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batiai/Qwen3.5-35B-A3B-GGUF

sourceHugging Faceapache-2.0updated 5mo agoView on Hugging Face
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Model Card

Qwen 3.5 35B-A3B GGUF — Quantized by BatiAI

<p align="center"> <a href="https://flow.bati.ai"><img src="https://img.shields.io/badge/BatiFlow-macOS%20AI%20Automation-blue?style=for-the-badge&logo=apple" alt="BatiFlow"></a> <a href="https://ollama.com/batiai/qwen3.5-35b"><img src="https://img.shields.io/badge/Ollama-batiai%2Fqwen3.5--35b-green?style=for-the-badge" alt="Ollama"></a> </p>

IQ4_XS quantization of Qwen/Qwen3.5-35B-A3B for on-device AI on Mac. Built and verified by BatiAI for BatiFlow.

Quick Start

bash
ollama pull batiai/qwen3.5-35b:iq4

Available Quantizations

QuantSizeVRAMM4 Max (128GB)Recommended For
IQ4_XS17GB23GB26.6 t/s36GB+ Mac

Why MoE Beats Dense

35B-A3B is a Mixture-of-Experts model — 35B total, only 3B active per token:

35B-A3B (MoE)27B (Dense)
Total params35B27B
Active params3B27B
VRAM23GB28GB
Speed26.6 t/s17.0 t/s

MoE activates 9x fewer parameters — same quality, much faster, less memory.

Benchmarks — M4 Max (128GB)

MetricIQ4_XS
Token generation26.6 t/s
Korean✅
Tool call JSON✅
VRAM23 GB

Full BatiAI Qwen 3.5 Lineup

ModelSizeVRAMSpeedMin Mac
batiai/qwen3.5-9b:q45.2GB~8GB12.5 t/s16GB
batiai/qwen3.5-27b:iq414GB28GB17.0 t/s32GB
batiai/qwen3.5-35b:iq417GB23GB26.6 t/s36GB

Technical Details

  • —Original Model: Qwen/Qwen3.5-35B-A3B
  • —Architecture: MoE (35B total, 3B active, 256 experts, 8 routed + 1 shared)
  • —Context Window: 262K tokens
  • —License: Apache 2.0
  • —Quantized with: llama.cpp (build 400ac8e)

About BatiFlow

BatiFlow — free, on-device AI automation for Mac. 5MB app, 100% local, unlimited.

License

Quantized from Qwen/Qwen3.5-35B-A3B. License: Apache 2.0.

Benchmarks

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MachineQuantCold startPrompt evalToken genTested
MacBook Pro M4 Max 128GBIQ4_XS4.825s205.28 t/s44.77 t/s2026-05-03

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