phi-4-4bit
7 workload results across 3 hardware configurations.
Fastest local config
140.9 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 | - | 139.1tok/s | no data | 51.1ms | r_k1u_k1j_1i2 |
| chat-long | llama.cpp | - | 133.7tok/s | no data | 433ms | r_k1u_k1j_1i2 |
| concurrent-decode | llama.cpp | - | 140.2tok/s | no data | no data | r_k1u_k1j_1i2 |
| agent-trace | llama.cpp | - | 124.8tok/s | 21,162.4tok/s | 102ms | r_k1u_k1j_1i2 |
| chat-short | llama.cpp | - | 140.9tok/s | no data | 56.7ms | r_e-k4aea8ipr |
M3 Pro (18-core GPU) + 36GB unified
| Workload | Backend | Quant | decode tok/s | prefill tok/s | TTFT | Run |
|---|---|---|---|---|---|---|
| chat-short | mlx@0.31.3 | - | 15.61tok/s | 120.7tok/s | 936ms | r_-w8hnn61va_ |
M3 Ultra (60-core GPU) + 96GB unified
| Workload | Backend | Quant | decode tok/s | prefill tok/s | TTFT | Run |
|---|---|---|---|---|---|---|
| chat-short | mlx@0.31.3 | - | 74.37tok/s | 255.0tok/s | 443ms | r_sqzp-0rdez- |