usage: depth_scaling_benchmark.py [-h]
                                  [--dataset {mnist,fashion_mnist,cifar10,cifar100}]
                                  [--depths DEPTHS [DEPTHS ...]] [--T T]
                                  [--epochs EPOCHS] [--batch_size BATCH_SIZE]
                                  [--lr LR] [--lambda_reg LAMBDA_REG]
                                  [--lambda_target LAMBDA_TARGET]
                                  [--data_dir DATA_DIR] [--out_dir OUT_DIR]
                                  [--device DEVICE] [--seed SEED]
                                  [--no-progress]
                                  [--reg_type {squared,hinge,asymmetric,extreme}]
                                  [--warmup_epochs WARMUP_EPOCHS]
                                  [--stable_init]
                                  [--lyap_threshold LYAP_THRESHOLD]
depth_scaling_benchmark.py: error: argument --reg_type: invalid choice: 'adaptive_linear' (choose from 'squared', 'hinge', 'asymmetric', 'extreme')