- decode_tps: 60.4 (1 request) — [source](https://github.com/MiaAI-Lab/GLM-5.3-Flash-EXL3-2x-DGX-Sparks-TensorFold#performance)
- decode_tps: 227.9 (4 parallel requests) — [source](https://github.com/MiaAI-Lab/GLM-5.3-Flash-EXL3-2x-DGX-Sparks-TensorFold#performance)
- prefill_tps: 1978.9 (1 request) — [source](https://github.com/MiaAI-Lab/GLM-5.3-Flash-EXL3-2x-DGX-Sparks-TensorFold#performance)
- ttft_ms: 170 (1 request) — [source](https://github.com/MiaAI-Lab/GLM-5.3-Flash-EXL3-2x-DGX-Sparks-TensorFold#performance)

## Weights

- [Mia-AiLab/GLM-5.3-Flash-EXL3-TR3-4bpw](https://huggingface.co/Mia-AiLab/GLM-5.3-Flash-EXL3-TR3-4bpw) (main, other)
- [zai-org/GLM-5.3-Flash](https://huggingface.co/zai-org/GLM-5.3-Flash) (base, mit)
- [incoai/GLM-5.3-Flash-DFlash2](https://huggingface.co/incoai/GLM-5.3-Flash-DFlash2) (draft, cc-by-nc-nd-4.0)

[https://github.com/MiaAI-Lab/GLM-5.3-Flash-EXL3-2x-DGX-Sparks-TensorFold](https://github.com/MiaAI-Lab/GLM-5.3-Flash-EXL3-2x-DGX-Sparks-TensorFold)

## Related

- [Local AI on your hardware.](https://www.contextstudios.ai/local-ai.md)