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Browse files- cgn-5956d81/SHA256SUMS +5 -0
- cgn-5956d81/config.json +40 -0
- cgn-5956d81/metrics-probe.json +61 -0
- cgn-5956d81/metrics-test_interp.json +251 -0
- cgn-5956d81/model-best-186000.pt +3 -0
- cgn-5956d81/normalization_stats.npz +3 -0
cgn-5956d81/SHA256SUMS
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78d8d9db4337b01655d115484fb7e0a1dfb887ab804d34558a3271e8836654d6 ./config.json
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86c5e99ce0d7c908a2b282a83bc8706d6a76b4db473f247563fd44e5725fbcf4 ./metrics-probe.json
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3944109c4986a9572d67253c4bd247c9f6fd253d8dfedf46d888dbeb13faf0e6 ./metrics-test_interp.json
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a1d75cfaa643ee5d3a09aa2de8eb8338c675a59118057a5fcb0ff5337cb310c8 ./model-best-186000.pt
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d6251a296af63c17522b526decbef686e92519657d0377334409ae769ba7d4c3 ./normalization_stats.npz
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cgn-5956d81/config.json
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{
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"run": {
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"benchmark": "notch_beam_2d_impact",
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"seed": 1,
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"commit": "5956d81"
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},
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"model": {
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"family": "cgn",
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"input_frames": 6,
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"connectivity_radius": 7.5,
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"hidden_dim": 192,
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"message_passing_steps": 15,
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"nmlp_layers": 2,
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"particle_type_embedding_size": 9,
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"noise_std": 0.01,
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"dim": 2,
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"max_neighbors": 32,
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"aux_transform": "asinh",
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"aux_transform_scale": 0.01
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},
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"train": {
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"batch_size": 4,
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"lr_init": 0.0001,
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"lr_decay": 0.1,
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"lr_decay_steps": 100000,
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"training_steps": 250000,
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"val_every": 2000,
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"w_pos": 1.0,
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"w_aux": 1.0,
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"aux_tail_weight": 3,
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"train_frames": 250
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},
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"protocol": {
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"input_frames": 6,
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"horizon": "frames [6, 250) of 502 scored (250 \u00b5s, ADR-0039); full-length diagnostic",
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"eval_times": "native",
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"standard": true
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},
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"n_particle_types": 4
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}
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cgn-5956d81/metrics-probe.json
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{
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"split": "probe",
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"checkpoint": "model-best-186000.pt",
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"checkpoint_path": "model-best-186000.pt",
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"input_frames": 6,
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"scored_frames": 250,
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"protocol_standard": true,
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"aux_field": "max_principal_strain",
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"aux_unit": "-",
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"cases": {
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"S_100_800_V60_extrapolation": {
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"one_step_position_rmse": 0.00043947663788997625,
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"one_step_aux_rmse": 0.0007053348013714522,
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"rollout_position_rmse": 0.20217488572060616,
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"rollout_aux_rmse": 0.009945069525183335,
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"qoi_pred": {
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"midspan_deflection_peak": 0.4435088604688673,
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"cracked_fraction": 0.28655199374511336
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},
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"qoi_true": {
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"midspan_deflection_peak": 0.041027884185311336,
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"cracked_fraction": 0.09546520719311963
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},
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"qoi_error": {
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"midspan_deflection_peak": 0.40248097628355595,
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"cracked_fraction": 0.19108678655199374
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},
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"rollout_position_rmse_full": 0.7536603802556326
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},
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"S_80_400_V140_intrapolation": {
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"one_step_position_rmse": 0.0008478527053267859,
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"one_step_aux_rmse": 0.0011739973471365072,
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"rollout_position_rmse": 0.5880499323917052,
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"rollout_aux_rmse": 0.028673089029357786,
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"qoi_pred": {
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| 36 |
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"midspan_deflection_peak": 8.398135523020755,
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"cracked_fraction": 0.630868544600939
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},
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| 39 |
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"qoi_true": {
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"midspan_deflection_peak": 6.126103046350181,
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"cracked_fraction": 0.44992175273865415
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},
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"qoi_error": {
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"midspan_deflection_peak": 2.2720324766705744,
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"cracked_fraction": 0.18094679186228485
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},
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"rollout_position_rmse_full": 1.311834462023173
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}
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},
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"mean": {
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| 51 |
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"one_step_position_rmse": 0.0006436646716083811,
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| 52 |
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"one_step_aux_rmse": 0.0009396660742539797,
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| 53 |
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"rollout_position_rmse": 0.3951124090561557,
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| 54 |
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"rollout_aux_rmse": 0.01930907927727056,
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| 55 |
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"qoi_abs_error": {
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| 56 |
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"midspan_deflection_peak": 1.3372567264770652,
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| 57 |
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"cracked_fraction": 0.1860167892071393
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},
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| 59 |
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"rollout_position_rmse_full": 1.0327474211394028
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}
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}
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cgn-5956d81/metrics-test_interp.json
ADDED
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| 1 |
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{
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| 2 |
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"split": "test_interp",
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| 3 |
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"checkpoint": "model-best-186000.pt",
|
| 4 |
+
"checkpoint_path": "model-best-186000.pt",
|
| 5 |
+
"input_frames": 6,
|
| 6 |
+
"scored_frames": 250,
|
| 7 |
+
"protocol_standard": true,
|
| 8 |
+
"aux_field": "max_principal_strain",
|
| 9 |
+
"aux_unit": "-",
|
| 10 |
+
"cases": {
|
| 11 |
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"NB-I-320-Bullet-a-80": {
|
| 12 |
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"one_step_position_rmse": 0.0006657908143098027,
|
| 13 |
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"one_step_aux_rmse": 0.0005677565891194855,
|
| 14 |
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"rollout_position_rmse": 0.25584721242165304,
|
| 15 |
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"rollout_aux_rmse": 0.01569747713747758,
|
| 16 |
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"qoi_pred": {
|
| 17 |
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"midspan_deflection_peak": 4.270182675123216,
|
| 18 |
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"cracked_fraction": 0.562866927592955
|
| 19 |
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},
|
| 20 |
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"qoi_true": {
|
| 21 |
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"midspan_deflection_peak": 4.818249608545258,
|
| 22 |
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"cracked_fraction": 0.349559686888454
|
| 23 |
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},
|
| 24 |
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"qoi_error": {
|
| 25 |
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"midspan_deflection_peak": -0.5480669334220423,
|
| 26 |
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"cracked_fraction": 0.21330724070450097
|
| 27 |
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},
|
| 28 |
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"rollout_position_rmse_full": 0.8195193195737848
|
| 29 |
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},
|
| 30 |
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"NB-I-320-Bullet-b-120": {
|
| 31 |
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"one_step_position_rmse": 0.0008341471975967837,
|
| 32 |
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"one_step_aux_rmse": 0.0007321595293319379,
|
| 33 |
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"rollout_position_rmse": 0.31822433735142985,
|
| 34 |
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"rollout_aux_rmse": 0.019586167624174942,
|
| 35 |
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"qoi_pred": {
|
| 36 |
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"midspan_deflection_peak": 6.753812489099801,
|
| 37 |
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"cracked_fraction": 0.6472602739726028
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| 38 |
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},
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| 39 |
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"qoi_true": {
|
| 40 |
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"midspan_deflection_peak": 7.866766153369099,
|
| 41 |
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"cracked_fraction": 0.4836105675146771
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| 42 |
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},
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| 43 |
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"qoi_error": {
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| 44 |
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"midspan_deflection_peak": -1.1129536642692983,
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| 45 |
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"cracked_fraction": 0.16364970645792565
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| 46 |
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},
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| 47 |
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"rollout_position_rmse_full": 0.9165520613788737
|
| 48 |
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},
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| 49 |
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"NB-I-320-Rectangular-b-120": {
|
| 50 |
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"one_step_position_rmse": 0.0008055136782916492,
|
| 51 |
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"one_step_aux_rmse": 0.0007541836554897919,
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| 52 |
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"rollout_position_rmse": 0.2551412243758584,
|
| 53 |
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"rollout_aux_rmse": 0.0238792877548606,
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| 54 |
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"qoi_pred": {
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| 55 |
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"midspan_deflection_peak": 6.945120050106198,
|
| 56 |
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"cracked_fraction": 0.6727005870841487
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| 57 |
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},
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| 58 |
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"qoi_true": {
|
| 59 |
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"midspan_deflection_peak": 6.079452526755631,
|
| 60 |
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"cracked_fraction": 0.4395792563600783
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| 61 |
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},
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| 62 |
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"qoi_error": {
|
| 63 |
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"midspan_deflection_peak": 0.8656675233505666,
|
| 64 |
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"cracked_fraction": 0.23312133072407043
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| 65 |
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},
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| 66 |
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"rollout_position_rmse_full": 0.8398529221633149
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| 67 |
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},
|
| 68 |
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"NB-I-320-Rectangular-c-120": {
|
| 69 |
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"one_step_position_rmse": 0.0008102077981770332,
|
| 70 |
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"one_step_aux_rmse": 0.0007317722576535779,
|
| 71 |
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"rollout_position_rmse": 0.2709379640505633,
|
| 72 |
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"rollout_aux_rmse": 0.023789091229775853,
|
| 73 |
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"qoi_pred": {
|
| 74 |
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"midspan_deflection_peak": 6.8441206412389874,
|
| 75 |
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"cracked_fraction": 0.6687866927592955
|
| 76 |
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},
|
| 77 |
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"qoi_true": {
|
| 78 |
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"midspan_deflection_peak": 6.066617743112147,
|
| 79 |
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"cracked_fraction": 0.4417808219178082
|
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