Phi-4-reasoning-plus
1recorded run
92.3best tok/s
0verified
What the Phi-4-reasoning-plus numbers mean
The fastest result on our board is 92.3 output tok/s on an RTX 5090 at Q8_0 with a 2048-token context. That is about 10.8 ms per generated token — 500 tokens takes roughly 5.4 seconds. Prompt processing on the same record runs at 7981.6 tok/s, so a 2,000-token prompt is read in about 0.3 seconds.
How much VRAM does Phi-4-reasoning-plus need?
Phi-4-reasoning-plus has 15.0B parameters. These estimates use the same formula as the VRAM calculator: weights, plus about 15% for a moderate-context KV cache and runtime overhead, plus a small engine floor.
| Quantisation | Estimated VRAM | Smallest card that fits |
|---|---|---|
| Q4_K_M (4-bit) | 10.5 GB | 16 GB |
| Q8_0 (8-bit) | 19.1 GB | 24 GB |
| FP16 (16-bit) | 35.3 GB | 48 GB |
Fastest GPUs for this model (best tok/s)
- RTX 509092.3
Models with a similar footprint
| Model | Params | Q4_K_M weights |
|---|---|---|
| DeepSeek-R1-Distill-Qwen-14B | 15B | 8.4 GB |
| Nemotron-Cascade-14B-Thinking | 15B | 8.4 GB |
| phi-4 | 15B | 8.4 GB |
| Phi-4-reasoning | 15B | 8.4 GB |
| Qwen2.5-Coder-14B-Instruct | 15B | 8.4 GB |
| DeepSeek-Coder-V2-Lite-Instruct | 16B | 9.0 GB |