Qwen2.5-Coder-7B-Instruct-4bit
6 workload results across 2 hardware configurations.
Fastest local config
255.3 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 | - | 255.3tok/s | no data | 35.4ms | r_2b9o6y_49mi |
| chat-long | llama.cpp | - | 244.0tok/s | no data | 228ms | r_2b9o6y_49mi |
| concurrent-decode | llama.cpp | - | 254.0tok/s | no data | no data | r_2b9o6y_49mi |
| agent-trace | llama.cpp | - | 229.9tok/s | 38,735.2tok/s | 57.4ms | r_2b9o6y_49mi |
| chat-short | llama.cpp | - | 244.9tok/s | no data | 36.1ms | r_mln72x5zbis |
M3 Ultra (60-core GPU) + 96GB unified
| Workload | Backend | Quant | decode tok/s | prefill tok/s | TTFT | Run |
|---|---|---|---|---|---|---|
| chat-short | mlx@0.31.3 | - | 138.6tok/s | 539.6tok/s | 243ms | r_uoehjq0nvc0 |