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emwesoft/GLM-5.3-DFlash2-GGUF overview

GLM 5.3 DFlash2 drafters GGUF GGUF conversions of incoai/GLM 5.3 DFlash2 https://huggingface.co/incoai/GLM 5.3 DFlash2 — the DFlash2 block diffusion drafter fo…

ggufdflashspeculative-decodingglmllama.cppbase_model:incoai/GLM-5.3-DFlash2base_model:quantized:incoai/GLM-5.3-DFlash2license:mitendpoints_compatibleregion:usconversational

Runs locally from ~2.44 GB disk (4 GB VRAM class GPUs with llama.cpp / guIDE).

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Repository Files & Downloads

2 GGUF files detected
Direct downloads for local inference
FileTypeQuantizationSizeLink
GLM-5.3-DFlash2-BF16.ggufGGUFBF164.59 GBDownload
GLM-5.3-DFlash2-Q8_0.ggufGGUFQ8_02.44 GBDownload

Model Details

Model IDemwesoft/GLM-5.3-DFlash2-GGUF
Authoremwesoft
Pipeline
Licensemit
Base modelincoai/GLM-5.3-DFlash2
Last modified2026-08-29T10:38:11.000Z

Model README

---

license: mit

base_model: incoai/GLM-5.3-DFlash2

library_name: gguf

tags: [gguf, dflash, speculative-decoding, glm, llama.cpp]

---

GLM-5.3 DFlash2 drafters (GGUF)

GGUF conversions of incoai/GLM-5.3-DFlash2

the DFlash2 block-diffusion drafter for GLM-5.3 753B

(zai-org/GLM-5.3).

| File | Size |

|---|---|

| GLM-5.3-DFlash2-BF16.gguf | 4.59 GiB — lossless from source |

| GLM-5.3-DFlash2-Q8_0.gguf | 2.44 GiB |

-md GLM-5.3-DFlash2-Q8_0.gguf --spec-type draft-dflash --spec-draft-n-max 7

block_size is 8, so 7 is the ceiling — llama.cpp clamps anything higher. Lower values can win

when the target's experts are partly CPU-resident, since each verification step is then more

expensive; sweep it for your setup.

Works with any GLM-5.3 GGUF — DFlash consumes the target's hidden states

(hidden_size 6144, layers [6,20,34,48,62,76]), not its quantisation. Not compatible with

GLM-5.3-Flash (hidden 4096).

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