How fast will GLM-5.3 Flash feel on the AMD RX 7900 XT 20GB?

GLM-5.3 Flash on the AMD RX 7900 XT 20GB

GLM-5.3 Flash is a 321.3B-parameter mixture-of-experts model (18B active per token). At UD-IQ1_S it needs about 93.8 GB of memory. The AMD RX 7900 XT 20GB has 19 GB usable, so it doesn't fit, even at its smallest quantization.

Speed by quantization

QuantizationFile sizeMemoryGenerationFirst tokenSource
UD-IQ1_S93.1 GBDoesn't fitWon't run——
UD-IQ1_M97.6 GBDoesn't fitWon't run——
UD-IQ2_XXS101.8 GBDoesn't fitWon't run——
UD-Q2_K_XL108.7 GBDoesn't fitWon't run——
UD-IQ3_XXS120.4 GBDoesn't fitWon't run——
UD-Q3_K_XL147.5 GBDoesn't fitWon't run——
UD-IQ4_XS156.8 GBDoesn't fitWon't run——
UD-Q4_K_XL199.7 GBDoesn't fitWon't run——
UD-Q5_K_XL240.3 GBDoesn't fitWon't run——
UD-Q6_K_XL291.8 GBDoesn't fitWon't run——
Q8_0341.0 GBDoesn't fitWon't run——
FP16642.8 GBDoesn't fitWon't run——

GLM-5.3 Flash on other hardware

Other models on the AMD RX 7900 XT 20GB

All models on the AMD RX 7900 XT 20GB · GLM-5.3 Flash on all hardware

Estimates for a short prompt on a single device. Measured numbers come from community benchmarks (r/LocalLLaMA, localscore.ai and more); others are derived from similar setups or projected from specs. Open source on GitHub.