Qwen2.5-Coder-32B-Instruct-4bit
6 workload results across 2 hardware configurations.
Fastest local config
71.9 decode tok/s
on RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB via llama.cpp. see full run
Local runs (6 runs)
Runs from contributors' own machines via MLX, llama.cpp, vLLM, exllamav2, or ollama. Signed on the submitter's hardware.
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
| Workload | Backend | Quant | decode tok/s | prefill tok/s | TTFT | Run |
|---|---|---|---|---|---|---|
| chat-short | llama.cpp | - | 67.41tok/s | no data | 384ms | r_v983y0y3r2u |
| chat-long | llama.cpp | - | 69.15tok/s | no data | 1,251ms | r_v983y0y3r2u |
| concurrent-decode | llama.cpp | - | 70.96tok/s | no data | no data | r_v983y0y3r2u |
| agent-trace | llama.cpp | - | 68.56tok/s | 4,677.1tok/s | 414ms | r_v983y0y3r2u |
| chat-short | llama.cpp | - | 71.91tok/s | no data | 71.0ms | r_nkbs6d3-d21 |
M3 Ultra (60-core GPU) + 96GB unified
| Workload | Backend | Quant | decode tok/s | prefill tok/s | TTFT | Run |
|---|---|---|---|---|---|---|
| chat-short | mlx@0.31.3 | - | 34.48tok/s | 144.1tok/s | 909ms | r_721b4bls_oq |