_default.yaml

# RDP orders
alphas: [1.5, 1.75, 2, 2.5, 3, 4, 5, 6, 8, 16, 32, 64]

# To prioritize tasks that use certain GPUs
profits:
  MISC: 1
  default: 1
  T4: 1
  P100: 1
  V100: 1
  V100M32: 1

# Epsilon range for CPU-based and GPU-based tasks
epsilon_max: 1_000.0
epsilon_min_cpu: 0.1
epsilon_min_gpu: 0.1

# Block range
n_blocks_min: 1
n_blocks_max: 100_000 # Acts as a scaling factor for the number of blocks
n_blocks_cutoff: 100 # Drop tasks that request more than that

# Various privacy computation hyperparameters
avg_block_size: 1_000
batch_size_min: 64
batch_size_max: 4096
epochs_min: 1
epochs_max: 200

# Fictional block to normalize the RDP curve
normalizing_epsilon: 10
normalizing_delta: 1e-7

# To drop tasks that are too small (in normalized RDP terms)
rdp_epsilon_min: 1e-3

# To skew the workload towards certain mechanisms
cpu_mechanisms_frequencies:
  gaussian: 1
  laplace: 1
  subsampled_laplace: 1
gpu_mechanisms_frequencies:
  dp_ftrl: 1
  subsampled_gaussian: 1

# Workload generation parameters
n_days: 30
cache: True
seed: 0
max_number_of_tasks: -1