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Qwen2.5-0.5B-Instruct

Qwen family · 0.5B params

1recorded run
1060.0best tok/s
1verified

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

What the Qwen2.5-0.5B-Instruct numbers mean

The fastest verified result on our board is 1060.0 output tok/s on an RTX PRO 6000 Blackwell at Q8_0 with a 4608-token context. That is about 0.9 ms per generated token — 500 tokens takes roughly 0.5 seconds. Prompt processing on the same record runs at 116339.6 tok/s, so a 2,000-token prompt is read in about 0.0 seconds. Peak VRAM was measured at 1.8 GB.

How much VRAM does Qwen2.5-0.5B-Instruct need?

Qwen2.5-0.5B-Instruct has 0.5B 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)1.1 GB8 GB
Q8_0 (8-bit)1.4 GB8 GB
FP16 (16-bit)1.9 GB8 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 PRO 6000 Blackwell1060.0

Models with a similar footprint

ModelParamsQ4_K_M weights
SmolLM2-360M-Instruct360M0.2 GB
LFM2-350M350M0.2 GB
LFM2.5-350M350M0.2 GB
MobileLLM-350M350M0.2 GB
LFM2.5-230M230M0.1 GB
Qwen3.5-0.8B800M0.5 GB

Ranked by distance from Qwen2.5-0.5B-Instruct's parameter count. Full benchmark board.

All benchmarks Methodology

GPUModelQuantBackendCtx tok/sprompt tok/sVRAM GBSource
RTX PRO 6000 Blackwell · 96 GBQwen2.5-0.5B-InstructQ8_0llama.cpp 876a43246081060.0 ✓116339.61.8src
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