GraySoft
Projects Models Compare Cloud benchmarks FAQ Download guIDE →
Model Intelligence Sheet

1bit-MONSTER/Zamba2-1.2B-instruct-GGUF overview

Zamba2 1.2B instruct — GGUF GGUF conversion of Zyphra's Zamba2 1.2B instruct https://huggingface.co/Zyphra/Zamba2 1.2B instruct a Mamba2/attention hybrid , ser…

ggufmambabase_model:Zyphra/Zamba2-1.2B-instructbase_model:quantized:Zyphra/Zamba2-1.2B-instructlicense:apache-2.0endpoints_compatibleregion:usconversational

Runs locally from ~1.71 GB disk (4 GB VRAM class GPUs with llama.cpp / guIDE).

Downloads
0
Likes
1
Pipeline
—

Repository Files & Downloads

1 GGUF files detected
Direct downloads for local inference
FileTypeQuantizationSizeLink
Zamba2-1.2B-instruct-Q8_0.ggufGGUFQ8_01.71 GBDownload

Model Details

Model ID1bit-MONSTER/Zamba2-1.2B-instruct-GGUF
Author1bit-MONSTER
Pipeline—
Licenseapache-2.0
Base modelZyphra/Zamba2-1.2B-instruct
Last modified2026-09-26T10:15:32.000Z

Model README

---

license: apache-2.0

base_model:

  • Zyphra/Zamba2-1.2B-instruct

tags:

  • gguf
  • mamba

---

Zamba2-1.2B-instruct — GGUF

GGUF conversion of Zyphra's Zamba2-1.2B-instruct

(a Mamba2/attention hybrid), served through the 1bit engine.

Zamba2 architecture support was carried from upstream llama.cpp (ggml-org#21412); we

added the Vulkan-side fix that makes it actually fast on this hardware.

Contents

  • Zamba2-1.2B-instruct-Q8_0.gguf

The Vulkan fix

Zamba2's Vulkan SSM_SCAN kernel didn't handle d_state = 64 correctly, which capped

decode speed badly across the whole model family — we measured 4.3 tok/s at 2.7B and

2.1 tok/s at 7B before fixing it. After the fix, those became 45 and 17 tok/s

respectively (same hardware). This 1.2B checkpoint benefits from the same fix.

Measured performance (Strix Halo, Vulkan, Q8_0, this checkpoint)

pp512: 3302 tok/s · tg128: 83.4 tok/s

Running it

1bit serve -m Zamba2-1.2B-instruct-Q8_0.gguf --device vulkan

Attribution

  • Base model: Zyphra/Zamba2-1.2B-instruct, Apache 2.0.
  • Zamba2 llama.cpp support: carried from upstream ggml-org#21412.
  • Vulkan SSM_SCAN d_state=64 fix: this project's engine team.
  • License: Apache 2.0, inherited from the base model.

Run 1bit-MONSTER/Zamba2-1.2B-instruct-GGUF with guIDE

Download guIDE — the AI-native code editor with local LLM inference and 69 built-in tools.

Download guIDE → · Browse 524k+ models · Compare models

Source: Hugging Face · Compare models