NVIDIA · 192 GB HBM3e · 8000 GB/s bandwidth ·
Z.ai · 358.3B (active 32B) · MoE · model ctx up to 128K
No — GLM-4.5 at Q4 needs ≈ 201.27 GB even at 4K context, beyond the B200 192GB SXM's 192 GB HBM3e. It would only run with heavy CPU/disk offload. Decode at Q4/8K: ≈ 400.8 tok/s (estimated, batch 1). FP16 needs ≈ 724.0 GB — does not fit on this card. Estimates come from memory-bandwidth math; rows tagged measured override estimates. Relative ranking is more reliable than absolute tok/s. Methodology.
Fit & speed by quant and context
Quant
Context
VRAM needed
Fits?
tok/s (decode)
Q4
4K
201.27 GB
No
413.6est.
Q4
8K default
204.47 GB
No
400.8est.
Q4
32K
223.67 GB
No
334.9est.
FP16
4K
720.8 GB
No
8.9est.
FP16
8K default
724.0 GB
No
8.8est.
FP16
32K
743.2 GB
No
8.3est.
Fits = weights + KV(ctx) + 1 GB overhead ≤ 95% of VRAM. Measured
anchors are context-agnostic; the fit verdict is recomputed per context. A missing tok/s
means the model is far beyond this card (offload-only territory).
VRAM breakdown at 8K context
Quant
Weights
KV cache
Overhead
Total needed
B200 192GB SXM VRAM
Q4
197.07 GB
6.4 GB
1 GB
204.47 GB
192 GB
FP16
716.6 GB
6.4 GB
1 GB
724.0 GB
192 GB
Other GPUs that run GLM-4.5
No catalog GPU fully fits GLM-4.5 at Q4/8K — see the model page for offload estimates.