/gpu-builds

A listing of GPU builds that I found useful, to help those working on setting up their own on-prem DL solution.

GNU General Public License v3.0GPL-3.0

gpu-builds

A non-exhaustive list of GPU builds to help those working on setting up their own on-prem DL solution.

Fairly cheap builds

Premium builds

Quad GPU build

Component Link Price Comments
Motherboard ASUS EATX DDR4 LGA 2011-3 Motherboards X99-E $509 The key is that it is wide enough to support four double-width cards
CPU Intel Boxed Core i7-6850K Processor $425 The key is that it has 40 PCI lanes so that all four cards can run at 8x PCI
RAM Corsair Vengeance LPX 64GB DDR4 2400 $720 Any DDR4 2400 RAM is good
CPU Cooler Cooler Master Hyper 212 Evo Cooler $30
Hard Drive 2x Samsung 850 EVO 1TB 2.5-Inch SATA III Internal SSD $350 You can buy as many as you need. I'd recommend at least 2.
GPUS 4x 1080 Ti (make sure to get "Founder's Edition" -- without any extra fans, which will mess up the case airflow) 2 GPUs is also good.
Power Supply EVGA SuperNova 1600W $280 If only using 2 GPUs, can go down to 1000W
Case Corsair Carbide Series Air 540 High Airflow ATX Cube Case $137 Love this case -- enough room to comfortably fit everything.

Tricks

SecureBoot must be disabled in the BIOS (which is done via the option to "Delete PK Keys"). If this isn't done, you will suffer from horrible installation troubles later on.

BIOS is accessible by pressing Del during bootup.

Hard Drives

Two SSDs are RAID-0'd into a single Volume using the Intel Smart Storage thing, accessible by pressing Ctrl+I during bootup (see motherboard manual).

The remaining two SSDs serve as separate data drives.