llamaperf

Qwen2.5 32B Coder

on NVIDIA RTX 3090 · llama.cpp · 32,768 ctx

Tone: mixedNVIDIA hardware
May 1, 2026
Throughput
28.0 t/s gen · 450.0 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
Q4_K_M (GGUF)
KV cache
Q8
VRAM reported
24 GB

Use cases

coding

Summary

User reports Qwen2.5-Coder-32B at about 28 t/s generation and around 450 t/s prompt processing on a single RTX 3090. Setup is llama.cpp build b4400 with a Q4_K_M quant at 32k context and a Q8 KV cache. User calls it solid for autocomplete, but says it occasionally hallucinates imports in multi-file refactors.