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Olmo-3-32B-Think

unknown family · 32.0B params

1recorded run
16.4best tok/s
1verified

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

What the Olmo-3-32B-Think numbers mean

The fastest verified result on our board is 16.4 output tok/s on an RTX 3060 x2 at Q4_K_M with a 512-token context. That is about 61.1 ms per generated token — 500 tokens takes roughly 30.5 seconds. Prompt processing on the same record runs at 513.0 tok/s, so a 2,000-token prompt is read in about 3.9 seconds. Peak VRAM was measured at 21.0 GB.

How much VRAM does Olmo-3-32B-Think need?

Olmo-3-32B-Think has 32.0B 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)21.5 GB32 GB
Q8_0 (8-bit)39.9 GB48 GB
FP16 (16-bit)74.4 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 x216.4

Models with a similar footprint

ModelParamsQ4_K_M weights
Nemotron-Cascade-2-30B-A3B32B18.0 GB
NVIDIA-Nemotron-3-Nano-30B-A3B32B18.0 GB
NVIDIA-Nemotron-3.5-Lightning-30B-A3B32B18.0 GB
gemma-4-31B-it33B18.6 GB
GLM-Z1-32B-041433B18.6 GB
Laguna-XS-2.133B18.6 GB

Ranked by distance from Olmo-3-32B-Think's parameter count. Full benchmark board.

All benchmarks Methodology

GPUModelQuantBackendCtx tok/sprompt tok/sVRAM GBSource
RTX 3060 x2 · 12 GBOlmo-3-32B-ThinkQ4_K_Mllama.cpp 13f2b2851216.4 ✓513.021.0src
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