unsloth

GLM 4.5 Air

GLM 4.5 Air is a 110.5B mixture-of-experts glm4moe model from unsloth, with about 23.5B parameters active per token. Configured context length is 131,072 tokens. License: mit. Quant sizes are the GGUF file bytes published on Hugging Face when a file exists.

Parameters110B / 23.5B active
Context128K
Attentiongqa
Licensemit

46 layers · 8 KV heads · head dim 128 · GGUF repo · config

Quant file sizes

QuantFile sizeSource
BF16205.8 GBHugging Face file bytes
UD-Q8_K_XL119.0 GBHugging Face file bytes
Q8_0109.4 GBHugging Face file bytes
UD-Q6_K_XL94.6 GBHugging Face file bytes
Q6_K92.2 GBHugging Face file bytes
UD-Q5_K_XL77.2 GBHugging Face file bytes
Q5_K_M77.8 GBHugging Face file bytes
Q5_K_S73.0 GBHugging Face file bytes
UD-Q4_K_XL63.1 GBHugging Face file bytes
Q4_K_M68.0 GBHugging Face file bytes
Q4_K_S62.4 GBHugging Face file bytes
IQ4_NL58.4 GBHugging Face file bytes
IQ4_XS56.3 GBHugging Face file bytes
Q4_164.6 GBHugging Face file bytes
Q4_058.5 GBHugging Face file bytes
UD-Q3_K_XL51.0 GBHugging Face file bytes
Q3_K_M53.3 GBHugging Face file bytes
Q3_K_S49.0 GBHugging Face file bytes
UD-IQ3_XXS47.9 GBHugging Face file bytes
UD-Q2_K_XL44.2 GBHugging Face file bytes
Q2_K84.6 GBHugging Face file bytes
UD-IQ2_XXS39.8 GBHugging Face file bytes
UD-IQ1_M37.3 GBHugging Face file bytes
UD-IQ1_S35.9 GBHugging Face file bytes

On common machines

DeviceVerdictQuantSpeed
GeForce RTX 4060 Ti 8GBWon't fitUD-IQ1_S—
GeForce RTX 3060 12GBWon't fitUD-IQ1_S—
GeForce RTX 4060 Ti 16GBPartial offloadUD-IQ1_M7.4–10
GeForce RTX 4090Expert offloadUD-Q2_K_XL48–65
GeForce RTX 5090Expert offloadUD-Q2_K_XL85–116
Apple M4 ProWon't fitUD-IQ1_S—
Apple M5Won't fitUD-IQ1_S—
CPU only · DDR5-5600Won't fitUD-IQ1_S—

Smallest devices that fit it fully

Run it

Commands for the GeForce RTX 4060 Ti 16GB estimate (UD-IQ1_M).

llama.cpp
llama-server -hf unsloth/GLM-4.5-Air-GGUF:UD-IQ1_M -c 4096 -ngl 16

No matching name in the Ollama library snapshot.

LM Studio
lms get unsloth/GLM-4.5-Air-GGUF
# Then load quant UD-IQ1_M