What is Solstice-AI/GLM-5.3-Flash-UNCENSORED-GGUF?

--- language: - en - zh license: mit base_model: dealignai/GLM-5.3-Flash-UNCENSORED-FP8 tags: - solstice-ai - glm - glm5 - glm-5.3-flash - gguf - llama.cpp - ollama - vision - video - multimodal - mmproj - dflash2 - speculative-decoding - uncensored - abliterated pipeline_tag: image-text-to-text --- GLM-5.3-Flash-UNCENSORED (Official GGUF & Multimodal Release) Official Solstice-AI GGUF Release • Pure BF16 Multimodal Vision + Video (mmproj) • Bundled DFlash 2 Speculative Drafter Original Architecture by Zhipu AI / ZAI • Uncensored Weights by <a href="https://huggingface.co/dealignai"…

What license applies to Solstice-AI/GLM-5.3-Flash-UNCENSORED-GGUF?

License: mit. Verify terms on Hugging Face before commercial use.

How do I run Solstice-AI/GLM-5.3-Flash-UNCENSORED-GGUF locally?

Download a GGUF file from this page and load it in guIDE or llama.cpp. Pipeline task: image-text-to-text.

Model Intelligence Sheet

Solstice-AI/GLM-5.3-Flash-UNCENSORED-GGUF overview

Q: What license applies to Solstice-AI/GLM-5.3-Flash-UNCENSORED-GGUF?

License: mit. Verify terms on Hugging Face before commercial use.

Q: How do I run Solstice-AI/GLM-5.3-Flash-UNCENSORED-GGUF locally?

Download a GGUF file from this page and load it in guIDE or llama.cpp. Pipeline task: image-text-to-text.

Q: How much VRAM or disk space does Solstice-AI/GLM-5.3-Flash-UNCENSORED-GGUF need?

Runs locally from ~1.08 GB disk (4 GB VRAM class GPUs with llama.cpp / guIDE).

<p align="center" <img src="https://cdn uploads.huggingface.co/production/uploads/67c2e844e0921a5410eec10a/Y5M42dCag2f7Fc6fDtV0Z.jpeg" alt="Solstice AI Banner"…

ggufsolstice-aiglmglm5glm-5.3-flashllama.cppollamavisionvideomultimodalmmprojdflash2speculative-decodinguncensoredabliteratedimage-text-to-textenzhbase_model:dealignai/GLM-5.3-Flash-UNCENSORED-FP8base_model:quantized:dealignai/GLM-5.3-Flash-UNCENSORED-FP8license:mitendpoints_compatibleregion:usconversational

Runs locally from ~1.08 GB disk (4 GB VRAM class GPUs with llama.cpp / guIDE).

Downloads

Likes

Pipeline

image-text-to-text

Author

Solstice-AI

Repository Files & Downloads

3 GGUF files detected

Direct downloads for local inference

File	Type	Quantization	Size	Link
mmproj-BF16.gguf	GGUF	BF16	1.08 GB	Download
speculative/GLM-5.3-Flash-DFlash2-Q8_0.gguf	GGUF	Q8_0	1.17 GB	Download
speculative/GLM-5.3-Flash-DFlash2-bf16.gguf	GGUF	BF16	2.19 GB	Download

Model Details

Model ID	Solstice-AI/GLM-5.3-Flash-UNCENSORED-GGUF
Author	Solstice-AI
Pipeline	image-text-to-text
License	mit
Base model	dealignai/GLM-5.3-Flash-UNCENSORED-FP8
Last modified	2026-09-08T01:00:56.000Z

Model README

---

language:

license: mit

base_model: dealignai/GLM-5.3-Flash-UNCENSORED-FP8

tags:

solstice-ai
glm
glm5
glm-5.3-flash
gguf
llama.cpp
ollama
vision
video
multimodal
mmproj
dflash2
speculative-decoding
uncensored
abliterated

pipeline_tag: image-text-to-text

---

</p>

<h1 align="center">GLM-5.3-Flash-UNCENSORED (Official GGUF & Multimodal Release)</h1>

<h3 align="center">Official Solstice-AI GGUF Release • Pure BF16 Multimodal Vision + Video (mmproj) • Bundled DFlash 2 Speculative Drafter</h3>

<b>Original Architecture by <a href="https://huggingface.co/zai-org">Zhipu AI / ZAI</a> • Uncensored Weights by <a href="https://huggingface.co/dealignai">dealignai</a> • Quantization by <a href="https://huggingface.co/Solstice-AI">Solstice-AI</a></b>

</p>

---

Multimodal Vision & Video Projector (mmproj)

In llama.cpp, multimodal models decouple language weights from vision encoding. This repository includes the official standalone pure bfloat16 Multimodal Projector:

mmproj-BF16.gguf (1.11 GB) — Native bfloat16 Vision Transformer (ViT) with temporal & spatial patch merging. Preserves full FP32 dynamic range without FP16 underflow risks.

Quickstart with llama.cpp:

If llama-server or llama-cli is not installed on macOS:

brew install llama.cpp

Start the multimodal server:

llama-server   -m Q4_K_M/GLM-5.3-Flash-Uncensored-Q4_K_M-00001-of-00005.gguf   --mmproj mmproj-BF16.gguf   -c 131072   --port 8080

---

Speculative Decoding Acceleration

This release bundles pre-aligned speculative draft weights in speculative/:

speculative/GLM-5.3-Flash-DFlash2-bf16.gguf
speculative/GLM-5.3-Flash-DFlash2-Q8_0.gguf

Run speculative decoding via llama-cli:

llama-cli   -m Q4_K_M/GLM-5.3-Flash-Uncensored-Q4_K_M-00001-of-00005.gguf   -md speculative/GLM-5.3-Flash-DFlash2-bf16.gguf   --mmproj mmproj-BF16.gguf   -p "Describe this architecture diagram in detail."   --image ./diagram.png

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