Qwen2.5-32B-Instruct-4bit
7 workload results across 3 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 (7 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 | - | 68.71tok/s | no data | 77.0ms | r_bjy5a5izxjc |
| chat-long | llama.cpp | - | 65.36tok/s | no data | 968ms | r_bjy5a5izxjc |
| concurrent-decode | llama.cpp | - | 68.60tok/s | no data | no data | r_bjy5a5izxjc |
| agent-trace | llama.cpp | - | 66.45tok/s | 10,407.9tok/s | 214ms | r_bjy5a5izxjc |
| chat-short | llama.cpp | - | 71.90tok/s | no data | 115ms | r_twfs86tf_xf |
M3 Pro (18-core GPU) + 36GB unified
| Workload | Backend | Quant | decode tok/s | prefill tok/s | TTFT | Run |
|---|---|---|---|---|---|---|
| chat-short | mlx@0.31.3 | - | 7.05tok/s | 33.41tok/s | 3,921ms | r_f4x3xaan2ay |
M3 Ultra (60-core GPU) + 96GB unified
| Workload | Backend | Quant | decode tok/s | prefill tok/s | TTFT | Run |
|---|---|---|---|---|---|---|
| chat-short | mlx@0.31.3 | 4bit | 34.60tok/s | 141.9tok/s | 923ms | r_njgxtgyym1e |