We advice, for the first interaction with the code, to run the files inside playground folder. 
Experiments with hyperparameters are in the experiments folder.

Next follows the runtimes for the experiments.

Exp Fig1(a): Device:Macbook pro M1 CPU Compute time:5min

Exp Fig1(b): Device:Macbook pro M1 CPU Compute time:7min

Exp Figure 2: Device: Cluster with NVIDIA GeForce RTX 2080 Ti Compute time: 5h

Exp Figure 3: Device: Cluster with NVIDIA GeForce RTX 2080 Ti Compute time: 10h

Exp Figure 4: Device: Cluster with NVIDIA GeForce RTX 2080 Ti Compute time: one experiement on average 10h, we ran in parallel cca 1000 experiments.

Exp Figure 5: Device: Cluster with NVIDIA GeForce RTX 2080 Ti Compute time: one experiement on average 5h, we run 30 experiments in parallel. 