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GLM-Z1-32B-0414

GLM family · 33.0B params

1recorded run
16.6best tok/s
1verified

Evidence: 1 sourced run · 1 independent source · first recorded Jul 12, 2026. What these labels mean.

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.

QuantisationEstimated VRAMSmallest card that fits
Q4_K_M (4-bit)22.1 GB32 GB
Q8_0 (8-bit)41.1 GB64 GB
FP16 (16-bit)76.7 GB96 GB

Long contexts and large batches raise the real number — read the smallest card as "possible with a reduced context". Measured throughput is on the benchmark board.

Fastest GPUs for this model (best tok/s)
  1. RTX 3060 x216.6

Models with a similar footprint

ModelParamsQ4_K_M weights
gemma-4-31B-it33B18.6 GB
Laguna-XS-2.133B18.6 GB
Nemotron-Cascade-2-30B-A3B32B18.0 GB
NVIDIA-Nemotron-3-Nano-30B-A3B32B18.0 GB
NVIDIA-Nemotron-3.5-Lightning-30B-A3B32B18.0 GB
Olmo-3-32B-Think32B18.0 GB

Ranked by distance from GLM-Z1-32B-0414's parameter count. Full benchmark board.

All benchmarks Methodology

GPUModelQuantBackendCtx tok/sprompt tok/sVRAM GBSource
RTX 3060 x2 · 12 GBGLM-Z1-32B-0414Q4_K_Mllama.cpp 13f2b2851216.6 ✓532.519.8src
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