GLM-Z1-32B-0414
1recorded run
16.6best tok/s
1verified
What the GLM-Z1-32B-0414 numbers mean
The fastest verified result on our board is 16.6 output tok/s on an RTX 3060 x2 at Q4_K_M with a 512-token context. That is about 60.1 ms per generated token — 500 tokens takes roughly 30.0 seconds. Prompt processing on the same record runs at 532.5 tok/s, so a 2,000-token prompt is read in about 3.8 seconds. Peak VRAM was measured at 19.8 GB.
How much VRAM does GLM-Z1-32B-0414 need?
GLM-Z1-32B-0414 has 33.0B parameters. These estimates use the same formula as the VRAM calculator: weights, plus about 15% for a moderate-context KV cache and runtime overhead, plus a small engine floor.
| Quantisation | Estimated VRAM | Smallest card that fits |
|---|---|---|
| Q4_K_M (4-bit) | 22.1 GB | 32 GB |
| Q8_0 (8-bit) | 41.1 GB | 64 GB |
| FP16 (16-bit) | 76.7 GB | 96 GB |
Fastest GPUs for this model (best tok/s)
- RTX 3060 x216.6
Models with a similar footprint
| Model | Params | Q4_K_M weights |
|---|---|---|
| gemma-4-31B-it | 33B | 18.6 GB |
| Laguna-XS-2.1 | 33B | 18.6 GB |
| Nemotron-Cascade-2-30B-A3B | 32B | 18.0 GB |
| NVIDIA-Nemotron-3-Nano-30B-A3B | 32B | 18.0 GB |
| NVIDIA-Nemotron-3.5-Lightning-30B-A3B | 32B | 18.0 GB |
| Olmo-3-32B-Think | 32B | 18.0 GB |
| GPU | Model | Quant | Backend | Ctx | tok/s | prompt tok/s | VRAM GB | Source |
|---|---|---|---|---|---|---|---|---|
| RTX 3060 x2 · 12 GB | GLM-Z1-32B-0414 | Q4_K_M | llama.cpp 13f2b28 | 512 | 16.6 ✓ | 532.5 | 19.8 | src |