DiggTop ⌕

Qwen2.5-VL-7B-Instruct

Qwen family · 8.0B params

1recorded run
222.4best tok/s
0verified

Evidence: 0 sourced runs · 1 awaiting review · 1 independent source · first recorded Aug 17, 2026. What these labels mean.

What the Qwen2.5-VL-7B-Instruct numbers mean

The fastest result on our board is 222.4 output tok/s on an RTX 5090 at Q4_K_S with a 2048-token context. That is about 4.5 ms per generated token — 500 tokens takes roughly 2.2 seconds. Prompt processing on the same record runs at 2215.4 tok/s, so a 2,000-token prompt is read in about 0.9 seconds.

How much VRAM does Qwen2.5-VL-7B-Instruct need?

Qwen2.5-VL-7B-Instruct has 8.0B 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)6.0 GB8 GB
Q8_0 (8-bit)10.6 GB16 GB
FP16 (16-bit)19.2 GB24 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 5090222.4

Models with a similar footprint

ModelParamsQ4_K_M weights
AceReason-Nemotron-1.1-7B8B4.5 GB
DeepSeek-R1-0528-Qwen3-8B8B4.5 GB
DeepSeek-R1-Distill-Qwen-7B8B4.5 GB
gemma-4-E4B-it8B4.5 GB
granite-4.2-8b8B4.5 GB
InternVL3-8B8B4.5 GB

Ranked by distance from Qwen2.5-VL-7B-Instruct's parameter count. Full benchmark board.

All benchmarks Methodology

GPUModelQuantBackendCtx tok/sprompt tok/sVRAM GBSource
RTX 5090 · 32 GBQwen2.5-VL-7B-InstructQ4_K_Slmstudio —2048222.4 …2215.4—src
↑