introduction.md

# Complementary Systems

Complementary systems offer development environment for users
that need to port and optimize their code and applications
for various hardware architectures and software technologies
that are not available on standard clusters.

## Complementary Systems 1

First stage of complementary systems implementation comprises of these partitions:

- compute partition 0 – based on ARM technology - legacy
- compute partition 1 – based on ARM technology - A64FX
- compute partition 2 – based on Intel technologies - Ice Lake, NVDIMMs + Bitware FPGAs
- compute partition 3 – based on AMD technologies - Milan, MI100 GPUs + Xilinx FPGAs
- compute partition 4 – reflecting Edge type of servers
- partition 5 – FPGA synthesis server

![](../img/cs1_1.png)

## Complementary Systems 2

Second stage of complementary systems implementation comprises of these partitions:

- compute partition 6 - based on ARM technology + CUDA programmable GPGPU accelerators on ampere architecture + DPU network processing units
- compute partition 7 - based on IBM Power10 architecture
- compute partition 8 - modern CPU with a very high L3 cache capacity (over 750MB)
- compute partition 9 - virtual GPU accelerated workstations
- compute partition 10 - Sapphire Rapids-HBM server
- compute partition 11 - NVIDIA Grace CPU Superchip

![](../img/cs2_2.png)

## Modules and Architecture Availability

Complementary systems list available modules automatically based on the detected architecture.

However, you can load one of the three modules -- `aarch64`, `avx2`, and `avx512` --
to reload the list of modules available for the respective architecture:

```console
[user@login.cs ~]$ ml architecture/aarch64

  aarch64 modules + all modules

[user@login.cs ~]$ ml architecture/avx2

  avx2 modules + all modules

[user@login.cs ~]$ ml architecture/avx512

  avx512 modules + all modules
```