TokenAssemble

Alibaba/Qwen · open-weights model

Qwen3.6-35B-A3B

Qwen3.6-35B-A3B is a 35B-parameter model (MoE, 3B active) by Alibaba/Qwen. Its smallest quant (MXFP4_MOE) needs at least 22.8GB of GPU-addressable memory at 8K context; it loads cleanly at a quality quant on 16 of the 50 machines we track.

Parameters
35B total · 3B active
Layers
40
Max context
256K
Attention
HYBRID
License
apache-2.0

Config from Qwen/Qwen3.6-35B-A3B

Quants and what they need

Measured file sizes; “needs” = weights + KV cache at 8K context + overhead.

QuantFile sizeNeeds ≥
Q8_036.9 GB38.0 GB
UD-Q5_K_XL26.6 GB27.7 GB
UD-Q4_K_XL22.4 GB23.4 GB
MXFP4_MOE21.7 GB22.8 GB

What runs Qwen3.6-35B-A3B

Every machine we track, graded at its best clean-fit quant.

HardwareBest-quant verdict · llama.cpp · 8K context
Intel Arc A770 16 GBTight · C · MXFP4_MOEinteractive · offloadbeta
Intel Arc B580Tight · C · MXFP4_MOEinteractive · offloadbeta
AMD Radeon PRO W7900Fits · B · Q8_0interactivebeta
NVIDIA GeForce RTX 3060 12 GBTight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 3070Tight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 3070 TiTight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 3080 10 GBTight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 3080 12 GBTight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 3080 TiTight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 3090Tight · C · MXFP4_MOEinteractivebeta
NVIDIA GeForce RTX 3090 TiTight · C · MXFP4_MOEinteractivebeta
NVIDIA GeForce RTX 4060Tight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 4060 Ti 16 GBTight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 4060 Ti 8 GBTight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 4070Tight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 4070 SUPERTight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 4070 TiTight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 4070 Ti SUPERTight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 4080Tight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 4080 SUPERTight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 4090Tight · C · MXFP4_MOEinteractivebeta
NVIDIA RTX 5000 Ada GenerationFits · B · UD-Q5_K_XLinteractivebeta
NVIDIA GeForce RTX 5060 Ti 16 GBTight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 5070Tight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 5070 TiTight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 5080Tight · C · MXFP4_MOEinteractive · offloadbeta
NVIDIA GeForce RTX 5090Fits · B · UD-Q5_K_XLinteractivebeta
NVIDIA RTX 6000 Ada GenerationFits · B · Q8_0interactivebeta
NVIDIA RTX A6000Fits · B · Q8_0interactivebeta
AMD Radeon RX 6800Tight · C · MXFP4_MOEinteractive · offloadbeta
AMD Radeon RX 6900 XTTight · C · MXFP4_MOEinteractive · offloadbeta
AMD Radeon RX 7800 XTTight · C · MXFP4_MOEinteractive · offloadbeta
AMD Radeon RX 7900 XTTight · C · MXFP4_MOEinteractive · offloadbeta
AMD Radeon RX 7900 XTXTight · C · MXFP4_MOEinteractivebeta
AMD Radeon RX 9070Tight · C · MXFP4_MOEinteractive · offloadbeta
AMD Radeon RX 9070 XTTight · C · MXFP4_MOEinteractive · offloadbeta
ASUS Ascent GX10Fits · A+ · Q8_0interactivebeta
Beelink GTR9 Pro Ryzen AI Max+ 395 128GBFits · A+ · Q8_0interactivebeta
NVIDIA DGX SparkFits · A+ · Q8_0interactivebeta
Framework Desktop Ryzen AI Max+ 395 128GBFits · A+ · Q8_0interactivebeta
Framework Desktop Ryzen AI Max+ 395 64GBFits · B · Q8_0interactivebeta
GMKtec EVO-X2 Ryzen AI Max+ 395 128GBFits · A+ · Q8_0interactivebeta
HP Z2 Mini G1a Ryzen AI Max+ PRO 395 128GBFits · A+ · Q8_0interactivebeta
Mac mini M4 16GBWon't fitbeta
Mac mini M4 24GBWon't fitbeta
Mac mini M4 Pro 24GBWon't fitbeta
Mac mini M4 Pro 48GBFits · B · UD-Q5_K_XLinteractivebeta
Mac Studio M3 Ultra 96GBFits · A+ · Q8_0interactivebeta
Mac Studio M4 Max 36GBFits · B · UD-Q4_K_XLinteractivebeta
Mac Studio M4 Max 64GBFits · B · Q8_0interactivebeta

Verdicts computed from published specs and measured GGUF sizes — how the math works.