YES - IT RUNS ON HARDWARE YOU CAN BUY
Qwen3 32B 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
Q4_K_M
368.5t/s
NVIDIA DGX Station 748GB
748GB
Q4_K_M
220.0t/s
8x RTX 3090 rack (192GB)
192GB
Q4_K_M
205.9t/s
4x RTX 5090 (128GB)
128GB
Q4_K_M
197.1t/s
AMD Instinct MI300X (192GB)
192GB
Q4_K_M
146.4t/s
4x RTX 4090 (96GB)
96GB
Q4_K_M
110.9t/s
2x RTX 5090 (64GB)
64GB
Q4_K_M
98.6t/s
2x RTX 3090 (48GB)
48GB
Q4_K_M
51.5t/s
Single RTX 5090 (32GB)
32GB
Q4_K_M
49.3t/s
RTX PRO 6000 Blackwell (96GB)
96GB
Q4_K_M
49.3t/s
Mac Studio M4 Ultra 192GB
192GB
Q4_K_M
32.8t/s
Mac Studio M4 Ultra 512GB
512GB
Q4_K_M
32.8t/s
Single RTX 4090 (24GB)
24GB
Q4_K_M
27.7t/s
MacBook Pro M5 Max 128GB
128GB
Q4_K_M
18.4t/s
Dual EPYC 9004 + 768GB DDR5-4800
768GB
Q4_K_M
12.7t/s
DGX Spark 128GB unified
128GB
Q4_K_M
7.5t/s
Ryzen AI Max+ 395 128GB
128GB
Q4_K_M
7.0t/s
Jetson AGX Orin 64GB
64GB
Q4_K_M
5.6t/s
Epyc + 512GB DDR4-3200 + 2x RTX 3090
560GB
Q4_K_M
5.6t/s
Epyc + 512GB DDR4-2400 + 2x RTX 3090
560GB
Q4_K_M
4.2t/s
Want the own-vs-rent payback (capex vs your monthly API bill)? The
budget tool
computes that against representative rigs.