├── README.md ├── cifar.py ├── experiments_with_quadratic_function ├── .ipynb_checkpoints │ ├── Optimizer_Compare_ConstVarianceNoise-checkpoint.py │ ├── Optimizer_Compare_DecayingVarianceNoise-checkpoint.py │ └── Optimizer_Compare_ExactOracle-checkpoint.py ├── Optimizer_Compare_ConstVarianceNoise.py ├── Optimizer_Compare_DecayingVarianceNoise.py └── Optimizer_Compare_ExactOracle.py ├── imagenet.py ├── models ├── .ipynb_checkpoints │ └── __init__-checkpoint.py ├── __init__.py └── cifar │ ├── .ipynb_checkpoints │ ├── __init__-checkpoint.py │ ├── adagradnet-checkpoint.py │ ├── adagradnet_fixed-checkpoint.py │ ├── adagradnet_v2-checkpoint.py │ ├── adagradnet_v2_fixed-checkpoint.py │ ├── adagradnet_v3-checkpoint.py │ ├── adagradnet_v4-checkpoint.py │ ├── adagradnet_v5-checkpoint.py │ ├── adamnet-checkpoint.py │ ├── adamnet_unbiased-checkpoint.py │ ├── adamnet_v2-checkpoint.py │ ├── alexnet-checkpoint.py │ ├── densenet-checkpoint.py │ ├── momentumnet-checkpoint.py │ ├── momentumnet_heavyball_learned_scalar-checkpoint.py │ ├── momentumnet_heavyball_learned_scalar_v2-checkpoint.py │ ├── momentumnet_heavyball_vel_learned_scalar-checkpoint.py │ ├── momentumnet_heavyball_vel_learned_scalar_v2-checkpoint.py │ ├── momentumnet_heavyball_vel_scheme3_learned_scalar-checkpoint.py │ ├── momentumnet_heavyball_vel_scheme3_learned_scalar_v2-checkpoint.py │ ├── momentumnet_heavyball_vel_scheme4_learned_scalar-checkpoint.py │ ├── momentumnet_learned_decayed_scalar-checkpoint.py │ ├── momentumnet_learned_decayed_scalar_uniform-checkpoint.py │ ├── momentumnet_learned_scalar-checkpoint.py │ ├── momentumnet_learned_scalar_block_uniform-checkpoint.py │ ├── momentumnet_learned_scalar_uniform-checkpoint.py │ ├── momentumnet_learned_scalar_v2-checkpoint.py │ ├── momentumnet_learned_vec-checkpoint.py │ ├── momentumnet_learned_vec_block_uniform-checkpoint.py │ ├── momentumnet_lookahead_learned_scalar-checkpoint.py │ ├── momentumnet_lookahead_learned_scalar_v2-checkpoint.py │ ├── momentumnet_lookahead_vel-checkpoint.py │ ├── momentumnet_lookahead_vel_learned_scalar-checkpoint.py │ ├── momentumnet_lookahead_vel_learned_scalar_v2-checkpoint.py │ ├── momentumnet_lookahead_vel_scheme3_learned_scalar-checkpoint.py │ ├── momentumnet_lookahead_vel_scheme3_learned_scalar_v2-checkpoint.py │ ├── momentumnet_restart_lookahead_vel-checkpoint.py │ ├── momentumnet_restart_lookahead_vel_learned_scalar-checkpoint.py │ ├── momentumnet_restart_lookahead_vel_learned_scalar_blockdecay_mom-checkpoint.py │ ├── momentumnet_restart_lookahead_vel_learned_scalar_clip_mom-checkpoint.py │ ├── momentumnet_restart_lookahead_vel_learned_scalar_relu_mom-checkpoint.py │ ├── momentumnet_restart_lookahead_vel_learned_scalar_uniblock_mom-checkpoint.py │ ├── momentumnet_restart_lookahead_vel_learned_vec-checkpoint.py │ ├── momentumnet_restart_lookahead_vel_learned_vec_blockdecay_mom-checkpoint.py │ ├── momentumnet_restart_lookahead_vel_learned_vec_clip_mom-checkpoint.py │ ├── momentumnet_restart_lookahead_vel_learned_vec_relu_mom-checkpoint.py │ ├── momentumnet_tan-checkpoint.py │ ├── momentumnet_v4_learned_scalar-checkpoint.py │ ├── momentumnet_v5_learned_scalar-checkpoint.py │ ├── momentumnet_v6_learned_scalar-checkpoint.py │ ├── momentumnet_v7_learned_scalar-checkpoint.py │ ├── preresnet-checkpoint.py │ ├── preresnet_clip-checkpoint.py │ ├── preresnet_v2-checkpoint.py │ ├── resnet-checkpoint.py │ ├── resnext-checkpoint.py │ ├── restart_momentumnet-checkpoint.py │ ├── restart_momentumnet_dropout-checkpoint.py │ ├── restart_momentumnet_dropout_schedule-checkpoint.py │ ├── restart_momentumnet_dropstep-checkpoint.py │ ├── rmspropnet-checkpoint.py │ ├── rmspropnet_v2-checkpoint.py │ ├── rmspropnet_v3-checkpoint.py │ ├── rmspropnet_v4-checkpoint.py │ ├── rmspropnet_v5-checkpoint.py │ ├── v2_preresnet-checkpoint.py │ ├── vgg-checkpoint.py │ └── wrn-checkpoint.py │ ├── __init__.py │ ├── alexnet.py │ ├── densenet.py │ ├── preresnet.py │ ├── resnet.py │ ├── resnext.py │ ├── vgg.py │ └── wrn.py ├── optimizers ├── .ipynb_checkpoints │ ├── Grad_optimizer-checkpoint.py │ ├── optimizer-checkpoint.py │ ├── srsgd-checkpoint.py │ └── utils-checkpoint.py ├── Grad_optimizer.py ├── optimizer.py ├── srsgd.py └── utils.py ├── pics ├── error_vs_depth_srsgd.jpg ├── icon.jpg └── srsgd_epoch_reduction.png ├── plot_code_srsgd.ipynb ├── recipes.md ├── result4plot ├── GD_Quadratic_Const_Noise.txt ├── GD_Quadratic_Decaying_Noise.txt ├── GD_Quadratic_Exact_Oracle.txt ├── MGD_Quadratic_Const_Noise.txt ├── MGD_Quadratic_Decaying_Noise.txt ├── MGD_Quadratic_Exact_Oracle.txt ├── NAGAR_Quadratic_Const_Noise.txt ├── NAGAR_Quadratic_Decaying_Noise.txt ├── NAGAR_Quadratic_Exact_Oracle.txt ├── NAGSR_Quadratic_Const_Noise.txt ├── NAGSR_Quadratic_Decaying_Noise.txt ├── NAGSR_Quadratic_Exact_Oracle.txt ├── NAG_Quadratic_Const_Noise.txt ├── NAG_Quadratic_Decaying_Noise.txt ├── NAG_Quadratic_Exact_Oracle.txt ├── Training_loss_ADNAG.txt ├── Training_loss_MGD.txt ├── Training_loss_NAG.txt ├── Training_loss_SGD.txt ├── Training_loss_SRNAG.txt ├── run-imagenet_resnet152_basline_sgd_lmdb_0_test_loss_resnet152_srsgd-tag-test_loss.json ├── run-imagenet_resnet152_basline_sgd_lmdb_0_train_loss_resnet152_srsgd-tag-train_loss.json ├── run-imagenet_resnet152_lin_40_3rd_lineardecay_k_1_5_srsgd_0_test_loss_resnet152_srsgd-tag-test_loss.json ├── run-imagenet_resnet152_lin_40_3rd_lineardecay_k_1_5_srsgd_0_train_loss_resnet152_srsgd-tag-train_loss.json ├── run-imagenet_resnet200_basline_sgd_lmdb_0_test_loss_resnet200_srsgd-tag-test_loss.json ├── run-imagenet_resnet200_basline_sgd_lmdb_0_train_loss_resnet200_srsgd-tag-train_loss.json ├── run-imagenet_resnet200_lin_40_3rd_lineardecay_k_2_srsgd_0_test_loss_resnet200_srsgd-tag-test_loss.json ├── run-imagenet_resnet200_lin_40_3rd_lineardecay_k_2_srsgd_0_train_loss_resnet200_srsgd-tag-train_loss.json ├── run-preresnet1001-sgd-0_test_loss_preresnet20_srsgd-tag-test_loss.json ├── run-preresnet1001-sgd-0_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet1001-sgd-1_test_loss_preresnet20_srsgd-tag-test_loss.json ├── run-preresnet1001-sgd-1_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet1001-sgd-2_test_loss_preresnet20_srsgd-tag-test_loss.json ├── run-preresnet1001-sgd-2_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet1001-sgd-3_test_loss_preresnet20_srsgd-tag-test_loss.json ├── run-preresnet1001-sgd-3_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet1001-sgd-4_test_loss_preresnet20_srsgd-tag-test_loss.json ├── run-preresnet1001-sgd-4_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet1001-srsgd-0_test_loss_preresnet20_srsgd-tag-test_loss.json ├── run-preresnet1001-srsgd-0_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet1001-srsgd-1_test_loss_preresnet20_srsgd-tag-test_loss.json ├── run-preresnet1001-srsgd-1_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet1001-srsgd-2_test_loss_preresnet20_srsgd-tag-test_loss.json ├── run-preresnet1001-srsgd-2_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet1001-srsgd-3_test_loss_preresnet20_srsgd-tag-test_loss.json ├── run-preresnet1001-srsgd-3_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet1001-srsgd-4_test_loss_preresnet20_srsgd-tag-test_loss.json ├── run-preresnet1001-srsgd-4_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet290-n-10_test_acc_preresnet20_srsgd-tag-test_acc.json ├── run-preresnet290-n-10_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet290-n-10_train_loss_preresnet20_srsgd-tag-train_loss_cifar100.json ├── run-preresnet290-n-1_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet290-n-1_train_loss_preresnet20_srsgd-tag-train_loss_cifar100.json ├── run-preresnet290-n-20_test_acc_preresnet20_srsgd-tag-test_acc.json ├── run-preresnet290-n-20_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet290-n-20_train_loss_preresnet20_srsgd-tag-train_loss_cifar100.json ├── run-preresnet290-n-2_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet290-n-30_test_acc_preresnet20_srsgd-tag-test_acc.json ├── run-preresnet290-n-30_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet290-n-30_train_loss_preresnet20_srsgd-tag-train_loss_cifar100.json ├── run-preresnet290-n-40_test_acc_preresnet20_srsgd-tag-test_acc.json ├── run-preresnet290-n-40_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet290-n-40_train_loss_preresnet20_srsgd-tag-train_loss_cifar100.json ├── run-preresnet290-n-50_test_acc_preresnet20_srsgd-tag-test_acc.json ├── run-preresnet290-n-50_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet290-n-50_train_loss_preresnet20_srsgd-tag-train_loss_cifar100.json ├── run-preresnet290-n-5_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet290-n-5_train_loss_preresnet20_srsgd-tag-train_loss_cifar100.json ├── run-preresnet290-n-60_test_acc_preresnet20_srsgd-tag-test_acc.json ├── run-preresnet290-n-60_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet290-n-60_train_loss_preresnet20_srsgd-tag-train_loss_cifar100.json ├── run-preresnet290-n-70_test_acc_preresnet20_srsgd-tag-test_acc.json ├── run-preresnet290-n-70_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet290-n-70_train_loss_preresnet20_srsgd-tag-train_loss_cifar100.json ├── run-preresnet290-n-7_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet290-n-80_test_acc_preresnet20_srsgd-tag-test_acc.json ├── run-preresnet290-n-80_train_loss_preresnet20_srsgd-tag-train_loss.json ├── run-preresnet290-n-80_train_loss_preresnet20_srsgd-tag-train_loss_cifar100.json ├── run-preresnet290-n-90_train_loss_preresnet20_srsgd-tag-train_loss_cifar100.json ├── run-resnet101-n-100_train_loss_resnet101_srsgd-tag-train_loss.json ├── run-resnet101-n-1_train_loss_resnet101_srsgd-tag-train_loss.json ├── run-resnet101-n-200_train_loss_resnet101_srsgd-tag-train_loss.json ├── run-resnet101-n-20_train_loss_resnet101_srsgd-tag-train_loss.json ├── run-resnet101-n-300_train_loss_resnet101_srsgd-tag-train_loss.json ├── run-resnet101-n-40_train_loss_resnet101_srsgd-tag-train_loss.json ├── run-resnet101-n-5_train_loss_resnet101_srsgd-tag-train_loss.json ├── run-resnet101-n-60_train_loss_resnet101_srsgd-tag-train_loss.json └── run-resnet101-n-80_train_loss_resnet101_srsgd-tag-train_loss.json └── utils ├── .ipynb_checkpoints ├── __init__-checkpoint.py ├── eval-checkpoint.py ├── logger-checkpoint.py ├── misc-checkpoint.py └── visualize-checkpoint.py ├── __init__.py ├── eval.py ├── logger.py ├── misc.py └── visualize.py /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/minhtannguyen/SRSGD/HEAD/README.md -------------------------------------------------------------------------------- /cifar.py: 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