Qwen2.5-Coder-14B-Instruct-4bit
6 workload results across 2 hardware configurations.
Fastest local config
140.0 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 | - | 140.0tok/s | no data | 42.1ms | r_opuj21f13-_ |
| chat-long | llama.cpp | - | 123.0tok/s | no data | 457ms | r_opuj21f13-_ |
| concurrent-decode | llama.cpp | - | 133.8tok/s | no data | no data | r_opuj21f13-_ |
| agent-trace | llama.cpp | - | 130.5tok/s | 21,985.9tok/s | 104ms | r_opuj21f13-_ |
| chat-short | llama.cpp | - | 136.0tok/s | no data | 51.3ms | r_p_f63tcgans |
M3 Ultra (60-core GPU) + 96GB unified
| Workload | Backend | Quant | decode tok/s | prefill tok/s | TTFT | Run |
|---|---|---|---|---|---|---|
| chat-short | mlx@0.31.3 | - | 70.51tok/s | 306.1tok/s | 428ms | r_l36cijqxq4t |