Add Pretrained
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- pretrained/MoNo-light/airfoil/checkpoint/last.pt +3 -0
- pretrained/MoNo-light/airfoil/log/log.txt +500 -0
- pretrained/MoNo-light/airfoil/para/arg.json +42 -0
- pretrained/MoNo-light/airfoil/para/config.json +47 -0
- pretrained/MoNo-light/airfrans_angles/checkpoint/last.pt +3 -0
- pretrained/MoNo-light/airfrans_angles/log/log.txt +0 -0
- pretrained/MoNo-light/airfrans_angles/para/arg.json +42 -0
- pretrained/MoNo-light/airfrans_angles/para/config.json +47 -0
- pretrained/MoNo-light/airfrans_full/checkpoint/last.pt +3 -0
- pretrained/MoNo-light/airfrans_full/log/log.txt +0 -0
- pretrained/MoNo-light/airfrans_full/para/arg.json +42 -0
- pretrained/MoNo-light/airfrans_full/para/config.json +47 -0
- pretrained/MoNo-light/airfrans_reynolds/checkpoint/last.pt +3 -0
- pretrained/MoNo-light/airfrans_reynolds/log/log.txt +0 -0
- pretrained/MoNo-light/airfrans_reynolds/para/arg.json +42 -0
- pretrained/MoNo-light/airfrans_reynolds/para/config.json +47 -0
- pretrained/MoNo-light/darcy141/checkpoint/last.pt +3 -0
- pretrained/MoNo-light/darcy141/log/log.txt +500 -0
- pretrained/MoNo-light/darcy141/para/arg.json +42 -0
- pretrained/MoNo-light/darcy141/para/config.json +47 -0
- pretrained/MoNo-light/darcy211/checkpoint/last.pt +3 -0
- pretrained/MoNo-light/darcy211/log/log.txt +500 -0
- pretrained/MoNo-light/darcy211/para/arg.json +42 -0
- pretrained/MoNo-light/darcy211/para/config.json +47 -0
- pretrained/MoNo-light/darcy85/checkpoint/last.pt +3 -0
- pretrained/MoNo-light/darcy85/log/log.txt +500 -0
- pretrained/MoNo-light/darcy85/para/arg.json +42 -0
- pretrained/MoNo-light/darcy85/para/config.json +47 -0
- pretrained/MoNo-light/elasticity/checkpoint/last.pt +3 -0
- pretrained/MoNo-light/elasticity/log/log.txt +500 -0
- pretrained/MoNo-light/elasticity/para/arg.json +42 -0
- pretrained/MoNo-light/elasticity/para/config.json +47 -0
- pretrained/MoNo-light/ns2d/checkpoint/last.pt +3 -0
- pretrained/MoNo-light/ns2d/log/log.txt +0 -0
- pretrained/MoNo-light/ns2d/para/arg.json +42 -0
- pretrained/MoNo-light/ns2d/para/config.json +47 -0
- pretrained/MoNo-light/pipe/checkpoint/last.pt +3 -0
- pretrained/MoNo-light/pipe/log/log.txt +500 -0
- pretrained/MoNo-light/pipe/para/arg.json +42 -0
- pretrained/MoNo-light/pipe/para/config.json +47 -0
- pretrained/MoNo-light/plasticity/checkpoint/last.pt +3 -0
- pretrained/MoNo-light/plasticity/log/log.txt +500 -0
- pretrained/MoNo-light/plasticity/para/arg.json +42 -0
- pretrained/MoNo-light/plasticity/para/config.json +47 -0
- pretrained/MoNo/airfoil/checkpoint/last.pt +3 -0
- pretrained/MoNo/airfoil/log/log.txt +500 -0
- pretrained/MoNo/airfoil/para/arg.json +42 -0
- pretrained/MoNo/airfoil/para/config.json +47 -0
- pretrained/MoNo/airfrans_angles/checkpoint/last.pt +3 -0
- pretrained/MoNo/airfrans_angles/log/log.txt +0 -0
pretrained/MoNo-light/airfoil/checkpoint/last.pt
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version https://git-lfs.github.com/spec/v1
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size 7028999
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pretrained/MoNo-light/airfoil/log/log.txt
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| 1 |
+
{"epoch": 1, "train_loss": 0.34358448937535285, "train_loss_rL2": 0.34358448937535285, "train_lr": 1.0065367255374782e-05}
|
| 2 |
+
{"epoch": 2, "train_loss": 0.1616376859843731, "train_loss_rL2": 0.1616376859843731, "train_lr": 1.0455930933379386e-05}
|
| 3 |
+
{"epoch": 3, "train_loss": 0.16065307834744452, "train_loss_rL2": 0.16065307834744452, "train_lr": 1.1235893122365701e-05}
|
| 4 |
+
{"epoch": 4, "train_loss": 0.16001864615082742, "train_loss_rL2": 0.16001864615082742, "train_lr": 1.2404484032242317e-05}
|
| 5 |
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{"epoch": 5, "train_loss": 0.15969378769397735, "train_loss_rL2": 0.15969378769397735, "train_lr": 1.3960550312608248e-05}
|
| 6 |
+
{"epoch": 6, "train_loss": 0.15931450977921485, "train_loss_rL2": 0.15931450977921485, "train_lr": 1.5902556191061704e-05}
|
| 7 |
+
{"epoch": 7, "train_loss": 0.15837664416432382, "train_loss_rL2": 0.15837664416432382, "train_lr": 1.8228584988943255e-05}
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| 8 |
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{"epoch": 8, "train_loss": 0.15800920000672342, "train_loss_rL2": 0.15800920000672342, "train_lr": 2.0936341013017592e-05}
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| 9 |
+
{"epoch": 9, "train_loss": 0.1574402020275593, "train_loss_rL2": 0.1574402020275593, "train_lr": 2.4023151821226757e-05}
|
| 10 |
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{"epoch": 10, "train_loss": 0.15504812800884246, "train_loss_rL2": 0.15504812800884246, "train_lr": 2.74859708602789e-05}
|
| 11 |
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{"epoch": 11, "train_loss": 0.15385313895344735, "train_loss_rL2": 0.15385313895344735, "train_lr": 3.132138047246907e-05}
|
| 12 |
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{"epoch": 12, "train_loss": 0.15203009378910065, "train_loss_rL2": 0.15203009378910065, "train_lr": 3.5525595268764405e-05}
|
| 13 |
+
{"epoch": 13, "train_loss": 0.14905877029895784, "train_loss_rL2": 0.14905877029895784, "train_lr": 4.0094465864825245e-05}
|
| 14 |
+
{"epoch": 14, "train_loss": 0.14617052614688875, "train_loss_rL2": 0.14617052614688875, "train_lr": 4.502348297627372e-05}
|
| 15 |
+
{"epoch": 15, "train_loss": 0.14253752508759499, "train_loss_rL2": 0.14253752508759499, "train_lr": 5.030778186916954e-05}
|
| 16 |
+
{"epoch": 16, "train_loss": 0.13769869989156722, "train_loss_rL2": 0.13769869989156722, "train_lr": 5.5942147161298474e-05}
|
| 17 |
+
{"epoch": 17, "train_loss": 0.12862584421038628, "train_loss_rL2": 0.12862584421038628, "train_lr": 6.19210179695373e-05}
|
| 18 |
+
{"epoch": 18, "train_loss": 0.11651989164948463, "train_loss_rL2": 0.11651989164948463, "train_lr": 6.823849339821267e-05}
|
| 19 |
+
{"epoch": 19, "train_loss": 0.1113299524486065, "train_loss_rL2": 0.1113299524486065, "train_lr": 7.488833836303871e-05}
|
| 20 |
+
{"epoch": 20, "train_loss": 0.10818943160772324, "train_loss_rL2": 0.10818943160772324, "train_lr": 8.1863989744885e-05}
|
| 21 |
+
{"epoch": 21, "train_loss": 0.10561553251743316, "train_loss_rL2": 0.10561553251743316, "train_lr": 8.915856286730023e-05}
|
| 22 |
+
{"epoch": 22, "train_loss": 0.10644735988974571, "train_loss_rL2": 0.10644735988974571, "train_lr": 9.676485829140108e-05}
|
| 23 |
+
{"epoch": 23, "train_loss": 0.10425649040937424, "train_loss_rL2": 0.10425649040937424, "train_lr": 0.00010467536892141665}
|
| 24 |
+
{"epoch": 24, "train_loss": 0.10317352053523064, "train_loss_rL2": 0.10317352053523064, "train_lr": 0.00011288228741387919}
|
| 25 |
+
{"epoch": 25, "train_loss": 0.10282242658734321, "train_loss_rL2": 0.10282242658734321, "train_lr": 0.00012137751388314524}
|
| 26 |
+
{"epoch": 26, "train_loss": 0.10313044115900993, "train_loss_rL2": 0.10313044115900993, "train_lr": 0.00013015266389564465}
|
| 27 |
+
{"epoch": 27, "train_loss": 0.10207428854703904, "train_loss_rL2": 0.10207428854703904, "train_lr": 0.00013919907674496618}
|
| 28 |
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{"epoch": 28, "train_loss": 0.0999847508072853, "train_loss_rL2": 0.0999847508072853, "train_lr": 0.00014850782399961264}
|
| 29 |
+
{"epoch": 29, "train_loss": 0.09224182686209678, "train_loss_rL2": 0.09224182686209678, "train_lr": 0.0001580697183149899}
|
| 30 |
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{"epoch": 30, "train_loss": 0.08866616615653038, "train_loss_rL2": 0.08866616615653038, "train_lr": 0.0001678753225009322}
|
| 31 |
+
{"epoch": 31, "train_loss": 0.08701227600872517, "train_loss_rL2": 0.08701227600872517, "train_lr": 0.00017791495883581483}
|
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{"epoch": 499, "train_loss": 0.0032442282391712068, "train_loss_rL2": 0.0032442282391712068, "train_lr": 1.535598570700765e-07}
|
| 500 |
+
{"epoch": 500, "train_loss": 0.0032427373370155694, "train_loss_rL2": 0.0032427373370155694, "train_lr": 1.290380974583153e-07}
|
pretrained/MoNo-light/airfoil/para/arg.json
ADDED
|
@@ -0,0 +1,42 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"exp": "airfoil-mono-light-outdrop50",
|
| 3 |
+
"exp_root": "./outputs",
|
| 4 |
+
"seed": 0,
|
| 5 |
+
"dist_url": "env://",
|
| 6 |
+
"data_name": "airfoil",
|
| 7 |
+
"data_root": "./dataset",
|
| 8 |
+
"train_batch_size": 4,
|
| 9 |
+
"val_batch_size": 4,
|
| 10 |
+
"rollout_history": 10,
|
| 11 |
+
"airfrans_subsampling": 32000,
|
| 12 |
+
"airfrans_eval_subsampling": 32000,
|
| 13 |
+
"airfrans_sampling_mode": "random",
|
| 14 |
+
"airfrans_eval_sampling_mode": "random",
|
| 15 |
+
"airfrans_raw_root": null,
|
| 16 |
+
"model_name": "mono-light",
|
| 17 |
+
"normed_first_stage": true,
|
| 18 |
+
"out_droprate": 0.5,
|
| 19 |
+
"load_ckpt": null,
|
| 20 |
+
"strict_ckpt_load": false,
|
| 21 |
+
"freeze_loaded_params": false,
|
| 22 |
+
"loss_name": "rL2",
|
| 23 |
+
"loss_weight": "1",
|
| 24 |
+
"airfrans_surface_weight": 1.0,
|
| 25 |
+
"optimizer_name": "AdamW",
|
| 26 |
+
"lr": 0.0008,
|
| 27 |
+
"weight_decay": 5e-05,
|
| 28 |
+
"scheduler_name": "OneCycle",
|
| 29 |
+
"min_lr": 1e-05,
|
| 30 |
+
"warmup_epochs": 100,
|
| 31 |
+
"pct_start": 0.2,
|
| 32 |
+
"epoch": 500,
|
| 33 |
+
"log_print_interval_epoch": 1,
|
| 34 |
+
"model_save_interval_epoch": -1,
|
| 35 |
+
"grad_clip": 1000.0,
|
| 36 |
+
"n_train_vis": 4,
|
| 37 |
+
"rollout_autoreg_ratio": 0.0,
|
| 38 |
+
"output_dir": "./outputs/20260807_005842_airfoil-mono-light-outdrop50",
|
| 39 |
+
"rank": 0,
|
| 40 |
+
"gpu": 0,
|
| 41 |
+
"world_size": 1
|
| 42 |
+
}
|
pretrained/MoNo-light/airfoil/para/config.json
ADDED
|
@@ -0,0 +1,47 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"data": {
|
| 3 |
+
"name": "airfoil",
|
| 4 |
+
"type": "static",
|
| 5 |
+
"seed": 0,
|
| 6 |
+
"data_root": "./dataset",
|
| 7 |
+
"train_batch_size": 4,
|
| 8 |
+
"val_batch_size": 4,
|
| 9 |
+
"apply_norm": false,
|
| 10 |
+
"coords_condition": true,
|
| 11 |
+
"rollout_history": 10,
|
| 12 |
+
"airfrans_subsampling": 32000,
|
| 13 |
+
"airfrans_eval_subsampling": 32000,
|
| 14 |
+
"airfrans_sampling_mode": "random",
|
| 15 |
+
"airfrans_eval_sampling_mode": "random",
|
| 16 |
+
"airfrans_raw_root": null
|
| 17 |
+
},
|
| 18 |
+
"model": {
|
| 19 |
+
"name": "mono-light",
|
| 20 |
+
"normed_first_stage": true,
|
| 21 |
+
"out_droprate": 0.5,
|
| 22 |
+
"time_proj": false
|
| 23 |
+
},
|
| 24 |
+
"loss": {
|
| 25 |
+
"name": "rL2",
|
| 26 |
+
"weight": "1",
|
| 27 |
+
"airfrans_surface_weight": 1.0
|
| 28 |
+
},
|
| 29 |
+
"optimizer": {
|
| 30 |
+
"name": "AdamW",
|
| 31 |
+
"lr": 0.0008,
|
| 32 |
+
"weight_decay": 5e-05
|
| 33 |
+
},
|
| 34 |
+
"scheduler": {
|
| 35 |
+
"name": "OneCycle",
|
| 36 |
+
"div_factor": 80.0,
|
| 37 |
+
"final_div_factor": 80.0,
|
| 38 |
+
"pct_start": 0.2
|
| 39 |
+
},
|
| 40 |
+
"train": {
|
| 41 |
+
"epoch": 500,
|
| 42 |
+
"log_print_interval_epoch": 1,
|
| 43 |
+
"model_save_interval_epoch": 500,
|
| 44 |
+
"grad_clip": 1000.0,
|
| 45 |
+
"rollout_autoreg_ratio": 0.0
|
| 46 |
+
}
|
| 47 |
+
}
|
pretrained/MoNo-light/airfrans_angles/checkpoint/last.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4fdddbf9e7a90e71c4aef726b688320de069fbf64c4dd8ad6f4cb6fd5635c487
|
| 3 |
+
size 7031581
|
pretrained/MoNo-light/airfrans_angles/log/log.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pretrained/MoNo-light/airfrans_angles/para/arg.json
ADDED
|
@@ -0,0 +1,42 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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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 |
+
"exp": "airfrans_aoa-mono-light-outdrop50",
|
| 3 |
+
"exp_root": "./outputs",
|
| 4 |
+
"seed": 0,
|
| 5 |
+
"dist_url": "env://",
|
| 6 |
+
"data_name": "airfrans_aoa",
|
| 7 |
+
"data_root": "./dataset",
|
| 8 |
+
"train_batch_size": 4,
|
| 9 |
+
"val_batch_size": 4,
|
| 10 |
+
"rollout_history": 10,
|
| 11 |
+
"airfrans_subsampling": 32000,
|
| 12 |
+
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|
| 13 |
+
"airfrans_sampling_mode": "all_surface",
|
| 14 |
+
"airfrans_eval_sampling_mode": "all_surface",
|
| 15 |
+
"airfrans_raw_root": null,
|
| 16 |
+
"model_name": "mono-light",
|
| 17 |
+
"normed_first_stage": true,
|
| 18 |
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"out_droprate": 0.5,
|
| 19 |
+
"load_ckpt": null,
|
| 20 |
+
"strict_ckpt_load": false,
|
| 21 |
+
"freeze_loaded_params": false,
|
| 22 |
+
"loss_name": "rL2",
|
| 23 |
+
"loss_weight": "1",
|
| 24 |
+
"airfrans_surface_weight": 1.0,
|
| 25 |
+
"optimizer_name": "AdamW",
|
| 26 |
+
"lr": 0.0002,
|
| 27 |
+
"weight_decay": 5e-05,
|
| 28 |
+
"scheduler_name": "OneCycle",
|
| 29 |
+
"min_lr": 1e-05,
|
| 30 |
+
"warmup_epochs": 100,
|
| 31 |
+
"pct_start": 0.2,
|
| 32 |
+
"epoch": 1600,
|
| 33 |
+
"log_print_interval_epoch": 1,
|
| 34 |
+
"model_save_interval_epoch": -1,
|
| 35 |
+
"grad_clip": 1000.0,
|
| 36 |
+
"n_train_vis": 4,
|
| 37 |
+
"rollout_autoreg_ratio": 0.0,
|
| 38 |
+
"output_dir": "./outputs/20260807_182202_airfrans_aoa-mono-light-outdrop50",
|
| 39 |
+
"rank": 0,
|
| 40 |
+
"gpu": 0,
|
| 41 |
+
"world_size": 1
|
| 42 |
+
}
|
pretrained/MoNo-light/airfrans_angles/para/config.json
ADDED
|
@@ -0,0 +1,47 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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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 |
+
"data": {
|
| 3 |
+
"name": "airfrans_aoa",
|
| 4 |
+
"type": "airfrans",
|
| 5 |
+
"seed": 0,
|
| 6 |
+
"data_root": "./dataset",
|
| 7 |
+
"train_batch_size": 4,
|
| 8 |
+
"val_batch_size": 4,
|
| 9 |
+
"apply_norm": true,
|
| 10 |
+
"coords_condition": false,
|
| 11 |
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"rollout_history": 10,
|
| 12 |
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"airfrans_subsampling": 32000,
|
| 13 |
+
"airfrans_eval_subsampling": 32000,
|
| 14 |
+
"airfrans_sampling_mode": "all_surface",
|
| 15 |
+
"airfrans_eval_sampling_mode": "all_surface",
|
| 16 |
+
"airfrans_raw_root": null
|
| 17 |
+
},
|
| 18 |
+
"model": {
|
| 19 |
+
"name": "mono-light",
|
| 20 |
+
"normed_first_stage": true,
|
| 21 |
+
"out_droprate": 0.5,
|
| 22 |
+
"time_proj": false
|
| 23 |
+
},
|
| 24 |
+
"loss": {
|
| 25 |
+
"name": "rL2",
|
| 26 |
+
"weight": "1",
|
| 27 |
+
"airfrans_surface_weight": 1.0
|
| 28 |
+
},
|
| 29 |
+
"optimizer": {
|
| 30 |
+
"name": "AdamW",
|
| 31 |
+
"lr": 0.0002,
|
| 32 |
+
"weight_decay": 5e-05
|
| 33 |
+
},
|
| 34 |
+
"scheduler": {
|
| 35 |
+
"name": "OneCycle",
|
| 36 |
+
"div_factor": 20.0,
|
| 37 |
+
"final_div_factor": 20.0,
|
| 38 |
+
"pct_start": 0.0625
|
| 39 |
+
},
|
| 40 |
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"train": {
|
| 41 |
+
"epoch": 1600,
|
| 42 |
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"log_print_interval_epoch": 1,
|
| 43 |
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"model_save_interval_epoch": 1600,
|
| 44 |
+
"grad_clip": 1000.0,
|
| 45 |
+
"rollout_autoreg_ratio": 0.0
|
| 46 |
+
}
|
| 47 |
+
}
|
pretrained/MoNo-light/airfrans_full/checkpoint/last.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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| 3 |
+
size 7031581
|
pretrained/MoNo-light/airfrans_full/log/log.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pretrained/MoNo-light/airfrans_full/para/arg.json
ADDED
|
@@ -0,0 +1,42 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"exp": "airfrans_full-mono-light-outdrop50",
|
| 3 |
+
"exp_root": "./outputs",
|
| 4 |
+
"seed": 0,
|
| 5 |
+
"dist_url": "env://",
|
| 6 |
+
"data_name": "airfrans_full",
|
| 7 |
+
"data_root": "./dataset",
|
| 8 |
+
"train_batch_size": 4,
|
| 9 |
+
"val_batch_size": 4,
|
| 10 |
+
"rollout_history": 10,
|
| 11 |
+
"airfrans_subsampling": 32000,
|
| 12 |
+
"airfrans_eval_subsampling": 32000,
|
| 13 |
+
"airfrans_sampling_mode": "all_surface",
|
| 14 |
+
"airfrans_eval_sampling_mode": "all_surface",
|
| 15 |
+
"airfrans_raw_root": null,
|
| 16 |
+
"model_name": "mono-light",
|
| 17 |
+
"normed_first_stage": true,
|
| 18 |
+
"out_droprate": 0.5,
|
| 19 |
+
"load_ckpt": null,
|
| 20 |
+
"strict_ckpt_load": false,
|
| 21 |
+
"freeze_loaded_params": false,
|
| 22 |
+
"loss_name": "rL2",
|
| 23 |
+
"loss_weight": "1",
|
| 24 |
+
"airfrans_surface_weight": 1.0,
|
| 25 |
+
"optimizer_name": "AdamW",
|
| 26 |
+
"lr": 0.0002,
|
| 27 |
+
"weight_decay": 5e-05,
|
| 28 |
+
"scheduler_name": "OneCycle",
|
| 29 |
+
"min_lr": 1e-05,
|
| 30 |
+
"warmup_epochs": 100,
|
| 31 |
+
"pct_start": 0.2,
|
| 32 |
+
"epoch": 1600,
|
| 33 |
+
"log_print_interval_epoch": 1,
|
| 34 |
+
"model_save_interval_epoch": -1,
|
| 35 |
+
"grad_clip": 1000.0,
|
| 36 |
+
"n_train_vis": 4,
|
| 37 |
+
"rollout_autoreg_ratio": 0.0,
|
| 38 |
+
"output_dir": "./outputs/20260807_084441_airfrans_full-mono-light-outdrop50",
|
| 39 |
+
"rank": 0,
|
| 40 |
+
"gpu": 0,
|
| 41 |
+
"world_size": 1
|
| 42 |
+
}
|
pretrained/MoNo-light/airfrans_full/para/config.json
ADDED
|
@@ -0,0 +1,47 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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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 |
+
"data": {
|
| 3 |
+
"name": "airfrans_full",
|
| 4 |
+
"type": "airfrans",
|
| 5 |
+
"seed": 0,
|
| 6 |
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"data_root": "./dataset",
|
| 7 |
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|
| 8 |
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"val_batch_size": 4,
|
| 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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"airfrans_sampling_mode": "all_surface",
|
| 15 |
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"airfrans_eval_sampling_mode": "all_surface",
|
| 16 |
+
"airfrans_raw_root": null
|
| 17 |
+
},
|
| 18 |
+
"model": {
|
| 19 |
+
"name": "mono-light",
|
| 20 |
+
"normed_first_stage": true,
|
| 21 |
+
"out_droprate": 0.5,
|
| 22 |
+
"time_proj": false
|
| 23 |
+
},
|
| 24 |
+
"loss": {
|
| 25 |
+
"name": "rL2",
|
| 26 |
+
"weight": "1",
|
| 27 |
+
"airfrans_surface_weight": 1.0
|
| 28 |
+
},
|
| 29 |
+
"optimizer": {
|
| 30 |
+
"name": "AdamW",
|
| 31 |
+
"lr": 0.0002,
|
| 32 |
+
"weight_decay": 5e-05
|
| 33 |
+
},
|
| 34 |
+
"scheduler": {
|
| 35 |
+
"name": "OneCycle",
|
| 36 |
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"div_factor": 20.0,
|
| 37 |
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"final_div_factor": 20.0,
|
| 38 |
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|
| 39 |
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|
| 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 |
+
}
|
| 47 |
+
}
|
pretrained/MoNo-light/airfrans_reynolds/checkpoint/last.pt
ADDED
|
@@ -0,0 +1,3 @@
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|
|
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|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a9fdf2b63d29bce97793924d88884b3dd9eec616a5e1b50df03e0b4842160028
|
| 3 |
+
size 7031581
|
pretrained/MoNo-light/airfrans_reynolds/log/log.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pretrained/MoNo-light/airfrans_reynolds/para/arg.json
ADDED
|
@@ -0,0 +1,42 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
+
{
|
| 2 |
+
"exp": "airfrans_reynolds-mono-light-outdrop50",
|
| 3 |
+
"exp_root": "./outputs",
|
| 4 |
+
"seed": 0,
|
| 5 |
+
"dist_url": "env://",
|
| 6 |
+
"data_name": "airfrans_reynolds",
|
| 7 |
+
"data_root": "./dataset",
|
| 8 |
+
"train_batch_size": 4,
|
| 9 |
+
"val_batch_size": 4,
|
| 10 |
+
"rollout_history": 10,
|
| 11 |
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"airfrans_subsampling": 32000,
|
| 12 |
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"airfrans_eval_subsampling": 32000,
|
| 13 |
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"airfrans_sampling_mode": "all_surface",
|
| 14 |
+
"airfrans_eval_sampling_mode": "all_surface",
|
| 15 |
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"airfrans_raw_root": null,
|
| 16 |
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"model_name": "mono-light",
|
| 17 |
+
"normed_first_stage": true,
|
| 18 |
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"out_droprate": 0.5,
|
| 19 |
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"load_ckpt": null,
|
| 20 |
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"strict_ckpt_load": false,
|
| 21 |
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"freeze_loaded_params": false,
|
| 22 |
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"loss_name": "rL2",
|
| 23 |
+
"loss_weight": "1",
|
| 24 |
+
"airfrans_surface_weight": 1.0,
|
| 25 |
+
"optimizer_name": "AdamW",
|
| 26 |
+
"lr": 0.0002,
|
| 27 |
+
"weight_decay": 5e-05,
|
| 28 |
+
"scheduler_name": "OneCycle",
|
| 29 |
+
"min_lr": 1e-05,
|
| 30 |
+
"warmup_epochs": 100,
|
| 31 |
+
"pct_start": 0.2,
|
| 32 |
+
"epoch": 1600,
|
| 33 |
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"log_print_interval_epoch": 1,
|
| 34 |
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"model_save_interval_epoch": -1,
|
| 35 |
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"grad_clip": 1000.0,
|
| 36 |
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"n_train_vis": 4,
|
| 37 |
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"rollout_autoreg_ratio": 0.0,
|
| 38 |
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"output_dir": "./outputs/20260807_174010_airfrans_reynolds-mono-light-outdrop50",
|
| 39 |
+
"rank": 0,
|
| 40 |
+
"gpu": 0,
|
| 41 |
+
"world_size": 1
|
| 42 |
+
}
|
pretrained/MoNo-light/airfrans_reynolds/para/config.json
ADDED
|
@@ -0,0 +1,47 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"data": {
|
| 3 |
+
"name": "airfrans_reynolds",
|
| 4 |
+
"type": "airfrans",
|
| 5 |
+
"seed": 0,
|
| 6 |
+
"data_root": "./dataset",
|
| 7 |
+
"train_batch_size": 4,
|
| 8 |
+
"val_batch_size": 4,
|
| 9 |
+
"apply_norm": true,
|
| 10 |
+
"coords_condition": false,
|
| 11 |
+
"rollout_history": 10,
|
| 12 |
+
"airfrans_subsampling": 32000,
|
| 13 |
+
"airfrans_eval_subsampling": 32000,
|
| 14 |
+
"airfrans_sampling_mode": "all_surface",
|
| 15 |
+
"airfrans_eval_sampling_mode": "all_surface",
|
| 16 |
+
"airfrans_raw_root": null
|
| 17 |
+
},
|
| 18 |
+
"model": {
|
| 19 |
+
"name": "mono-light",
|
| 20 |
+
"normed_first_stage": true,
|
| 21 |
+
"out_droprate": 0.5,
|
| 22 |
+
"time_proj": false
|
| 23 |
+
},
|
| 24 |
+
"loss": {
|
| 25 |
+
"name": "rL2",
|
| 26 |
+
"weight": "1",
|
| 27 |
+
"airfrans_surface_weight": 1.0
|
| 28 |
+
},
|
| 29 |
+
"optimizer": {
|
| 30 |
+
"name": "AdamW",
|
| 31 |
+
"lr": 0.0002,
|
| 32 |
+
"weight_decay": 5e-05
|
| 33 |
+
},
|
| 34 |
+
"scheduler": {
|
| 35 |
+
"name": "OneCycle",
|
| 36 |
+
"div_factor": 20.0,
|
| 37 |
+
"final_div_factor": 20.0,
|
| 38 |
+
"pct_start": 0.0625
|
| 39 |
+
},
|
| 40 |
+
"train": {
|
| 41 |
+
"epoch": 1600,
|
| 42 |
+
"log_print_interval_epoch": 1,
|
| 43 |
+
"model_save_interval_epoch": 1600,
|
| 44 |
+
"grad_clip": 1000.0,
|
| 45 |
+
"rollout_autoreg_ratio": 0.0
|
| 46 |
+
}
|
| 47 |
+
}
|
pretrained/MoNo-light/darcy141/checkpoint/last.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
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|
| 3 |
+
size 7030599
|
pretrained/MoNo-light/darcy141/log/log.txt
ADDED
|
@@ -0,0 +1,500 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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pretrained/MoNo-light/darcy141/para/arg.json
ADDED
|
@@ -0,0 +1,42 @@
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{
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|
pretrained/MoNo-light/darcy141/para/config.json
ADDED
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@@ -0,0 +1,47 @@
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pretrained/MoNo-light/darcy211/checkpoint/last.pt
ADDED
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pretrained/MoNo-light/darcy211/log/log.txt
ADDED
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| 1 |
+
{"epoch": 1, "train_loss": 0.5551252520084381, "train_loss_rL2": 0.5551252520084381, "train_lr": 1.0115013272115114e-05}
|
| 2 |
+
{"epoch": 2, "train_loss": 0.5537124457359314, "train_loss_rL2": 0.5537124457359314, "train_lr": 1.0802207591642177e-05}
|
| 3 |
+
{"epoch": 3, "train_loss": 0.5351843686103821, "train_loss_rL2": 0.5351843686103821, "train_lr": 1.2174546126694056e-05}
|
| 4 |
+
{"epoch": 4, "train_loss": 0.4074648733139038, "train_loss_rL2": 0.4074648733139038, "train_lr": 1.4230674436476967e-05}
|
| 5 |
+
{"epoch": 5, "train_loss": 0.2636509138941765, "train_loss_rL2": 0.2636509138941765, "train_lr": 1.6968563208260073e-05}
|
| 6 |
+
{"epoch": 6, "train_loss": 0.25198279136419294, "train_loss_rL2": 0.25198279136419294, "train_lr": 2.0385510260222484e-05}
|
| 7 |
+
{"epoch": 7, "train_loss": 0.23585147720575333, "train_loss_rL2": 0.23585147720575333, "train_lr": 2.4478143208393845e-05}
|
| 8 |
+
{"epoch": 8, "train_loss": 0.2213938243985176, "train_loss_rL2": 0.2213938243985176, "train_lr": 2.924242279505624e-05}
|
| 9 |
+
{"epoch": 9, "train_loss": 0.2174692240357399, "train_loss_rL2": 0.2174692240357399, "train_lr": 3.467364687532302e-05}
|
| 10 |
+
{"epoch": 10, "train_loss": 0.2134082772731781, "train_loss_rL2": 0.2134082772731781, "train_lr": 4.076645505795906e-05}
|
| 11 |
+
{"epoch": 11, "train_loss": 0.20849287128448488, "train_loss_rL2": 0.20849287128448488, "train_lr": 4.751483399586321e-05}
|
| 12 |
+
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|
| 13 |
+
{"epoch": 13, "train_loss": 0.15196539449691773, "train_loss_rL2": 0.15196539449691773, "train_lr": 6.295102221785699e-05}
|
| 14 |
+
{"epoch": 14, "train_loss": 0.122892288595438, "train_loss_rL2": 0.122892288595438, "train_lr": 7.16235966291399e-05}
|
| 15 |
+
{"epoch": 15, "train_loss": 0.09411062338948249, "train_loss_rL2": 0.09411062338948249, "train_lr": 8.092128708626021e-05}
|
| 16 |
+
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|
| 17 |
+
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|
| 18 |
+
{"epoch": 18, "train_loss": 0.07795005719363689, "train_loss_rL2": 0.07795005719363689, "train_lr": 0.00011247026053609561}
|
| 19 |
+
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|
| 20 |
+
{"epoch": 20, "train_loss": 0.07401622384786606, "train_loss_rL2": 0.07401622384786606, "train_lr": 0.00013644423512074684}
|
| 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 |
+
{"epoch": 26, "train_loss": 0.05991974088549614, "train_loss_rL2": 0.05991974088549614, "train_lr": 0.00022140785166448873}
|
| 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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|
| 36 |
+
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|
| 37 |
+
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|
| 38 |
+
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|
| 39 |
+
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|
| 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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{"epoch": 44, "train_loss": 0.045525237441062925, "train_loss_rL2": 0.045525237441062925, "train_lr": 0.0005641485894828256}
|
| 45 |
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{"epoch": 45, "train_loss": 0.040378817819058895, "train_loss_rL2": 0.040378817819058895, "train_lr": 0.0005855954939815307}
|
| 46 |
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|
| 47 |
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|
| 48 |
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{"epoch": 48, "train_loss": 0.04064737515896559, "train_loss_rL2": 0.04064737515896559, "train_lr": 0.0006505580616877306}
|
| 49 |
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|
| 50 |
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{"epoch": 50, "train_loss": 0.0392304609566927, "train_loss_rL2": 0.0392304609566927, "train_lr": 0.0006941707522791836}
|
| 51 |
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|
| 52 |
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{"epoch": 52, "train_loss": 0.041037859186530114, "train_loss_rL2": 0.041037859186530114, "train_lr": 0.0007378261843821065}
|
| 53 |
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{"epoch": 53, "train_loss": 0.03944227216392755, "train_loss_rL2": 0.03944227216392755, "train_lr": 0.0007596160721671195}
|
| 54 |
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{"epoch": 54, "train_loss": 0.03904001681506634, "train_loss_rL2": 0.03904001681506634, "train_lr": 0.0007813520561709215}
|
| 55 |
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{"epoch": 55, "train_loss": 0.03784681168198586, "train_loss_rL2": 0.03784681168198586, "train_lr": 0.0008030126838854903}
|
| 56 |
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|
| 57 |
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|
| 58 |
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|
| 59 |
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{"epoch": 59, "train_loss": 0.03932976581901312, "train_loss_rL2": 0.03932976581901312, "train_lr": 0.0008884756271693749}
|
| 60 |
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{"epoch": 60, "train_loss": 0.034625227130949496, "train_loss_rL2": 0.034625227130949496, "train_lr": 0.0009094410252429052}
|
| 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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|
| 78 |
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|
| 79 |
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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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|
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pretrained/MoNo-light/darcy211/para/arg.json
ADDED
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{
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pretrained/MoNo-light/darcy211/para/config.json
ADDED
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pretrained/MoNo-light/darcy85/checkpoint/last.pt
ADDED
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pretrained/MoNo-light/darcy85/log/log.txt
ADDED
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|
| 1 |
+
{"epoch": 1, "train_loss": 0.5640308432579041, "train_loss_rL2": 0.5640308432579041, "train_lr": 1.0081915927621568e-05}
|
| 2 |
+
{"epoch": 2, "train_loss": 0.5626360216140747, "train_loss_rL2": 0.5626360216140747, "train_lr": 1.0571356486133658e-05}
|
| 3 |
+
{"epoch": 3, "train_loss": 0.5455784692764282, "train_loss_rL2": 0.5455784692764282, "train_lr": 1.1548777457141819e-05}
|
| 4 |
+
{"epoch": 4, "train_loss": 0.43259255957603454, "train_loss_rL2": 0.43259255957603454, "train_lr": 1.3013214166987203e-05}
|
| 5 |
+
{"epoch": 5, "train_loss": 0.27035270500183106, "train_loss_rL2": 0.27035270500183106, "train_lr": 1.496322127782551e-05}
|
| 6 |
+
{"epoch": 6, "train_loss": 0.25649669259786606, "train_loss_rL2": 0.25649669259786606, "train_lr": 1.7396874214115308e-05}
|
| 7 |
+
{"epoch": 7, "train_loss": 0.24530425041913986, "train_loss_rL2": 0.24530425041913986, "train_lr": 2.0311771062093463e-05}
|
| 8 |
+
{"epoch": 8, "train_loss": 0.22948767524957656, "train_loss_rL2": 0.22948767524957656, "train_lr": 2.3705034940363798e-05}
|
| 9 |
+
{"epoch": 9, "train_loss": 0.220651113986969, "train_loss_rL2": 0.220651113986969, "train_lr": 2.7573316839258834e-05}
|
| 10 |
+
{"epoch": 10, "train_loss": 0.21682720625400542, "train_loss_rL2": 0.21682720625400542, "train_lr": 3.1912798926172284e-05}
|
| 11 |
+
{"epoch": 11, "train_loss": 0.21330206590890885, "train_loss_rL2": 0.21330206590890885, "train_lr": 3.6719198313600424e-05}
|
| 12 |
+
{"epoch": 12, "train_loss": 0.20931992781162262, "train_loss_rL2": 0.20931992781162262, "train_lr": 4.198777128617313e-05}
|
| 13 |
+
{"epoch": 13, "train_loss": 0.1939928013086319, "train_loss_rL2": 0.1939928013086319, "train_lr": 4.7713317982502466e-05}
|
| 14 |
+
{"epoch": 14, "train_loss": 0.16043599665164948, "train_loss_rL2": 0.16043599665164948, "train_lr": 5.38901875272291e-05}
|
| 15 |
+
{"epoch": 15, "train_loss": 0.13819915461540222, "train_loss_rL2": 0.13819915461540222, "train_lr": 6.051228360819979e-05}
|
| 16 |
+
{"epoch": 16, "train_loss": 0.10801457685232163, "train_loss_rL2": 0.10801457685232163, "train_lr": 6.757307049327277e-05}
|
| 17 |
+
{"epoch": 17, "train_loss": 0.09007486948370934, "train_loss_rL2": 0.09007486948370934, "train_lr": 7.50655794808125e-05}
|
| 18 |
+
{"epoch": 18, "train_loss": 0.08642324367165566, "train_loss_rL2": 0.08642324367165566, "train_lr": 8.298241577750696e-05}
|
| 19 |
+
{"epoch": 19, "train_loss": 0.08229259489476681, "train_loss_rL2": 0.08229259489476681, "train_lr": 9.13157657967194e-05}
|
| 20 |
+
{"epoch": 20, "train_loss": 0.0783673571050167, "train_loss_rL2": 0.0783673571050167, "train_lr": 0.00010005740487017228}
|
| 21 |
+
{"epoch": 21, "train_loss": 0.07481352597475052, "train_loss_rL2": 0.07481352597475052, "train_lr": 0.0001091987053653509}
|
| 22 |
+
{"epoch": 22, "train_loss": 0.07574721413850784, "train_loss_rL2": 0.07574721413850784, "train_lr": 0.00011873064520061651}
|
| 23 |
+
{"epoch": 23, "train_loss": 0.07191754215955734, "train_loss_rL2": 0.07191754215955734, "train_lr": 0.00012864381674962345}
|
| 24 |
+
{"epoch": 24, "train_loss": 0.06954675559699536, "train_loss_rL2": 0.06954675559699536, "train_lr": 0.00013892843612625368}
|
| 25 |
+
{"epoch": 25, "train_loss": 0.06535379238426685, "train_loss_rL2": 0.06535379238426685, "train_lr": 0.00014957435284090358}
|
| 26 |
+
{"epoch": 26, "train_loss": 0.06642305597662926, "train_loss_rL2": 0.06642305597662926, "train_lr": 0.00016057105981859263}
|
| 27 |
+
{"epoch": 27, "train_loss": 0.06160467882454395, "train_loss_rL2": 0.06160467882454395, "train_lr": 0.00017190770376900822}
|
| 28 |
+
{"epoch": 28, "train_loss": 0.06155998846888542, "train_loss_rL2": 0.06155998846888542, "train_lr": 0.00018357309589824873}
|
| 29 |
+
{"epoch": 29, "train_loss": 0.05793207654356956, "train_loss_rL2": 0.05793207654356956, "train_lr": 0.00019555572295169637}
|
| 30 |
+
{"epoch": 30, "train_loss": 0.05507950474321842, "train_loss_rL2": 0.05507950474321842, "train_lr": 0.00020784375857711785}
|
| 31 |
+
{"epoch": 31, "train_loss": 0.053557669192552566, "train_loss_rL2": 0.053557669192552566, "train_lr": 0.00022042507499678057}
|
| 32 |
+
{"epoch": 32, "train_loss": 0.05359944634139538, "train_loss_rL2": 0.05359944634139538, "train_lr": 0.0002332872549770617}
|
| 33 |
+
{"epoch": 33, "train_loss": 0.052160904727876184, "train_loss_rL2": 0.052160904727876184, "train_lr": 0.00024641760408374}
|
| 34 |
+
{"epoch": 34, "train_loss": 0.05092387311160564, "train_loss_rL2": 0.05092387311160564, "train_lr": 0.00025980316321087057}
|
| 35 |
+
{"epoch": 35, "train_loss": 0.05113476897776127, "train_loss_rL2": 0.05113476897776127, "train_lr": 0.00027343072137088264}
|
| 36 |
+
{"epoch": 36, "train_loss": 0.04852167402207851, "train_loss_rL2": 0.04852167402207851, "train_lr": 0.0002872868287332703}
|
| 37 |
+
{"epoch": 37, "train_loss": 0.04929756341874599, "train_loss_rL2": 0.04929756341874599, "train_lr": 0.0003013578098990149}
|
| 38 |
+
{"epoch": 38, "train_loss": 0.0486488419175148, "train_loss_rL2": 0.0486488419175148, "train_lr": 0.00031562977739763265}
|
| 39 |
+
{"epoch": 39, "train_loss": 0.04657667726278305, "train_loss_rL2": 0.04657667726278305, "train_lr": 0.0003300886453935258}
|
| 40 |
+
{"epoch": 40, "train_loss": 0.046820230469107625, "train_loss_rL2": 0.046820230469107625, "train_lr": 0.00034472014358811543}
|
| 41 |
+
{"epoch": 41, "train_loss": 0.046539102606475355, "train_loss_rL2": 0.046539102606475355, "train_lr": 0.00035950983130403027}
|
| 42 |
+
{"epoch": 42, "train_loss": 0.04565614005178213, "train_loss_rL2": 0.04565614005178213, "train_lr": 0.0003744431117374494}
|
| 43 |
+
{"epoch": 43, "train_loss": 0.04417403882741928, "train_loss_rL2": 0.04417403882741928, "train_lr": 0.00038950524636454124}
|
| 44 |
+
{"epoch": 44, "train_loss": 0.04389098609983921, "train_loss_rL2": 0.04389098609983921, "train_lr": 0.00040468136948776807}
|
| 45 |
+
{"epoch": 45, "train_loss": 0.042680234737694264, "train_loss_rL2": 0.042680234737694264, "train_lr": 0.0004199565029077091}
|
| 46 |
+
{"epoch": 46, "train_loss": 0.042732572570443154, "train_loss_rL2": 0.042732572570443154, "train_lr": 0.00043531557070591826}
|
| 47 |
+
{"epoch": 47, "train_loss": 0.04134166079759598, "train_loss_rL2": 0.04134166079759598, "train_lr": 0.00045074341412422426}
|
| 48 |
+
{"epoch": 48, "train_loss": 0.04074903903901577, "train_loss_rL2": 0.04074903903901577, "train_lr": 0.0004662248065257941}
|
| 49 |
+
{"epoch": 49, "train_loss": 0.04027374402433634, "train_loss_rL2": 0.04027374402433634, "train_lr": 0.00048174446842318277}
|
| 50 |
+
{"epoch": 50, "train_loss": 0.03847073187679052, "train_loss_rL2": 0.03847073187679052, "train_lr": 0.0004972870825585553}
|
| 51 |
+
{"epoch": 51, "train_loss": 0.04068916061520576, "train_loss_rL2": 0.04068916061520576, "train_lr": 0.0005128373090211744}
|
| 52 |
+
{"epoch": 52, "train_loss": 0.04098181277513504, "train_loss_rL2": 0.04098181277513504, "train_lr": 0.0005283798003872553}
|
| 53 |
+
{"epoch": 53, "train_loss": 0.0394317849650979, "train_loss_rL2": 0.0394317849650979, "train_lr": 0.0005438992168672291}
|
| 54 |
+
{"epoch": 54, "train_loss": 0.03846881119161844, "train_loss_rL2": 0.03846881119161844, "train_lr": 0.0005593802414454761}
|
| 55 |
+
{"epoch": 55, "train_loss": 0.037763010568916795, "train_loss_rL2": 0.037763010568916795, "train_lr": 0.0005748075949975792}
|
| 56 |
+
{"epoch": 56, "train_loss": 0.038913946382701396, "train_loss_rL2": 0.038913946382701396, "train_lr": 0.000590166051370183}
|
| 57 |
+
{"epoch": 57, "train_loss": 0.037913646802306175, "train_loss_rL2": 0.037913646802306175, "train_lr": 0.0006054404524085666}
|
| 58 |
+
{"epoch": 58, "train_loss": 0.03603209004551172, "train_loss_rL2": 0.03603209004551172, "train_lr": 0.0006206157229171137}
|
| 59 |
+
{"epoch": 59, "train_loss": 0.039758149325847626, "train_loss_rL2": 0.039758149325847626, "train_lr": 0.0006356768855379}
|
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pretrained/MoNo-light/darcy85/para/arg.json
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{
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pretrained/MoNo-light/darcy85/para/config.json
ADDED
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|
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|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"data": {
|
| 3 |
+
"name": "darcy_85",
|
| 4 |
+
"type": "static",
|
| 5 |
+
"seed": 0,
|
| 6 |
+
"data_root": "./dataset",
|
| 7 |
+
"train_batch_size": 4,
|
| 8 |
+
"val_batch_size": 4,
|
| 9 |
+
"apply_norm": true,
|
| 10 |
+
"coords_condition": true,
|
| 11 |
+
"rollout_history": 10,
|
| 12 |
+
"airfrans_subsampling": 32000,
|
| 13 |
+
"airfrans_eval_subsampling": 32000,
|
| 14 |
+
"airfrans_sampling_mode": "all_surface",
|
| 15 |
+
"airfrans_eval_sampling_mode": "all_surface",
|
| 16 |
+
"airfrans_raw_root": null
|
| 17 |
+
},
|
| 18 |
+
"model": {
|
| 19 |
+
"name": "mono-light",
|
| 20 |
+
"normed_first_stage": false,
|
| 21 |
+
"out_droprate": 0.5,
|
| 22 |
+
"time_proj": false
|
| 23 |
+
},
|
| 24 |
+
"loss": {
|
| 25 |
+
"name": "rL2",
|
| 26 |
+
"weight": "1",
|
| 27 |
+
"airfrans_surface_weight": 1.0
|
| 28 |
+
},
|
| 29 |
+
"optimizer": {
|
| 30 |
+
"name": "AdamW",
|
| 31 |
+
"lr": 0.001,
|
| 32 |
+
"weight_decay": 5e-05
|
| 33 |
+
},
|
| 34 |
+
"scheduler": {
|
| 35 |
+
"name": "OneCycle",
|
| 36 |
+
"div_factor": 100.0,
|
| 37 |
+
"final_div_factor": 100.0,
|
| 38 |
+
"pct_start": 0.2
|
| 39 |
+
},
|
| 40 |
+
"train": {
|
| 41 |
+
"epoch": 500,
|
| 42 |
+
"log_print_interval_epoch": 1,
|
| 43 |
+
"model_save_interval_epoch": 500,
|
| 44 |
+
"grad_clip": 1000.0,
|
| 45 |
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"rollout_autoreg_ratio": 0.0
|
| 46 |
+
}
|
| 47 |
+
}
|
pretrained/MoNo-light/elasticity/checkpoint/last.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8e0de73711d0ebd177a7b400401e13c40cdbbf97f20c334009d0923f72584b59
|
| 3 |
+
size 7028231
|
pretrained/MoNo-light/elasticity/log/log.txt
ADDED
|
@@ -0,0 +1,500 @@
|
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|
|
|
|
| 1 |
+
{"epoch": 1, "train_loss": 0.5566496064662934, "train_loss_rL2": 0.5566496064662934, "train_lr": 1.0065367255374782e-05}
|
| 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 |
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| 19 |
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|
| 20 |
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{"epoch": 20, "train_loss": 0.3221270011663437, "train_loss_rL2": 0.3221270011663437, "train_lr": 8.1863989744885e-05}
|
| 21 |
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{"epoch": 21, "train_loss": 0.31333331966400146, "train_loss_rL2": 0.31333331966400146, "train_lr": 8.915856286730023e-05}
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| 22 |
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{"epoch": 22, "train_loss": 0.3093919559717178, "train_loss_rL2": 0.3093919559717178, "train_lr": 9.676485829140108e-05}
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| 23 |
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|
| 24 |
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|
| 25 |
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| 26 |
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{"epoch": 26, "train_loss": 0.2875233552455902, "train_loss_rL2": 0.2875233552455902, "train_lr": 0.00013015266389564465}
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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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pretrained/MoNo-light/elasticity/para/arg.json
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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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"exp": "elasticity-mono-light",
|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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"data_name": "elasticity",
|
| 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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|
| 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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|
| 38 |
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|
| 39 |
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|
| 40 |
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"gpu": 0,
|
| 41 |
+
"world_size": 1
|
| 42 |
+
}
|
pretrained/MoNo-light/elasticity/para/config.json
ADDED
|
@@ -0,0 +1,47 @@
|
|
|
|
|
|
|
|
|
|
|
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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 |
+
"data": {
|
| 3 |
+
"name": "elasticity",
|
| 4 |
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"type": "static",
|
| 5 |
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|
| 6 |
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"data_root": "./dataset",
|
| 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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"model": {
|
| 19 |
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"name": "mono-light",
|
| 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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"loss": {
|
| 25 |
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"name": "rL2",
|
| 26 |
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"weight": "1",
|
| 27 |
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"airfrans_surface_weight": 1.0
|
| 28 |
+
},
|
| 29 |
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"optimizer": {
|
| 30 |
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"name": "AdamW",
|
| 31 |
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"lr": 0.0008,
|
| 32 |
+
"weight_decay": 5e-05
|
| 33 |
+
},
|
| 34 |
+
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|
| 35 |
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"name": "OneCycle",
|
| 36 |
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"div_factor": 80.0,
|
| 37 |
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"final_div_factor": 80.0,
|
| 38 |
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"pct_start": 0.2
|
| 39 |
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|
| 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 |
+
}
|
| 47 |
+
}
|
pretrained/MoNo-light/ns2d/checkpoint/last.pt
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 7032071
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pretrained/MoNo-light/ns2d/log/log.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pretrained/MoNo-light/ns2d/para/arg.json
ADDED
|
@@ -0,0 +1,42 @@
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|
|
|
|
|
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|
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| 1 |
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{
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| 2 |
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"exp": "ns2d-mono-light-outdrop50",
|
| 3 |
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|
| 4 |
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|
| 5 |
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"dist_url": "env://",
|
| 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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"airfrans_surface_weight": 1.0,
|
| 25 |
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"optimizer_name": "AdamW",
|
| 26 |
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"lr": 0.0008,
|
| 27 |
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"weight_decay": 5e-05,
|
| 28 |
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"scheduler_name": "OneCycle",
|
| 29 |
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"min_lr": 1e-05,
|
| 30 |
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"warmup_epochs": 100,
|
| 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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|
| 36 |
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|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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"gpu": 0,
|
| 41 |
+
"world_size": 1
|
| 42 |
+
}
|
pretrained/MoNo-light/ns2d/para/config.json
ADDED
|
@@ -0,0 +1,47 @@
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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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|
| 3 |
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|
| 4 |
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|
| 5 |
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|
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|
| 9 |
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|
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|
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| 15 |
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|
| 16 |
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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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"weight": "1",
|
| 27 |
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|
| 28 |
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},
|
| 29 |
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|
| 30 |
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"name": "AdamW",
|
| 31 |
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"lr": 0.0008,
|
| 32 |
+
"weight_decay": 5e-05
|
| 33 |
+
},
|
| 34 |
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|
| 35 |
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"name": "OneCycle",
|
| 36 |
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|
| 37 |
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|
| 38 |
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"pct_start": 0.2
|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
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|
| 45 |
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|
| 46 |
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|
| 47 |
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|
pretrained/MoNo-light/pipe/checkpoint/last.pt
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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| 3 |
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size 7028999
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pretrained/MoNo-light/pipe/log/log.txt
ADDED
|
@@ -0,0 +1,500 @@
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| 1 |
+
{"epoch": 1, "train_loss": 0.5050417627096176, "train_loss_rL2": 0.5050417627096176, "train_lr": 1.0065367255374782e-05}
|
| 2 |
+
{"epoch": 2, "train_loss": 0.44132009530067445, "train_loss_rL2": 0.44132009530067445, "train_lr": 1.0455930933379386e-05}
|
| 3 |
+
{"epoch": 3, "train_loss": 0.43187867069244384, "train_loss_rL2": 0.43187867069244384, "train_lr": 1.1235893122365701e-05}
|
| 4 |
+
{"epoch": 4, "train_loss": 0.3092961041927338, "train_loss_rL2": 0.3092961041927338, "train_lr": 1.2404484032242317e-05}
|
| 5 |
+
{"epoch": 5, "train_loss": 0.20885382503271102, "train_loss_rL2": 0.20885382503271102, "train_lr": 1.3960550312608248e-05}
|
| 6 |
+
{"epoch": 6, "train_loss": 0.1808646747469902, "train_loss_rL2": 0.1808646747469902, "train_lr": 1.5902556191061704e-05}
|
| 7 |
+
{"epoch": 7, "train_loss": 0.17416440877318382, "train_loss_rL2": 0.17416440877318382, "train_lr": 1.8228584988943255e-05}
|
| 8 |
+
{"epoch": 8, "train_loss": 0.17069505602121354, "train_loss_rL2": 0.17069505602121354, "train_lr": 2.0936341013017592e-05}
|
| 9 |
+
{"epoch": 9, "train_loss": 0.16767920508980752, "train_loss_rL2": 0.16767920508980752, "train_lr": 2.4023151821226757e-05}
|
| 10 |
+
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|
| 11 |
+
{"epoch": 11, "train_loss": 0.164849105656147, "train_loss_rL2": 0.164849105656147, "train_lr": 3.132138047246907e-05}
|
| 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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|
| 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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|
| 36 |
+
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|
| 37 |
+
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|
| 38 |
+
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|
| 39 |
+
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|
| 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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{"epoch": 45, "train_loss": 0.16174807471036912, "train_loss_rL2": 0.16174807471036912, "train_lr": 0.00033713700737079814}
|
| 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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|
| 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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| 71 |
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| 72 |
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| 73 |
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| 74 |
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| 76 |
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| 77 |
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| 78 |
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| 79 |
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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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|
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pretrained/MoNo-light/pipe/para/arg.json
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pretrained/MoNo-light/pipe/para/config.json
ADDED
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pretrained/MoNo-light/plasticity/checkpoint/last.pt
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ADDED
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|
| 1 |
+
{"epoch": 1, "train_loss": 0.20355316836919105, "train_loss_rL2": 0.2052884018048644, "train_loss_step": 0.20355316836919105, "train_lr": 1.006584499458441e-05}
|
| 2 |
+
{"epoch": 2, "train_loss": 0.15043660705643042, "train_loss_rL2": 0.15075634260262763, "train_loss_step": 0.15043660705643042, "train_lr": 1.045734107565481e-05}
|
| 3 |
+
{"epoch": 3, "train_loss": 0.06441134066387479, "train_loss_rL2": 0.06592017886162337, "train_loss_step": 0.06441134066387479, "train_lr": 1.1238206603590288e-05}
|
| 4 |
+
{"epoch": 4, "train_loss": 0.029981588911531225, "train_loss_rL2": 0.029557349293359687, "train_loss_step": 0.029981588911531225, "train_lr": 1.2407670951509788e-05}
|
| 5 |
+
{"epoch": 5, "train_loss": 0.025726314975015287, "train_loss_rL2": 0.026613151571447297, "train_loss_step": 0.025726314975015287, "train_lr": 1.3964579988989218e-05}
|
| 6 |
+
{"epoch": 6, "train_loss": 0.025243518291972578, "train_loss_rL2": 0.024544324576189474, "train_loss_step": 0.025243518291972578, "train_lr": 1.5907397221058904e-05}
|
| 7 |
+
{"epoch": 7, "train_loss": 0.02263717823162941, "train_loss_rL2": 0.023414908193184862, "train_loss_step": 0.02263717823162941, "train_lr": 1.8234205304552298e-05}
|
| 8 |
+
{"epoch": 8, "train_loss": 0.021951983009265468, "train_loss_rL2": 0.022883354370216175, "train_loss_step": 0.021951983009265468, "train_lr": 2.0942707940309e-05}
|
| 9 |
+
{"epoch": 9, "train_loss": 0.021395688244540776, "train_loss_rL2": 0.022121276506888016, "train_loss_step": 0.021395688244540776, "train_lr": 2.4030232139365018e-05}
|
| 10 |
+
{"epoch": 10, "train_loss": 0.020497437441788082, "train_loss_rL2": 0.021228857704305222, "train_loss_step": 0.020497437441788082, "train_lr": 2.7493730860893797e-05}
|
| 11 |
+
{"epoch": 11, "train_loss": 0.02037666165103604, "train_loss_rL2": 0.020951326271252974, "train_loss_step": 0.02037666165103604, "train_lr": 3.13297860192944e-05}
|
| 12 |
+
{"epoch": 12, "train_loss": 0.019134946175784404, "train_loss_rL2": 0.020113025026928102, "train_loss_step": 0.019134946175784404, "train_lr": 3.553461185745952e-05}
|
| 13 |
+
{"epoch": 13, "train_loss": 0.018737555556331893, "train_loss_rL2": 0.019226874141687795, "train_loss_step": 0.018737555556331893, "train_lr": 4.010405868289395e-05}
|
| 14 |
+
{"epoch": 14, "train_loss": 0.01812103689215811, "train_loss_rL2": 0.01846457502272512, "train_loss_step": 0.01812103689215811, "train_lr": 4.50336169629967e-05}
|
| 15 |
+
{"epoch": 15, "train_loss": 0.016502438004993434, "train_loss_rL2": 0.017386884362037693, "train_loss_step": 0.016502438004993434, "train_lr": 5.031842177546496e-05}
|
| 16 |
+
{"epoch": 16, "train_loss": 0.015760400648494915, "train_loss_rL2": 0.016671443291540657, "train_loss_step": 0.015760400648494915, "train_lr": 5.595325760942789e-05}
|
| 17 |
+
{"epoch": 17, "train_loss": 0.014486637232559068, "train_loss_rL2": 0.01572568151667448, "train_loss_step": 0.014486637232559068, "train_lr": 6.193256351257218e-05}
|
| 18 |
+
{"epoch": 18, "train_loss": 0.014459277494877045, "train_loss_rL2": 0.015040232367547495, "train_loss_step": 0.014459277494877045, "train_lr": 6.825043857917964e-05}
|
| 19 |
+
{"epoch": 19, "train_loss": 0.01342493571740176, "train_loss_rL2": 0.014329439968735511, "train_loss_step": 0.01342493571740176, "train_lr": 7.490064777366052e-05}
|
| 20 |
+
{"epoch": 20, "train_loss": 0.012680910585913807, "train_loss_rL2": 0.013647850353403814, "train_loss_step": 0.012680910585913807, "train_lr": 8.1876628083836e-05}
|
| 21 |
+
{"epoch": 21, "train_loss": 0.012186969385116495, "train_loss_rL2": 0.012985401337833278, "train_loss_step": 0.012186969385116495, "train_lr": 8.91714949978965e-05}
|
| 22 |
+
{"epoch": 22, "train_loss": 0.010839316902482616, "train_loss_rL2": 0.012486498079462243, "train_loss_step": 0.010839316902482616, "train_lr": 9.677804929864458e-05}
|
| 23 |
+
{"epoch": 23, "train_loss": 0.011211115854426421, "train_loss_rL2": 0.012205229456802564, "train_loss_step": 0.011211115854426421, "train_lr": 0.00010468878416831635}
|
| 24 |
+
{"epoch": 24, "train_loss": 0.010618052428721316, "train_loss_rL2": 0.011873216019012034, "train_loss_step": 0.010618052428721316, "train_lr": 0.00011289589259697044}
|
| 25 |
+
{"epoch": 25, "train_loss": 0.010646116366842762, "train_loss_rL2": 0.011595845480249929, "train_loss_step": 0.010646116366842762, "train_lr": 0.00012139127508713316}
|
| 26 |
+
{"epoch": 26, "train_loss": 0.010527502495928534, "train_loss_rL2": 0.011461475772583591, "train_loss_step": 0.010527502495928534, "train_lr": 0.00013016654764709594}
|
| 27 |
+
{"epoch": 27, "train_loss": 0.009779654035810381, "train_loss_rL2": 0.011068782328428435, "train_loss_step": 0.009779654035810381, "train_lr": 0.00013921305006497675}
|
| 28 |
+
{"epoch": 28, "train_loss": 0.009550203057837539, "train_loss_rL2": 0.010922640986141883, "train_loss_step": 0.009550203057837539, "train_lr": 0.00014852185445538019}
|
| 29 |
+
{"epoch": 29, "train_loss": 0.009451461124366947, "train_loss_rL2": 0.010568750124158604, "train_loss_step": 0.009451461124366947, "train_lr": 0.0001580837740702208}
|
| 30 |
+
{"epoch": 30, "train_loss": 0.008968359711746286, "train_loss_rL2": 0.010493440586807472, "train_loss_step": 0.008968359711746286, "train_lr": 0.0001678893723650156}
|
| 31 |
+
{"epoch": 31, "train_loss": 0.009035341142277633, "train_loss_rL2": 0.010272558246340071, "train_loss_step": 0.009035341142277633, "train_lr": 0.00017792897231169705}
|
| 32 |
+
{"epoch": 32, "train_loss": 0.008779045971875479, "train_loss_rL2": 0.010013238747238315, "train_loss_step": 0.008779045971875479, "train_lr": 0.0001881926659487571}
|
| 33 |
+
{"epoch": 33, "train_loss": 0.008892848173023335, "train_loss_rL2": 0.009960639614811433, "train_loss_step": 0.008892848173023335, "train_lr": 0.00019867032415929556}
|
| 34 |
+
{"epoch": 34, "train_loss": 0.008911551150958985, "train_loss_rL2": 0.009689265205192246, "train_loss_step": 0.008911551150958985, "train_lr": 0.00020935160666732568}
|
| 35 |
+
{"epoch": 35, "train_loss": 0.008651947145283754, "train_loss_rL2": 0.009592415794031695, "train_loss_step": 0.008651947145283754, "train_lr": 0.00022022597224246858}
|
| 36 |
+
{"epoch": 36, "train_loss": 0.008143669568068748, "train_loss_rL2": 0.009462860766299335, "train_loss_step": 0.008143669568068748, "train_lr": 0.00023128268910296832}
|
| 37 |
+
{"epoch": 37, "train_loss": 0.007943842788725826, "train_loss_rL2": 0.009255056855701176, "train_loss_step": 0.007943842788725826, "train_lr": 0.00024251084550675953}
|
| 38 |
+
{"epoch": 38, "train_loss": 0.00795193254348955, "train_loss_rL2": 0.00919314076392246, "train_loss_step": 0.00795193254348955, "train_lr": 0.00025389936052013423}
|
| 39 |
+
{"epoch": 39, "train_loss": 0.007699711797093707, "train_loss_rL2": 0.008943825926897781, "train_loss_step": 0.007699711797093707, "train_lr": 0.0002654369949533853}
|
| 40 |
+
{"epoch": 40, "train_loss": 0.007569856255681121, "train_loss_rL2": 0.008871859413505132, "train_loss_step": 0.007569856255681121, "train_lr": 0.00027711236245262725}
|
| 41 |
+
{"epoch": 41, "train_loss": 0.007482165354304016, "train_loss_rL2": 0.00870827239123173, "train_loss_step": 0.007482165354304016, "train_lr": 0.0002889139407368535}
|
| 42 |
+
{"epoch": 42, "train_loss": 0.007144157346504342, "train_loss_rL2": 0.008591427671490237, "train_loss_step": 0.007144157346504342, "train_lr": 0.0003008300829691391}
|
| 43 |
+
{"epoch": 43, "train_loss": 0.007328913942079193, "train_loss_rL2": 0.008522612441863333, "train_loss_step": 0.007328913942079193, "train_lr": 0.0003128490292507629}
|
| 44 |
+
{"epoch": 44, "train_loss": 0.00725939849092226, "train_loss_rL2": 0.008448068289518622, "train_loss_step": 0.00725939849092226, "train_lr": 0.0003249589182269147}
|
| 45 |
+
{"epoch": 45, "train_loss": 0.0069067806554293, "train_loss_rL2": 0.00829262102238967, "train_loss_step": 0.0069067806554293, "train_lr": 0.00033714779879252197}
|
| 46 |
+
{"epoch": 46, "train_loss": 0.0069562938214013615, "train_loss_rL2": 0.008099072417410622, "train_loss_step": 0.0069562938214013615, "train_lr": 0.00034940364188665475}
|
| 47 |
+
{"epoch": 47, "train_loss": 0.006904093186936474, "train_loss_rL2": 0.008003016684337385, "train_loss_step": 0.006904093186936474, "train_lr": 0.0003617143523638619}
|
| 48 |
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pretrained/MoNo-light/plasticity/para/arg.json
ADDED
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"scheduler_name": "OneCycle",
|
| 29 |
+
"min_lr": 1e-05,
|
| 30 |
+
"warmup_epochs": 100,
|
| 31 |
+
"pct_start": 0.2,
|
| 32 |
+
"epoch": 500,
|
| 33 |
+
"log_print_interval_epoch": 1,
|
| 34 |
+
"model_save_interval_epoch": -1,
|
| 35 |
+
"grad_clip": 1000.0,
|
| 36 |
+
"n_train_vis": 4,
|
| 37 |
+
"rollout_autoreg_ratio": 0.0,
|
| 38 |
+
"output_dir": "./outputs/20260807_032638_plasticity-mono-light",
|
| 39 |
+
"rank": 0,
|
| 40 |
+
"gpu": 0,
|
| 41 |
+
"world_size": 1
|
| 42 |
+
}
|
pretrained/MoNo-light/plasticity/para/config.json
ADDED
|
@@ -0,0 +1,47 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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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 |
+
"data": {
|
| 3 |
+
"name": "plasticity",
|
| 4 |
+
"type": "time_embedding",
|
| 5 |
+
"seed": 0,
|
| 6 |
+
"data_root": "./dataset",
|
| 7 |
+
"train_batch_size": 8,
|
| 8 |
+
"val_batch_size": 4,
|
| 9 |
+
"apply_norm": true,
|
| 10 |
+
"coords_condition": true,
|
| 11 |
+
"rollout_history": 10,
|
| 12 |
+
"airfrans_subsampling": 32000,
|
| 13 |
+
"airfrans_eval_subsampling": 32000,
|
| 14 |
+
"airfrans_sampling_mode": "all_surface",
|
| 15 |
+
"airfrans_eval_sampling_mode": "all_surface",
|
| 16 |
+
"airfrans_raw_root": null
|
| 17 |
+
},
|
| 18 |
+
"model": {
|
| 19 |
+
"name": "mono-light",
|
| 20 |
+
"normed_first_stage": true,
|
| 21 |
+
"out_droprate": 0.0,
|
| 22 |
+
"time_proj": true
|
| 23 |
+
},
|
| 24 |
+
"loss": {
|
| 25 |
+
"name": "rL2",
|
| 26 |
+
"weight": "1",
|
| 27 |
+
"airfrans_surface_weight": 1.0
|
| 28 |
+
},
|
| 29 |
+
"optimizer": {
|
| 30 |
+
"name": "AdamW",
|
| 31 |
+
"lr": 0.0008,
|
| 32 |
+
"weight_decay": 5e-05
|
| 33 |
+
},
|
| 34 |
+
"scheduler": {
|
| 35 |
+
"name": "OneCycle",
|
| 36 |
+
"div_factor": 80.0,
|
| 37 |
+
"final_div_factor": 80.0,
|
| 38 |
+
"pct_start": 0.2
|
| 39 |
+
},
|
| 40 |
+
"train": {
|
| 41 |
+
"epoch": 500,
|
| 42 |
+
"log_print_interval_epoch": 1,
|
| 43 |
+
"model_save_interval_epoch": 500,
|
| 44 |
+
"grad_clip": 1000.0,
|
| 45 |
+
"rollout_autoreg_ratio": 0.0
|
| 46 |
+
}
|
| 47 |
+
}
|
pretrained/MoNo/airfoil/checkpoint/last.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:208b4b45e8cacb6d310817072976381472eb006fcb25bb52c33073f507766518
|
| 3 |
+
size 27677767
|
pretrained/MoNo/airfoil/log/log.txt
ADDED
|
@@ -0,0 +1,500 @@
|
|
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|
|
|
| 1 |
+
{"epoch": 1, "train_loss": 0.21448780477046966, "train_loss_rL2": 0.21448780477046966, "train_lr": 1.0065367255374782e-05}
|
| 2 |
+
{"epoch": 2, "train_loss": 0.16157489269971848, "train_loss_rL2": 0.16157489269971848, "train_lr": 1.0455930933379386e-05}
|
| 3 |
+
{"epoch": 3, "train_loss": 0.1602591073513031, "train_loss_rL2": 0.1602591073513031, "train_lr": 1.1235893122365701e-05}
|
| 4 |
+
{"epoch": 4, "train_loss": 0.15995278200507165, "train_loss_rL2": 0.15995278200507165, "train_lr": 1.2404484032242317e-05}
|
| 5 |
+
{"epoch": 5, "train_loss": 0.15977150705456733, "train_loss_rL2": 0.15977150705456733, "train_lr": 1.3960550312608248e-05}
|
| 6 |
+
{"epoch": 6, "train_loss": 0.1596760213971138, "train_loss_rL2": 0.1596760213971138, "train_lr": 1.5902556191061704e-05}
|
| 7 |
+
{"epoch": 7, "train_loss": 0.1590751982331276, "train_loss_rL2": 0.1590751982331276, "train_lr": 1.8228584988943255e-05}
|
| 8 |
+
{"epoch": 8, "train_loss": 0.15687655004858972, "train_loss_rL2": 0.15687655004858972, "train_lr": 2.0936341013017592e-05}
|
| 9 |
+
{"epoch": 9, "train_loss": 0.15491995972394942, "train_loss_rL2": 0.15491995972394942, "train_lr": 2.4023151821226757e-05}
|
| 10 |
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{"epoch": 10, "train_loss": 0.15327365145087243, "train_loss_rL2": 0.15327365145087243, "train_lr": 2.74859708602789e-05}
|
| 11 |
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{"epoch": 11, "train_loss": 0.1468042565882206, "train_loss_rL2": 0.1468042565882206, "train_lr": 3.132138047246907e-05}
|
| 12 |
+
{"epoch": 12, "train_loss": 0.12636440867185592, "train_loss_rL2": 0.12636440867185592, "train_lr": 3.5525595268764405e-05}
|
| 13 |
+
{"epoch": 13, "train_loss": 0.11266219049692154, "train_loss_rL2": 0.11266219049692154, "train_lr": 4.0094465864825245e-05}
|
| 14 |
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{"epoch": 14, "train_loss": 0.10941660863161087, "train_loss_rL2": 0.10941660863161087, "train_lr": 4.502348297627372e-05}
|
| 15 |
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{"epoch": 15, "train_loss": 0.1070956337749958, "train_loss_rL2": 0.1070956337749958, "train_lr": 5.030778186916954e-05}
|
| 16 |
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{"epoch": 16, "train_loss": 0.10527117773890496, "train_loss_rL2": 0.10527117773890496, "train_lr": 5.5942147161298474e-05}
|
| 17 |
+
{"epoch": 17, "train_loss": 0.10527356931567192, "train_loss_rL2": 0.10527356931567192, "train_lr": 6.19210179695373e-05}
|
| 18 |
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{"epoch": 18, "train_loss": 0.10255470272898674, "train_loss_rL2": 0.10255470272898674, "train_lr": 6.823849339821267e-05}
|
| 19 |
+
{"epoch": 19, "train_loss": 0.10344410267472268, "train_loss_rL2": 0.10344410267472268, "train_lr": 7.488833836303871e-05}
|
| 20 |
+
{"epoch": 20, "train_loss": 0.10228322792053222, "train_loss_rL2": 0.10228322792053222, "train_lr": 8.1863989744885e-05}
|
| 21 |
+
{"epoch": 21, "train_loss": 0.09717669647932052, "train_loss_rL2": 0.09717669647932052, "train_lr": 8.915856286730023e-05}
|
| 22 |
+
{"epoch": 22, "train_loss": 0.0977468328177929, "train_loss_rL2": 0.0977468328177929, "train_lr": 9.676485829140108e-05}
|
| 23 |
+
{"epoch": 23, "train_loss": 0.09414579543471337, "train_loss_rL2": 0.09414579543471337, "train_lr": 0.00010467536892141665}
|
| 24 |
+
{"epoch": 24, "train_loss": 0.09140467494726182, "train_loss_rL2": 0.09140467494726182, "train_lr": 0.00011288228741387919}
|
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{"epoch": 492, "train_loss": 0.0025359692107886074, "train_loss_rL2": 0.0025359692107886074, "train_lr": 1.0156472513958992e-06}
|
| 493 |
+
{"epoch": 493, "train_loss": 0.0025341401672922077, "train_loss_rL2": 0.0025341401672922077, "train_lr": 8.185645809018026e-07}
|
| 494 |
+
{"epoch": 494, "train_loss": 0.0025313244354911147, "train_loss_rL2": 0.0025313244354911147, "train_lr": 6.46109156951204e-07}
|
| 495 |
+
{"epoch": 495, "train_loss": 0.00252993994532153, "train_loss_rL2": 0.00252993994532153, "train_lr": 4.982916174069898e-07}
|
| 496 |
+
{"epoch": 496, "train_loss": 0.0025285289492458104, "train_loss_rL2": 0.0025285289492458104, "train_lr": 3.751210803512828e-07}
|
| 497 |
+
{"epoch": 497, "train_loss": 0.002527227407786995, "train_loss_rL2": 0.002527227407786995, "train_lr": 2.7660514352299387e-07}
|
| 498 |
+
{"epoch": 498, "train_loss": 0.0025251122345216572, "train_loss_rL2": 0.0025251122345216572, "train_lr": 2.027498838491561e-07}
|
| 499 |
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{"epoch": 499, "train_loss": 0.0025253465296700595, "train_loss_rL2": 0.0025253465296700595, "train_lr": 1.535598570700765e-07}
|
| 500 |
+
{"epoch": 500, "train_loss": 0.002524017322342843, "train_loss_rL2": 0.002524017322342843, "train_lr": 1.290380974583153e-07}
|
pretrained/MoNo/airfoil/para/arg.json
ADDED
|
@@ -0,0 +1,42 @@
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|
| 1 |
+
{
|
| 2 |
+
"exp": "airfoil-mono-outdrop50",
|
| 3 |
+
"exp_root": "./outputs",
|
| 4 |
+
"seed": 0,
|
| 5 |
+
"dist_url": "env://",
|
| 6 |
+
"data_name": "airfoil",
|
| 7 |
+
"data_root": "./dataset",
|
| 8 |
+
"train_batch_size": 4,
|
| 9 |
+
"val_batch_size": 4,
|
| 10 |
+
"rollout_history": 10,
|
| 11 |
+
"airfrans_subsampling": 32000,
|
| 12 |
+
"airfrans_eval_subsampling": 32000,
|
| 13 |
+
"airfrans_sampling_mode": "random",
|
| 14 |
+
"airfrans_eval_sampling_mode": "random",
|
| 15 |
+
"airfrans_raw_root": null,
|
| 16 |
+
"model_name": "mono",
|
| 17 |
+
"normed_first_stage": true,
|
| 18 |
+
"out_droprate": 0.5,
|
| 19 |
+
"load_ckpt": null,
|
| 20 |
+
"strict_ckpt_load": false,
|
| 21 |
+
"freeze_loaded_params": false,
|
| 22 |
+
"loss_name": "rL2",
|
| 23 |
+
"loss_weight": "1",
|
| 24 |
+
"airfrans_surface_weight": 1.0,
|
| 25 |
+
"optimizer_name": "AdamW",
|
| 26 |
+
"lr": 0.0008,
|
| 27 |
+
"weight_decay": 5e-05,
|
| 28 |
+
"scheduler_name": "OneCycle",
|
| 29 |
+
"min_lr": 1e-05,
|
| 30 |
+
"warmup_epochs": 100,
|
| 31 |
+
"pct_start": 0.2,
|
| 32 |
+
"epoch": 500,
|
| 33 |
+
"log_print_interval_epoch": 1,
|
| 34 |
+
"model_save_interval_epoch": -1,
|
| 35 |
+
"grad_clip": 1000.0,
|
| 36 |
+
"n_train_vis": 4,
|
| 37 |
+
"rollout_autoreg_ratio": 0.0,
|
| 38 |
+
"output_dir": "./outputs/20260807_005700_airfoil-mono-outdrop50",
|
| 39 |
+
"rank": 0,
|
| 40 |
+
"gpu": 0,
|
| 41 |
+
"world_size": 1
|
| 42 |
+
}
|
pretrained/MoNo/airfoil/para/config.json
ADDED
|
@@ -0,0 +1,47 @@
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|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"data": {
|
| 3 |
+
"name": "airfoil",
|
| 4 |
+
"type": "static",
|
| 5 |
+
"seed": 0,
|
| 6 |
+
"data_root": "./dataset",
|
| 7 |
+
"train_batch_size": 4,
|
| 8 |
+
"val_batch_size": 4,
|
| 9 |
+
"apply_norm": false,
|
| 10 |
+
"coords_condition": true,
|
| 11 |
+
"rollout_history": 10,
|
| 12 |
+
"airfrans_subsampling": 32000,
|
| 13 |
+
"airfrans_eval_subsampling": 32000,
|
| 14 |
+
"airfrans_sampling_mode": "random",
|
| 15 |
+
"airfrans_eval_sampling_mode": "random",
|
| 16 |
+
"airfrans_raw_root": null
|
| 17 |
+
},
|
| 18 |
+
"model": {
|
| 19 |
+
"name": "mono",
|
| 20 |
+
"normed_first_stage": true,
|
| 21 |
+
"out_droprate": 0.5,
|
| 22 |
+
"time_proj": false
|
| 23 |
+
},
|
| 24 |
+
"loss": {
|
| 25 |
+
"name": "rL2",
|
| 26 |
+
"weight": "1",
|
| 27 |
+
"airfrans_surface_weight": 1.0
|
| 28 |
+
},
|
| 29 |
+
"optimizer": {
|
| 30 |
+
"name": "AdamW",
|
| 31 |
+
"lr": 0.0008,
|
| 32 |
+
"weight_decay": 5e-05
|
| 33 |
+
},
|
| 34 |
+
"scheduler": {
|
| 35 |
+
"name": "OneCycle",
|
| 36 |
+
"div_factor": 80.0,
|
| 37 |
+
"final_div_factor": 80.0,
|
| 38 |
+
"pct_start": 0.2
|
| 39 |
+
},
|
| 40 |
+
"train": {
|
| 41 |
+
"epoch": 500,
|
| 42 |
+
"log_print_interval_epoch": 1,
|
| 43 |
+
"model_save_interval_epoch": 500,
|
| 44 |
+
"grad_clip": 1000.0,
|
| 45 |
+
"rollout_autoreg_ratio": 0.0
|
| 46 |
+
}
|
| 47 |
+
}
|
pretrained/MoNo/airfrans_angles/checkpoint/last.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:8811883c0f11d9745942d39fa5c378a5fe8987f6595563f401091ecac8b10abb
|
| 3 |
+
size 27682653
|
pretrained/MoNo/airfrans_angles/log/log.txt
ADDED
|
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|
|
|