Processor requirements for network inference#
This section provides recommendations for selecting CPUs and GPUs for running neural networks in LUNA PLATFORM. Following these recommendations will ensure maximum performance and computational accuracy.
CPU recommendations#
We recommend using Intel Pentium Gold series processors or higher. These processors support advanced instruction sets, such as AVX512 FMA, which significantly improves performance when running neural network calculations. When choosing a processor, choose models with a high number of cores, as this directly impacts computational efficiency.
GPU recommendations{#gpu-recommendations}#
Only server-grade graphics cards are supported for GPU computing.
Gaming GPUs are not recommended for running neural networks in LUNA PLATFORM due to compatibility and performance limitations.
Below is a list of recommended GPUs that provide stable performance with LUNA PLATFORM:
| Microarchitecture | Compute Capability | GPU |
|---|---|---|
| Turing | 7.5 | NVIDIA Tesla T4 |
| Ampere | 8.0 | NVIDIA A30 |
| Ampere | 8.0 | NVIDIA A100 |
| Ampere | 8.6 | NVIDIA A40 |
| Ampere | 8.6 | NVIDIA A10 |
| Ampere | 8.6 | NVIDIA A16 |
| Ampere | 8.6 | NVIDIA A2 |
| Ada Lovelace | 8.9 | NVIDIA L4 |
| Ada Lovelace | 8.9 | NVIDIA L40 |