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- params/deeplabv3plus_r34/best_params_strat2.json +13 -0
- params/deeplabv3plus_r34/best_params_strat3.json +38 -0
- params/linknet_mbv3/best_params_strat2.json +13 -0
- params/linknet_mbv3/best_params_strat3.json +38 -0
- params/segformer_b0/best_params_strat2.json +13 -0
- params/segformer_b0/best_params_strat3.json +50 -0
- params/unet_effb0/best_params_strat2.json +13 -0
- params/unet_effb0/best_params_strat3.json +38 -0
- params/upernet_pvtv2_b1/best_params_strat2.json +13 -0
- params/upernet_pvtv2_b1/best_params_strat3.json +50 -0
- params/upernet_pvtv2_b2/best_params_strat2.json +13 -0
- params/upernet_pvtv2_b2/best_params_strat3.json +50 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_001.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_002.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_003.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_004.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_005.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_006.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_007.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_008.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_009.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_010.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_001_pct_100_repeat_01.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_002_pct_100_repeat_01.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_003_pct_100_repeat_01.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_004_pct_100_repeat_01.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_005_pct_100_repeat_01.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_006_pct_100_repeat_01.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_007_pct_100_repeat_01.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_008_pct_100_repeat_01.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_009_pct_100_repeat_01.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_010_pct_100_repeat_01.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json +59 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_2/final/checkpoints/latest.pt.meta.json +39 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/evaluation.json +836 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase003_repeat01.json +525 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/evaluation.json +836 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/evaluation_results.xlsx +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/evaluation_summary.json +4 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/history.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/low_iou_samples.csv +3 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/run_config.json +70 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/summary.json +28 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/timing.csv +2 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json +59 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json +39 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/evaluation.json +836 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/evaluation_results.xlsx +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/evaluation_summary.json +4 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/history.json +0 -0
params/deeplabv3plus_r34/best_params_strat2.json
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{
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"head_lr": 0.002908999360857405,
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"encoder_lr": 0.002758206281092185,
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"weight_decay": 0.0001353680433264613,
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"dropout_p": 0.3284101032191153,
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"tmax": 5,
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"entropy_lr": 0.0003,
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"early_stopping_monitor": "auto",
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"early_stopping_mode": "auto",
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"early_stopping_min_delta": 0.0,
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"early_stopping_start_epoch": 1,
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"early_stopping_patience": 30
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}
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params/deeplabv3plus_r34/best_params_strat3.json
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{
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"head_lr": 0,
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"encoder_lr": 0,
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"a3c_entropy_coeff": 0.005211124595788265,
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"asymmetric_reward_alpha": 1.4349471902413369,
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"aux_action_ce_mix": 0.8396770259681927,
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"binary_reward_weight": 0.4865893930293973,
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"biou_reward_weight": 0.3144050305148426,
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"boundary_reward_weight": 1.327245062131623,
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"critic_loss_weight": 1.308344796225831,
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"dropout_p": 0.03727532183988541,
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"elastic_aug_prob": 0.24689779818219537,
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"entropy_alpha_init": 0.05952730245823973,
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"entropy_lr": 0.0002592475660475158,
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"entropy_target_ratio": 0.34160286721639493,
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"gae_lambda": 0.8220151213097747,
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"mc_dropout_p": 0.2624967163228772,
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"mc_n_passes": 3,
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"min_alpha": 0.0001667761543019791,
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"refine_delta_large": 0.24961310163837166,
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"refine_delta_small": 0.15853921663164972,
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"reward_boundary_focus": 0.6593398277931061,
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"reward_inaction_cost": 0.11214486496732895,
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"rl_lr": 4.9648810171066576e-05,
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"smp_encoder_proj_dim": 256,
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"strategy3_aux_boundary_dice_weight": 0.8857880765972946,
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| 27 |
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"strategy3_aux_ce_weight": 0.713244787222995,
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| 28 |
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"strategy3_aux_dice_weight": 0.7607850486168974,
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| 29 |
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"strategy3_rl_grad_clip_norm": 2.731451149743246,
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| 30 |
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"threshold": 0.616163822772898,
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| 31 |
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"tmax": 6,
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| 32 |
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"weight_decay": 0.0016172900811143157,
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| 33 |
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"early_stopping_monitor": "auto",
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| 34 |
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"early_stopping_mode": "auto",
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"early_stopping_min_delta": 0.0,
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"early_stopping_start_epoch": 30,
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"early_stopping_patience": 30
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}
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params/linknet_mbv3/best_params_strat2.json
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{
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"head_lr": 0.002908999360857405,
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"encoder_lr": 0.002758206281092185,
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"weight_decay": 0.0001353680433264613,
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"dropout_p": 0.3284101032191153,
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"tmax": 5,
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"entropy_lr": 0.0003,
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| 8 |
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"early_stopping_monitor": "auto",
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"early_stopping_mode": "auto",
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"early_stopping_min_delta": 0.0,
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"early_stopping_start_epoch": 1,
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| 12 |
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"early_stopping_patience": 30
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}
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params/linknet_mbv3/best_params_strat3.json
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{
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"head_lr": 0,
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"encoder_lr": 0,
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"a3c_entropy_coeff": 0.005211124595788265,
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| 5 |
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"asymmetric_reward_alpha": 1.4349471902413369,
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| 6 |
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"aux_action_ce_mix": 0.8396770259681927,
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| 7 |
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"binary_reward_weight": 0.4865893930293973,
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| 8 |
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"biou_reward_weight": 0.3144050305148426,
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| 9 |
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"boundary_reward_weight": 1.327245062131623,
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| 10 |
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"critic_loss_weight": 1.308344796225831,
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| 11 |
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"dropout_p": 0.03727532183988541,
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| 12 |
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"elastic_aug_prob": 0.24689779818219537,
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| 13 |
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"entropy_alpha_init": 0.05952730245823973,
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| 14 |
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"entropy_lr": 0.0002592475660475158,
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| 15 |
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"entropy_target_ratio": 0.34160286721639493,
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| 16 |
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"gae_lambda": 0.8220151213097747,
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| 17 |
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"mc_dropout_p": 0.2624967163228772,
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| 18 |
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"mc_n_passes": 3,
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"min_alpha": 0.0001667761543019791,
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| 20 |
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"refine_delta_large": 0.24961310163837166,
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"refine_delta_small": 0.15853921663164972,
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| 22 |
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"reward_boundary_focus": 0.6593398277931061,
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| 23 |
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"reward_inaction_cost": 0.11214486496732895,
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| 24 |
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"rl_lr": 4.9648810171066576e-05,
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| 25 |
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"smp_encoder_proj_dim": 256,
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| 26 |
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"strategy3_aux_boundary_dice_weight": 0.8857880765972946,
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| 27 |
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"strategy3_aux_ce_weight": 0.713244787222995,
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| 28 |
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"strategy3_aux_dice_weight": 0.7607850486168974,
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| 29 |
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"strategy3_rl_grad_clip_norm": 2.731451149743246,
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| 30 |
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"threshold": 0.616163822772898,
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| 31 |
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"tmax": 6,
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"weight_decay": 0.0016172900811143157,
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| 33 |
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"early_stopping_monitor": "auto",
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| 34 |
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"early_stopping_mode": "auto",
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"early_stopping_min_delta": 0.0,
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"early_stopping_start_epoch": 30,
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"early_stopping_patience": 30
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}
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params/segformer_b0/best_params_strat2.json
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{
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"dropout_p": 0.24913407839085008,
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"encoder_lr": 0.0001579273357461776,
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"entropy_lr": 0.0003,
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"head_lr": 0.0007244452116785358,
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"tmax": 5,
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"weight_decay": 8.416934971427066e-05,
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"early_stopping_monitor": "auto",
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"early_stopping_mode": "auto",
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"early_stopping_min_delta": 0.0,
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"early_stopping_start_epoch": 1,
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"early_stopping_patience": 30
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}
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params/segformer_b0/best_params_strat3.json
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{
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"a3c_entropy_coeff": 0.0,
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"aux_action_ce_mix": 0.8726103361457451,
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"best_checkpoint_metric_name": "val_refine_score",
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"boundary_reward_weight": 0.5,
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"critic_loss_weight": 1.4015767132796022,
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"decoder_lr": 0.0,
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"dropout_p": 0.015714592843367126,
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| 9 |
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"early_stopping_monitor": "val_refine_score",
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| 10 |
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"early_stopping_patience": 30,
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| 11 |
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"early_stopping_start_epoch": 30,
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| 12 |
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"elastic_aug_prob": 0.4303652916281717,
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| 13 |
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"encoder_lr": 0.0,
|
| 14 |
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"entropy_alpha_init": 0.005,
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| 15 |
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"entropy_lr": 6.618595597183474e-05,
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| 16 |
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"entropy_target_ratio": 0.2,
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| 17 |
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"epoch_probe_mode": "rolling_random",
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| 18 |
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"gae_lambda": 0.8306320445782609,
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| 19 |
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"head_lr": 0.0001971844222061614,
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| 20 |
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"iou_reward_weight": 1.0,
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| 21 |
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"keep_correct_reward_weight": 0.05,
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| 22 |
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"min_alpha": 0.00017019223026554014,
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| 23 |
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"num_actions": 3,
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| 24 |
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"refine_delta_large": 0.08,
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"refine_delta_small": 0.03,
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| 26 |
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"rl_lr": 0.0001971844222061614,
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| 27 |
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"smp_encoder_proj_dim": 192,
|
| 28 |
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"strategy3_aux_boundary_dice_weight": 0.6979509040767587,
|
| 29 |
+
"strategy3_aux_ce_anneal_epochs": 15,
|
| 30 |
+
"strategy3_aux_ce_anneal_start_epoch": 25,
|
| 31 |
+
"strategy3_aux_ce_floor_fraction": 0.1,
|
| 32 |
+
"strategy3_aux_ce_weight": 0.4,
|
| 33 |
+
"strategy3_decoder_ce_weight": 0.0,
|
| 34 |
+
"strategy3_decoder_dice_weight": 0.0,
|
| 35 |
+
"strategy3_mc_dropout_samples": 5,
|
| 36 |
+
"strategy3_mc_dropout_p": 0.2,
|
| 37 |
+
"strategy3_mc_dropout_enabled": true,
|
| 38 |
+
"strategy3_mc_disk_cache_enabled": true,
|
| 39 |
+
"strategy3_mc_disk_cache_read": true,
|
| 40 |
+
"strategy3_mc_disk_cache_write": true,
|
| 41 |
+
"strategy3_exploration_eps": 0.1,
|
| 42 |
+
"strategy3_exploration_eps_epochs": 20,
|
| 43 |
+
"strategy3_freeze_bootstrapped_segmentation": true,
|
| 44 |
+
"strategy3_rl_grad_clip_norm": 0.25,
|
| 45 |
+
"strategy3_rl_loss_scale": 10.0,
|
| 46 |
+
"strategy3_variant": "lite",
|
| 47 |
+
"threshold": 0.5922320465492188,
|
| 48 |
+
"tmax": 8,
|
| 49 |
+
"weight_decay": 2.7012557725439094e-06
|
| 50 |
+
}
|
params/unet_effb0/best_params_strat2.json
ADDED
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
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|
|
|
|
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|
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|
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|
|
| 1 |
+
{
|
| 2 |
+
"head_lr": 0.002908999360857405,
|
| 3 |
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|
| 4 |
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| 5 |
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|
| 6 |
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"tmax": 5,
|
| 7 |
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"entropy_lr": 0.0003,
|
| 8 |
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"early_stopping_monitor": "auto",
|
| 9 |
+
"early_stopping_mode": "auto",
|
| 10 |
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"early_stopping_min_delta": 0.0,
|
| 11 |
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"early_stopping_start_epoch": 1,
|
| 12 |
+
"early_stopping_patience": 30
|
| 13 |
+
}
|
params/unet_effb0/best_params_strat3.json
ADDED
|
@@ -0,0 +1,38 @@
|
|
|
|
|
|
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|
|
|
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|
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|
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|
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|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
+
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|
| 18 |
+
"mc_n_passes": 3,
|
| 19 |
+
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|
| 20 |
+
"refine_delta_large": 0.24961310163837166,
|
| 21 |
+
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|
| 22 |
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|
| 23 |
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"reward_inaction_cost": 0.11214486496732895,
|
| 24 |
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"rl_lr": 4.9648810171066576e-05,
|
| 25 |
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"smp_encoder_proj_dim": 256,
|
| 26 |
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"strategy3_aux_boundary_dice_weight": 0.8857880765972946,
|
| 27 |
+
"strategy3_aux_ce_weight": 0.713244787222995,
|
| 28 |
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"strategy3_aux_dice_weight": 0.7607850486168974,
|
| 29 |
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"strategy3_rl_grad_clip_norm": 2.731451149743246,
|
| 30 |
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"threshold": 0.616163822772898,
|
| 31 |
+
"tmax": 6,
|
| 32 |
+
"weight_decay": 0.0016172900811143157,
|
| 33 |
+
"early_stopping_monitor": "auto",
|
| 34 |
+
"early_stopping_mode": "auto",
|
| 35 |
+
"early_stopping_min_delta": 0.0,
|
| 36 |
+
"early_stopping_start_epoch": 30,
|
| 37 |
+
"early_stopping_patience": 30
|
| 38 |
+
}
|
params/upernet_pvtv2_b1/best_params_strat2.json
ADDED
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dropout_p": 0.24913407839085008,
|
| 3 |
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"encoder_lr": 0.0001579273357461776,
|
| 4 |
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"entropy_lr": 0.0003,
|
| 5 |
+
"head_lr": 0.0007244452116785358,
|
| 6 |
+
"tmax": 5,
|
| 7 |
+
"weight_decay": 8.416934971427066e-05,
|
| 8 |
+
"early_stopping_monitor": "auto",
|
| 9 |
+
"early_stopping_mode": "auto",
|
| 10 |
+
"early_stopping_min_delta": 0.0,
|
| 11 |
+
"early_stopping_start_epoch": 1,
|
| 12 |
+
"early_stopping_patience": 30
|
| 13 |
+
}
|
params/upernet_pvtv2_b1/best_params_strat3.json
ADDED
|
@@ -0,0 +1,50 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
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|
| 3 |
+
"aux_action_ce_mix": 0.8726103361457451,
|
| 4 |
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"best_checkpoint_metric_name": "val_refine_score",
|
| 5 |
+
"boundary_reward_weight": 0.5,
|
| 6 |
+
"critic_loss_weight": 1.4015767132796022,
|
| 7 |
+
"decoder_lr": 0.0,
|
| 8 |
+
"dropout_p": 0.015714592843367126,
|
| 9 |
+
"early_stopping_monitor": "val_refine_score",
|
| 10 |
+
"early_stopping_patience": 30,
|
| 11 |
+
"early_stopping_start_epoch": 30,
|
| 12 |
+
"elastic_aug_prob": 0.4303652916281717,
|
| 13 |
+
"encoder_lr": 0.0,
|
| 14 |
+
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|
| 15 |
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"entropy_lr": 6.618595597183474e-05,
|
| 16 |
+
"entropy_target_ratio": 0.2,
|
| 17 |
+
"epoch_probe_mode": "rolling_random",
|
| 18 |
+
"gae_lambda": 0.8306320445782609,
|
| 19 |
+
"head_lr": 0.0001971844222061614,
|
| 20 |
+
"iou_reward_weight": 1.0,
|
| 21 |
+
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|
| 22 |
+
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|
| 23 |
+
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|
| 24 |
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|
| 25 |
+
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|
| 26 |
+
"rl_lr": 0.0001971844222061614,
|
| 27 |
+
"smp_encoder_proj_dim": 192,
|
| 28 |
+
"strategy3_aux_boundary_dice_weight": 0.6979509040767587,
|
| 29 |
+
"strategy3_aux_ce_anneal_epochs": 15,
|
| 30 |
+
"strategy3_aux_ce_anneal_start_epoch": 25,
|
| 31 |
+
"strategy3_aux_ce_floor_fraction": 0.1,
|
| 32 |
+
"strategy3_aux_ce_weight": 0.4,
|
| 33 |
+
"strategy3_decoder_ce_weight": 0.0,
|
| 34 |
+
"strategy3_decoder_dice_weight": 0.0,
|
| 35 |
+
"strategy3_mc_dropout_samples": 5,
|
| 36 |
+
"strategy3_mc_dropout_p": 0.2,
|
| 37 |
+
"strategy3_mc_dropout_enabled": true,
|
| 38 |
+
"strategy3_mc_disk_cache_enabled": true,
|
| 39 |
+
"strategy3_mc_disk_cache_read": true,
|
| 40 |
+
"strategy3_mc_disk_cache_write": true,
|
| 41 |
+
"strategy3_exploration_eps": 0.1,
|
| 42 |
+
"strategy3_exploration_eps_epochs": 20,
|
| 43 |
+
"strategy3_freeze_bootstrapped_segmentation": true,
|
| 44 |
+
"strategy3_rl_grad_clip_norm": 0.25,
|
| 45 |
+
"strategy3_rl_loss_scale": 10.0,
|
| 46 |
+
"strategy3_variant": "lite",
|
| 47 |
+
"threshold": 0.5922320465492188,
|
| 48 |
+
"tmax": 8,
|
| 49 |
+
"weight_decay": 2.7012557725439094e-06
|
| 50 |
+
}
|
params/upernet_pvtv2_b2/best_params_strat2.json
ADDED
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dropout_p": 0.24913407839085008,
|
| 3 |
+
"encoder_lr": 0.0001579273357461776,
|
| 4 |
+
"entropy_lr": 0.0003,
|
| 5 |
+
"head_lr": 0.0007244452116785358,
|
| 6 |
+
"tmax": 5,
|
| 7 |
+
"weight_decay": 8.416934971427066e-05,
|
| 8 |
+
"early_stopping_monitor": "auto",
|
| 9 |
+
"early_stopping_mode": "auto",
|
| 10 |
+
"early_stopping_min_delta": 0.0,
|
| 11 |
+
"early_stopping_start_epoch": 1,
|
| 12 |
+
"early_stopping_patience": 30
|
| 13 |
+
}
|
params/upernet_pvtv2_b2/best_params_strat3.json
ADDED
|
@@ -0,0 +1,50 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
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|
| 3 |
+
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|
| 4 |
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|
| 5 |
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|
| 6 |
+
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|
| 7 |
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|
| 8 |
+
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|
| 9 |
+
"early_stopping_monitor": "val_refine_score",
|
| 10 |
+
"early_stopping_patience": 30,
|
| 11 |
+
"early_stopping_start_epoch": 30,
|
| 12 |
+
"elastic_aug_prob": 0.4303652916281717,
|
| 13 |
+
"encoder_lr": 0.0,
|
| 14 |
+
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|
| 15 |
+
"entropy_lr": 6.618595597183474e-05,
|
| 16 |
+
"entropy_target_ratio": 0.2,
|
| 17 |
+
"epoch_probe_mode": "rolling_random",
|
| 18 |
+
"gae_lambda": 0.8306320445782609,
|
| 19 |
+
"head_lr": 0.0001971844222061614,
|
| 20 |
+
"iou_reward_weight": 1.0,
|
| 21 |
+
"keep_correct_reward_weight": 0.05,
|
| 22 |
+
"min_alpha": 0.00017019223026554014,
|
| 23 |
+
"num_actions": 3,
|
| 24 |
+
"refine_delta_large": 0.08,
|
| 25 |
+
"refine_delta_small": 0.03,
|
| 26 |
+
"rl_lr": 0.0001971844222061614,
|
| 27 |
+
"smp_encoder_proj_dim": 192,
|
| 28 |
+
"strategy3_aux_boundary_dice_weight": 0.6979509040767587,
|
| 29 |
+
"strategy3_aux_ce_anneal_epochs": 15,
|
| 30 |
+
"strategy3_aux_ce_anneal_start_epoch": 25,
|
| 31 |
+
"strategy3_aux_ce_floor_fraction": 0.1,
|
| 32 |
+
"strategy3_aux_ce_weight": 0.4,
|
| 33 |
+
"strategy3_decoder_ce_weight": 0.0,
|
| 34 |
+
"strategy3_decoder_dice_weight": 0.0,
|
| 35 |
+
"strategy3_mc_dropout_samples": 5,
|
| 36 |
+
"strategy3_mc_dropout_p": 0.2,
|
| 37 |
+
"strategy3_mc_dropout_enabled": true,
|
| 38 |
+
"strategy3_mc_disk_cache_enabled": true,
|
| 39 |
+
"strategy3_mc_disk_cache_read": true,
|
| 40 |
+
"strategy3_mc_disk_cache_write": true,
|
| 41 |
+
"strategy3_exploration_eps": 0.1,
|
| 42 |
+
"strategy3_exploration_eps_epochs": 20,
|
| 43 |
+
"strategy3_freeze_bootstrapped_segmentation": true,
|
| 44 |
+
"strategy3_rl_grad_clip_norm": 0.25,
|
| 45 |
+
"strategy3_rl_loss_scale": 10.0,
|
| 46 |
+
"strategy3_variant": "lite",
|
| 47 |
+
"threshold": 0.5922320465492188,
|
| 48 |
+
"tmax": 8,
|
| 49 |
+
"weight_decay": 2.7012557725439094e-06
|
| 50 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_001.json
ADDED
|
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|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_002.json
ADDED
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|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_003.json
ADDED
|
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|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_004.json
ADDED
|
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|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_005.json
ADDED
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|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_006.json
ADDED
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|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_007.json
ADDED
|
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|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_008.json
ADDED
|
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|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_009.json
ADDED
|
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|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_010.json
ADDED
|
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|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_001_pct_100_repeat_01.json
ADDED
|
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|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_002_pct_100_repeat_01.json
ADDED
|
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|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_003_pct_100_repeat_01.json
ADDED
|
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|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_004_pct_100_repeat_01.json
ADDED
|
The diff for this file is too large to render.
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|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_005_pct_100_repeat_01.json
ADDED
|
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|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_006_pct_100_repeat_01.json
ADDED
|
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|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_007_pct_100_repeat_01.json
ADDED
|
The diff for this file is too large to render.
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|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_008_pct_100_repeat_01.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_009_pct_100_repeat_01.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_010_pct_100_repeat_01.json
ADDED
|
The diff for this file is too large to render.
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|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json
ADDED
|
@@ -0,0 +1,59 @@
|
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|
|
|
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|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backbone_family": "smp",
|
| 3 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt",
|
| 4 |
+
"dataset_percent": 1.0,
|
| 5 |
+
"epoch": 94,
|
| 6 |
+
"last_restore": {
|
| 7 |
+
"expected_run_type": null,
|
| 8 |
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"restored_at_epoch": 94,
|
| 9 |
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"restored_keys": {
|
| 10 |
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"alpha_optimizer_state_dict": false,
|
| 11 |
+
"best_metric_name": true,
|
| 12 |
+
"best_metric_value": true,
|
| 13 |
+
"elapsed_seconds": true,
|
| 14 |
+
"epoch_metrics": true,
|
| 15 |
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"history": true,
|
| 16 |
+
"log_alpha": false,
|
| 17 |
+
"model_state_dict": true,
|
| 18 |
+
"optimizer_state_dict": true,
|
| 19 |
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"patience_counter": true,
|
| 20 |
+
"resume_source": false,
|
| 21 |
+
"run_config": true,
|
| 22 |
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"scaler_state_dict": false,
|
| 23 |
+
"scheduler_state_dict": true
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"run_type": "final",
|
| 27 |
+
"saved_keys": [
|
| 28 |
+
"best_metric_name",
|
| 29 |
+
"best_metric_value",
|
| 30 |
+
"config",
|
| 31 |
+
"elapsed_seconds",
|
| 32 |
+
"epoch",
|
| 33 |
+
"epoch_metrics",
|
| 34 |
+
"history",
|
| 35 |
+
"model_state_dict",
|
| 36 |
+
"optimizer_state_dict",
|
| 37 |
+
"patience_counter",
|
| 38 |
+
"run_config",
|
| 39 |
+
"run_type",
|
| 40 |
+
"scheduler_state_dict"
|
| 41 |
+
],
|
| 42 |
+
"state_presence": {
|
| 43 |
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"alpha_optimizer_state_dict": false,
|
| 44 |
+
"best_metric_name": true,
|
| 45 |
+
"best_metric_value": true,
|
| 46 |
+
"elapsed_seconds": true,
|
| 47 |
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"epoch_metrics": true,
|
| 48 |
+
"history": true,
|
| 49 |
+
"log_alpha": false,
|
| 50 |
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"model_state_dict": true,
|
| 51 |
+
"optimizer_state_dict": true,
|
| 52 |
+
"patience_counter": true,
|
| 53 |
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"resume_source": false,
|
| 54 |
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"run_config": true,
|
| 55 |
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"scaler_state_dict": false,
|
| 56 |
+
"scheduler_state_dict": true
|
| 57 |
+
},
|
| 58 |
+
"strategy": 2
|
| 59 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_2/final/checkpoints/latest.pt.meta.json
ADDED
|
@@ -0,0 +1,39 @@
|
|
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|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backbone_family": "smp",
|
| 3 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_2/final/checkpoints/latest.pt",
|
| 4 |
+
"dataset_percent": 1.0,
|
| 5 |
+
"epoch": 100,
|
| 6 |
+
"run_type": "final",
|
| 7 |
+
"saved_keys": [
|
| 8 |
+
"best_metric_name",
|
| 9 |
+
"best_metric_value",
|
| 10 |
+
"config",
|
| 11 |
+
"elapsed_seconds",
|
| 12 |
+
"epoch",
|
| 13 |
+
"epoch_metrics",
|
| 14 |
+
"history",
|
| 15 |
+
"model_state_dict",
|
| 16 |
+
"optimizer_state_dict",
|
| 17 |
+
"patience_counter",
|
| 18 |
+
"run_config",
|
| 19 |
+
"run_type",
|
| 20 |
+
"scheduler_state_dict"
|
| 21 |
+
],
|
| 22 |
+
"state_presence": {
|
| 23 |
+
"alpha_optimizer_state_dict": false,
|
| 24 |
+
"best_metric_name": true,
|
| 25 |
+
"best_metric_value": true,
|
| 26 |
+
"elapsed_seconds": true,
|
| 27 |
+
"epoch_metrics": true,
|
| 28 |
+
"history": true,
|
| 29 |
+
"log_alpha": false,
|
| 30 |
+
"model_state_dict": true,
|
| 31 |
+
"optimizer_state_dict": true,
|
| 32 |
+
"patience_counter": true,
|
| 33 |
+
"resume_source": false,
|
| 34 |
+
"run_config": true,
|
| 35 |
+
"scaler_state_dict": false,
|
| 36 |
+
"scheduler_state_dict": true
|
| 37 |
+
},
|
| 38 |
+
"strategy": 2
|
| 39 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/evaluation.json
ADDED
|
@@ -0,0 +1,836 @@
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runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase003_repeat01.json
ADDED
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@@ -0,0 +1,525 @@
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| 1 |
+
{
|
| 2 |
+
"filenames": [
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| 3 |
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"BUSI_0273_B.png",
|
| 4 |
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| 5 |
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| 21 |
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| 22 |
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| 28 |
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| 29 |
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| 48 |
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|
| 50 |
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|
| 51 |
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| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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| 56 |
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| 57 |
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|
| 58 |
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|
| 59 |
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|
| 60 |
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| 61 |
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| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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|
| 68 |
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|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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|
| 73 |
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|
| 74 |
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|
| 75 |
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|
| 76 |
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|
| 77 |
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| 80 |
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| 81 |
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| 82 |
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| 83 |
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|
| 84 |
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| 85 |
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|
| 86 |
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|
| 87 |
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|
| 88 |
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|
| 89 |
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|
| 90 |
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|
| 91 |
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|
| 92 |
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| 93 |
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|
| 94 |
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|
| 95 |
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| 96 |
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|
| 97 |
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|
| 98 |
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|
| 99 |
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|
| 100 |
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|
| 101 |
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|
| 102 |
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|
| 103 |
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| 104 |
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|
| 105 |
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|
| 106 |
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|
| 107 |
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|
| 108 |
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|
| 109 |
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|
| 110 |
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|
| 111 |
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|
| 112 |
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|
| 113 |
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|
| 114 |
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|
| 115 |
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|
| 116 |
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|
| 117 |
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|
| 118 |
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|
| 119 |
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|
| 120 |
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|
| 121 |
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|
| 122 |
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|
| 123 |
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|
| 124 |
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|
| 125 |
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|
| 126 |
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|
| 127 |
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|
| 128 |
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|
| 129 |
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|
| 130 |
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|
| 131 |
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|
| 132 |
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|
| 133 |
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|
| 134 |
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|
| 135 |
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|
| 136 |
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|
| 137 |
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|
| 138 |
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|
| 139 |
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|
| 140 |
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|
| 141 |
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|
| 485 |
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"BUSI_0333_B.png",
|
| 486 |
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"BUSI_0006_M.png",
|
| 487 |
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"BUSI_0123_M.png",
|
| 488 |
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"BUSI_0158_M.png",
|
| 489 |
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"BUSI_0066_M.png",
|
| 490 |
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"BUSI_0096_M.png",
|
| 491 |
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"BUSI_0111_B.png",
|
| 492 |
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"BUSI_0096_B.png",
|
| 493 |
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"BUSI_0219_B.png",
|
| 494 |
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"BUSI_0414_B.png",
|
| 495 |
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"BUSI_0085_M.png",
|
| 496 |
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"BUSI_0200_B.png",
|
| 497 |
+
"BUSI_0131_B.png",
|
| 498 |
+
"BUSI_0220_B.png",
|
| 499 |
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"BUSI_0108_M.png",
|
| 500 |
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"BUSI_0406_B.png",
|
| 501 |
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"BUSI_0109_M.png",
|
| 502 |
+
"BUSI_0088_M.png",
|
| 503 |
+
"BUSI_0377_B.png",
|
| 504 |
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"BUSI_0336_B.png",
|
| 505 |
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"BUSI_0053_B.png",
|
| 506 |
+
"BUSI_0201_M.png",
|
| 507 |
+
"BUSI_0222_B.png",
|
| 508 |
+
"BUSI_0048_B.png",
|
| 509 |
+
"BUSI_0068_B.png",
|
| 510 |
+
"BUSI_0157_B.png",
|
| 511 |
+
"BUSI_0027_M.png",
|
| 512 |
+
"BUSI_0162_B.png",
|
| 513 |
+
"BUSI_0350_B.png",
|
| 514 |
+
"BUSI_0061_B.png",
|
| 515 |
+
"BUSI_0032_M.png",
|
| 516 |
+
"BUSI_0024_M.png",
|
| 517 |
+
"BUSI_0033_B.png",
|
| 518 |
+
"BUSI_0056_B.png",
|
| 519 |
+
"BUSI_0186_M.png"
|
| 520 |
+
],
|
| 521 |
+
"global_mean": 83.71901746764766,
|
| 522 |
+
"global_std": 56.70393889421931,
|
| 523 |
+
"num_images": 517,
|
| 524 |
+
"total_pixels": 473035131
|
| 525 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/evaluation.json
ADDED
|
@@ -0,0 +1,836 @@
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runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/history.json
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runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/low_iou_samples.csv
ADDED
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@@ -0,0 +1,3 @@
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|
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sample_id
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BUSI_0367_B
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BUSI_0321_B
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runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/run_config.json
ADDED
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@@ -0,0 +1,70 @@
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|
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| 56 |
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"subset_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_003_pct_100_repeat_01.json",
|
| 57 |
+
"subset_repeat_index": 1,
|
| 58 |
+
"subset_sampling_source": "incremental_chain",
|
| 59 |
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"subset_seed": 1549933401,
|
| 60 |
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"tmax": 5,
|
| 61 |
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"train_resume_mode": "off",
|
| 62 |
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"train_resume_specific_checkpoint": "",
|
| 63 |
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"train_subset_key": "100",
|
| 64 |
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"train_subset_source": "incremental_chain",
|
| 65 |
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|
| 66 |
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"vgg_feature_dilation": 1,
|
| 67 |
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|
| 68 |
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"weight_decay": 8.416934971427066e-05,
|
| 69 |
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"write_epoch_diagnostic": false
|
| 70 |
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}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/summary.json
ADDED
|
@@ -0,0 +1,28 @@
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|
|
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|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
| 1 |
+
{
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| 2 |
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"best_epoch": 90,
|
| 3 |
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"best_model_metric": 0.6981400863650663,
|
| 4 |
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"best_model_metric_name": "val_iou",
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| 5 |
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"best_val_biou": 0.4338123888107521,
|
| 6 |
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|
| 7 |
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|
| 8 |
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"best_val_iou": 0.6981400863650663,
|
| 9 |
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|
| 10 |
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"device_used": "cuda",
|
| 11 |
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"early_stopping_best_value": 0.6981400863650663,
|
| 12 |
+
"early_stopping_min_delta": 0.0,
|
| 13 |
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"early_stopping_monitor_mode": "max",
|
| 14 |
+
"early_stopping_monitor_name": "val_iou",
|
| 15 |
+
"early_stopping_patience": 30,
|
| 16 |
+
"early_stopping_start_epoch": 1,
|
| 17 |
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"elapsed_seconds": 123.31218004226685,
|
| 18 |
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|
| 19 |
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"final_epoch": 100,
|
| 20 |
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"gpu_name": "NVIDIA A100 80GB PCIe",
|
| 21 |
+
"resumed": false,
|
| 22 |
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"run_type": "final",
|
| 23 |
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"seconds_per_epoch": 1.2331218004226685,
|
| 24 |
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|
| 25 |
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"seconds_per_epoch_measured_std": 0.28840268153077653,
|
| 26 |
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"strategy": 2,
|
| 27 |
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"time_to_best_seconds": 85.14214987354353
|
| 28 |
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}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/timing.csv
ADDED
|
@@ -0,0 +1,2 @@
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|
|
|
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|
| 1 |
+
scope,strategy,tmax,device,num_batches,num_samples,total_inference_ms,avg_batch_inference_ms,std_batch_inference_ms,avg_sample_inference_ms,std_sample_inference_ms,mean_per_image_inference_ms,std_per_image_inference_ms,mean_per_image_inference_seconds,std_per_image_inference_seconds
|
| 2 |
+
test_set_evaluation,2,5,cuda,2,65,96.797537,48.398769,28.778529,1.489193,0.199401,1.489193,0.199401,0.001489193,0.000199401
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json
ADDED
|
@@ -0,0 +1,59 @@
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|
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|
|
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|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
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|
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|
|
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|
| 1 |
+
{
|
| 2 |
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"backbone_family": "smp",
|
| 3 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt",
|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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}
|
| 25 |
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},
|
| 26 |
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"run_type": "final",
|
| 27 |
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"saved_keys": [
|
| 28 |
+
"best_metric_name",
|
| 29 |
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"best_metric_value",
|
| 30 |
+
"config",
|
| 31 |
+
"elapsed_seconds",
|
| 32 |
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"epoch",
|
| 33 |
+
"epoch_metrics",
|
| 34 |
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"history",
|
| 35 |
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|
| 36 |
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"optimizer_state_dict",
|
| 37 |
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"patience_counter",
|
| 38 |
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"run_config",
|
| 39 |
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"run_type",
|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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"model_state_dict": true,
|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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"scheduler_state_dict": true
|
| 57 |
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},
|
| 58 |
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|
| 59 |
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|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json
ADDED
|
@@ -0,0 +1,39 @@
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|
| 1 |
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{
|
| 2 |
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"backbone_family": "smp",
|
| 3 |
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"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt",
|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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"elapsed_seconds",
|
| 12 |
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"epoch",
|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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"patience_counter",
|
| 18 |
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"run_config",
|
| 19 |
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"run_type",
|
| 20 |
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"scheduler_state_dict"
|
| 21 |
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|
| 22 |
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| 23 |
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|
| 26 |
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| 27 |
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| 28 |
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| 29 |
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|
| 30 |
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| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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| 37 |
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|
| 38 |
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|
| 39 |
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|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/evaluation.json
ADDED
|
@@ -0,0 +1,836 @@
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| 800 |
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"iou": 0.40769234911242314,
|
| 801 |
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|
| 802 |
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"sample_id": "BUSI_0050_M",
|
| 803 |
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"sen": 0.44435979844818607
|
| 804 |
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},
|
| 805 |
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{
|
| 806 |
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"biou": 0.6574586581605917,
|
| 807 |
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"biou_contour": 0.2727278236910427,
|
| 808 |
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"dice": 0.9101654952523055,
|
| 809 |
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"hd95": 2.8284270763397217,
|
| 810 |
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"inference_time_ms": 10.88571983992177,
|
| 811 |
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"inference_time_seconds": 0.01088571983992177,
|
| 812 |
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"iou": 0.8351410335919667,
|
| 813 |
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"ppv": 0.8671171470456875,
|
| 814 |
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"sample_id": "BUSI_0250_B",
|
| 815 |
+
"sen": 0.9577114533056086
|
| 816 |
+
}
|
| 817 |
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],
|
| 818 |
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"strategy": 3,
|
| 819 |
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"timing": {
|
| 820 |
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"avg_batch_inference_ms": 321.8011965509504,
|
| 821 |
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"avg_sample_inference_ms": 9.90157527849078,
|
| 822 |
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"device": "cuda",
|
| 823 |
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"mean_per_image_inference_ms": 9.90157527849078,
|
| 824 |
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"mean_per_image_inference_seconds": 0.00990157527849078,
|
| 825 |
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"num_batches": 2,
|
| 826 |
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"num_samples": 65,
|
| 827 |
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"scope": "test_set_evaluation",
|
| 828 |
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"std_batch_inference_ms": 136.74395927228034,
|
| 829 |
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"std_per_image_inference_ms": 0.5856831623999241,
|
| 830 |
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"std_per_image_inference_seconds": 0.0005856831623999242,
|
| 831 |
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"std_sample_inference_ms": 0.5856831623999241,
|
| 832 |
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"strategy": 3,
|
| 833 |
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"tmax": 8,
|
| 834 |
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"total_inference_ms": 643.6023931019008
|
| 835 |
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}
|
| 836 |
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}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/evaluation_results.xlsx
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|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/evaluation_summary.json
ADDED
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"mean_dice": 0.8267476558685303,
|
| 3 |
+
"mean_iou": 0.737328290939331
|
| 4 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/history.json
ADDED
|
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