YES - IT RUNS ON HARDWARE YOU CAN BUY
Gemma 4 31B fits on individual rigs. Here's the hardware that runs it comfortably; the full per-quant VRAM matrix and tok/s estimates live on the
model page.
4x H100 80GB (320GB)
320GB
QAT
409.4t/s
4x RTX 5090 (128GB)
128GB
NVFP4
246.4t/s
NVIDIA DGX Station 748GB
748GB
QAT
244.4t/s
8x RTX 3090 rack (192GB)
192GB
QAT
228.8t/s
AMD Instinct MI300X (192GB)
192GB
QAT
162.7t/s
2x RTX 5090 (64GB)
64GB
NVFP4
123.2t/s
4x RTX 4090 (96GB)
96GB
QAT
123.2t/s
Single RTX 5090 (32GB)
32GB
NVFP4
61.6t/s
RTX PRO 6000 Blackwell (96GB)
96GB
NVFP4
61.6t/s
2x RTX 3090 (48GB)
48GB
QAT
57.2t/s
Mac Studio M4 Ultra 192GB
192GB
NVFP4
40.9t/s
Mac Studio M4 Ultra 512GB
512GB
NVFP4
40.9t/s
Single RTX 4090 (24GB)
24GB
QAT
30.8t/s
MacBook Pro M5 Max 128GB
128GB
NVFP4
23.0t/s
Dual EPYC 9004 + 768GB DDR5-4800
768GB
QAT
14.1t/s
DGX Spark 128GB unified
128GB
NVFP4
9.4t/s
Ryzen AI Max+ 395 128GB
128GB
QAT
7.8t/s
Jetson AGX Orin 64GB
64GB
QAT
6.3t/s
Epyc + 512GB DDR4-3200 + 2x RTX 3090
560GB
QAT
6.3t/s
Epyc + 512GB DDR4-2400 + 2x RTX 3090
560GB
QAT
4.7t/s
QAT
18.0GB weights
19.0GB min
22.0GB rec
Q4_K_M
18.3GB weights
20.0GB min
22.0GB rec
NVFP4
16.0GB weights
20.0GB min
22.0GB rec
Q8_0
32.6GB weights
34.0GB min
38.0GB rec
BF16
61.4GB weights
63.0GB min
66.0GB rec
Want the own-vs-rent payback (capex vs your monthly API bill)? The
budget tool
computes that against representative rigs.