Herrprofessor commited on
Commit
fcb541d
·
verified ·
1 Parent(s): b96b7c9

Upload folder using huggingface_hub

Browse files
benchmark_hybrid/in_domain/dataset_metadata.json ADDED
@@ -0,0 +1,88 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "family": "slab_centerline_hybrid",
3
+ "description": "Reduced centerline field dataset derived from the Neon scalar slab family. The associated physics loss uses a 1D centerline Helmholtz residual away from the source and crop edges.",
4
+ "scalar_dataset_directory": "output/ai/slab_family_dataset",
5
+ "feature_columns": [
6
+ "thickness",
7
+ "epsilon_real",
8
+ "wavelength"
9
+ ],
10
+ "scalar_target_columns": [
11
+ "benchmark_normalized_transmission",
12
+ "benchmark_normalized_reflection",
13
+ "normalized_peak_intensity"
14
+ ],
15
+ "parameter_domain": {
16
+ "thickness": {
17
+ "min": 0.12,
18
+ "max": 0.46
19
+ },
20
+ "epsilon_real": {
21
+ "min": 1.4,
22
+ "max": 4.0
23
+ },
24
+ "epsilon_imag": 0.0,
25
+ "wavelength": {
26
+ "min": 0.72,
27
+ "max": 0.92,
28
+ "values": [
29
+ 0.72,
30
+ 0.76,
31
+ 0.8,
32
+ 0.84,
33
+ 0.88,
34
+ 0.92
35
+ ]
36
+ }
37
+ },
38
+ "field_target_columns": [
39
+ "field_real",
40
+ "field_imag"
41
+ ],
42
+ "crop": {
43
+ "x_min": 0.18,
44
+ "x_max": 1.62
45
+ },
46
+ "dx": 0.010000000000000002,
47
+ "grid": {
48
+ "nx": 181,
49
+ "ny": 81,
50
+ "dx": 0.01,
51
+ "dy": 0.01
52
+ },
53
+ "source": {
54
+ "type": "plane_wave_line",
55
+ "x_index": 10,
56
+ "x_position": 0.1,
57
+ "y_min_index": 18,
58
+ "y_max_index": 62,
59
+ "amplitude": 3.0,
60
+ "phase_origin_x": 0.0,
61
+ "phase_origin_y": 0.4,
62
+ "incident_angle_deg": 0.0
63
+ },
64
+ "absorber": {
65
+ "enabled": true,
66
+ "mode": "pml",
67
+ "pml_cells": 16,
68
+ "sponge_cells": 16
69
+ },
70
+ "interface_exclusion_cells": 2,
71
+ "edge_exclusion_cells": 1,
72
+ "num_samples": 108,
73
+ "num_points_per_centerline": 145,
74
+ "background_permittivity": {
75
+ "real": 1.0,
76
+ "imag": 0.0
77
+ },
78
+ "slab_center_x": 0.95,
79
+ "linked_base_case_config": "examples/configs/case_b_dielectric_slab.json",
80
+ "scalar_dataset_metadata_path": "output/ai/slab_family_dataset/dataset_metadata.json",
81
+ "limitations": [
82
+ "The physics term is a reduced 1D centerline Helmholtz residual, not the full 2D residual.",
83
+ "Residual points near crop edges and material interfaces are masked out.",
84
+ "This dataset is specific to the slab family and normal-incidence centerline behavior."
85
+ ],
86
+ "mean_reference_residual": 0.028875321594558197,
87
+ "max_reference_residual": 0.21319526871834973
88
+ }
benchmark_hybrid/in_domain/hybrid_dataset.npz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ac7a098d78ae188f5b0b3ca44c8a2eff1533e183b9adef80ce06964dd85d7b66
3
+ size 574758
benchmark_hybrid/in_domain/samples.csv ADDED
@@ -0,0 +1,109 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ design_id,split,wavelength,thickness,epsilon_real,epsilon_imag,scalar_summary_path,centerline_path,reference_residual_mean,reference_residual_max
2
+ design_0000,test,0.72,0.3325324586455868,3.0176659965470227,0.0,output/ai/slab_family_dataset/cases/design_0000/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0000/lambda_0_720000/centerline.csv,0.04722809976820497,0.11737107020865227
3
+ design_0000,test,0.76,0.3325324586455868,3.0176659965470227,0.0,output/ai/slab_family_dataset/cases/design_0000/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0000/lambda_0_760000/centerline.csv,0.03626422248963948,0.072603692111376
4
+ design_0000,test,0.8,0.3325324586455868,3.0176659965470227,0.0,output/ai/slab_family_dataset/cases/design_0000/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0000/lambda_0_800000/centerline.csv,0.029014965415106432,0.05047235383044492
5
+ design_0000,test,0.84,0.3325324586455868,3.0176659965470227,0.0,output/ai/slab_family_dataset/cases/design_0000/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0000/lambda_0_840000/centerline.csv,0.02672853471167366,0.046174267152944835
6
+ design_0000,test,0.88,0.3325324586455868,3.0176659965470227,0.0,output/ai/slab_family_dataset/cases/design_0000/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0000/lambda_0_880000/centerline.csv,0.027952619404284826,0.048588316724211315
7
+ design_0000,test,0.92,0.3325324586455868,3.0176659965470227,0.0,output/ai/slab_family_dataset/cases/design_0000/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0000/lambda_0_920000/centerline.csv,0.028887661075534567,0.04970511574973586
8
+ design_0001,train,0.72,0.4250526923296557,3.9712963839729007,0.0,output/ai/slab_family_dataset/cases/design_0001/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0001/lambda_0_720000/centerline.csv,0.04381613569205389,0.115195095733458
9
+ design_0001,train,0.76,0.4250526923296557,3.9712963839729007,0.0,output/ai/slab_family_dataset/cases/design_0001/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0001/lambda_0_760000/centerline.csv,0.03855683277329517,0.11238638605050463
10
+ design_0001,train,0.8,0.4250526923296557,3.9712963839729007,0.0,output/ai/slab_family_dataset/cases/design_0001/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0001/lambda_0_800000/centerline.csv,0.05402719153901048,0.14201156648842564
11
+ design_0001,train,0.84,0.4250526923296557,3.9712963839729007,0.0,output/ai/slab_family_dataset/cases/design_0001/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0001/lambda_0_840000/centerline.csv,0.04398829042323594,0.09288676655571414
12
+ design_0001,train,0.88,0.4250526923296557,3.9712963839729007,0.0,output/ai/slab_family_dataset/cases/design_0001/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0001/lambda_0_880000/centerline.csv,0.03410744287782782,0.06274815673243278
13
+ design_0001,train,0.92,0.4250526923296557,3.9712963839729007,0.0,output/ai/slab_family_dataset/cases/design_0001/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0001/lambda_0_920000/centerline.csv,0.03072019433580641,0.0480315417111628
14
+ design_0002,test,0.72,0.3837331346833658,1.9598026154125572,0.0,output/ai/slab_family_dataset/cases/design_0002/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0002/lambda_0_720000/centerline.csv,0.028741244215055937,0.05875220417817748
15
+ design_0002,test,0.76,0.3837331346833658,1.9598026154125572,0.0,output/ai/slab_family_dataset/cases/design_0002/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0002/lambda_0_760000/centerline.csv,0.025542869815534375,0.04854038430229377
16
+ design_0002,test,0.8,0.3837331346833658,1.9598026154125572,0.0,output/ai/slab_family_dataset/cases/design_0002/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0002/lambda_0_800000/centerline.csv,0.024966380248104273,0.043494861570115735
17
+ design_0002,test,0.84,0.3837331346833658,1.9598026154125572,0.0,output/ai/slab_family_dataset/cases/design_0002/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0002/lambda_0_840000/centerline.csv,0.02640367040182978,0.04746683868440886
18
+ design_0002,test,0.88,0.3837331346833658,1.9598026154125572,0.0,output/ai/slab_family_dataset/cases/design_0002/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0002/lambda_0_880000/centerline.csv,0.026889965456233927,0.05099155962197966
19
+ design_0002,test,0.92,0.3837331346833658,1.9598026154125572,0.0,output/ai/slab_family_dataset/cases/design_0002/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0002/lambda_0_920000/centerline.csv,0.02601067906920861,0.048702823718382464
20
+ design_0003,train,0.72,0.19657044459680123,1.8165512880303958,0.0,output/ai/slab_family_dataset/cases/design_0003/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0003/lambda_0_720000/centerline.csv,0.024718120527187595,0.053022915463995346
21
+ design_0003,train,0.76,0.19657044459680123,1.8165512880303958,0.0,output/ai/slab_family_dataset/cases/design_0003/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0003/lambda_0_760000/centerline.csv,0.025121535569060823,0.05399439541376209
22
+ design_0003,train,0.8,0.19657044459680123,1.8165512880303958,0.0,output/ai/slab_family_dataset/cases/design_0003/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0003/lambda_0_800000/centerline.csv,0.025673923268944854,0.05736095560674812
23
+ design_0003,train,0.84,0.19657044459680123,1.8165512880303958,0.0,output/ai/slab_family_dataset/cases/design_0003/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0003/lambda_0_840000/centerline.csv,0.024729956790723664,0.05535083065296611
24
+ design_0003,train,0.88,0.19657044459680123,1.8165512880303958,0.0,output/ai/slab_family_dataset/cases/design_0003/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0003/lambda_0_880000/centerline.csv,0.02329991780309885,0.04894930304078391
25
+ design_0003,train,0.92,0.19657044459680123,1.8165512880303958,0.0,output/ai/slab_family_dataset/cases/design_0003/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0003/lambda_0_920000/centerline.csv,0.02286505437882745,0.04351353886376685
26
+ design_0004,train,0.72,0.22205653686981666,2.99260297110988,0.0,output/ai/slab_family_dataset/cases/design_0004/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0004/lambda_0_720000/centerline.csv,0.03532746358353667,0.0928328317882818
27
+ design_0004,train,0.76,0.22205653686981666,2.99260297110988,0.0,output/ai/slab_family_dataset/cases/design_0004/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0004/lambda_0_760000/centerline.csv,0.028863405555194354,0.06502953463930694
28
+ design_0004,train,0.8,0.22205653686981666,2.99260297110988,0.0,output/ai/slab_family_dataset/cases/design_0004/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0004/lambda_0_800000/centerline.csv,0.027840572072578094,0.05426014950127936
29
+ design_0004,train,0.84,0.22205653686981666,2.99260297110988,0.0,output/ai/slab_family_dataset/cases/design_0004/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0004/lambda_0_840000/centerline.csv,0.028224694495310104,0.056157746055979445
30
+ design_0004,train,0.88,0.22205653686981666,2.99260297110988,0.0,output/ai/slab_family_dataset/cases/design_0004/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0004/lambda_0_880000/centerline.csv,0.026654804566845693,0.05538605757177621
31
+ design_0004,train,0.92,0.22205653686981666,2.99260297110988,0.0,output/ai/slab_family_dataset/cases/design_0004/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0004/lambda_0_920000/centerline.csv,0.024568258325933637,0.04905454717329053
32
+ design_0005,val,0.72,0.41700817143472907,1.5142492206995968,0.0,output/ai/slab_family_dataset/cases/design_0005/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0005/lambda_0_720000/centerline.csv,0.024774748095676508,0.05352831087598757
33
+ design_0005,val,0.76,0.41700817143472907,1.5142492206995968,0.0,output/ai/slab_family_dataset/cases/design_0005/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0005/lambda_0_760000/centerline.csv,0.023921196369112805,0.04680373439896609
34
+ design_0005,val,0.8,0.41700817143472907,1.5142492206995968,0.0,output/ai/slab_family_dataset/cases/design_0005/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0005/lambda_0_800000/centerline.csv,0.02490867208389404,0.0484650683810383
35
+ design_0005,val,0.84,0.41700817143472907,1.5142492206995968,0.0,output/ai/slab_family_dataset/cases/design_0005/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0005/lambda_0_840000/centerline.csv,0.025662788384360265,0.05194495135258177
36
+ design_0005,val,0.88,0.41700817143472907,1.5142492206995968,0.0,output/ai/slab_family_dataset/cases/design_0005/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0005/lambda_0_880000/centerline.csv,0.025055473206948422,0.049943189176759266
37
+ design_0005,val,0.92,0.41700817143472907,1.5142492206995968,0.0,output/ai/slab_family_dataset/cases/design_0005/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0005/lambda_0_920000/centerline.csv,0.02464559906742087,0.04612393103669304
38
+ design_0006,train,0.72,0.1217902035522954,1.49276872481135,0.0,output/ai/slab_family_dataset/cases/design_0006/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0006/lambda_0_720000/centerline.csv,0.02356153732296707,0.05277289405515638
39
+ design_0006,train,0.76,0.1217902035522954,1.49276872481135,0.0,output/ai/slab_family_dataset/cases/design_0006/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0006/lambda_0_760000/centerline.csv,0.024337090960259888,0.05369638670373209
40
+ design_0006,train,0.8,0.1217902035522954,1.49276872481135,0.0,output/ai/slab_family_dataset/cases/design_0006/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0006/lambda_0_800000/centerline.csv,0.02477777083244684,0.05569595578214905
41
+ design_0006,train,0.84,0.1217902035522954,1.49276872481135,0.0,output/ai/slab_family_dataset/cases/design_0006/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0006/lambda_0_840000/centerline.csv,0.023892035523260368,0.05250489169960014
42
+ design_0006,train,0.88,0.1217902035522954,1.49276872481135,0.0,output/ai/slab_family_dataset/cases/design_0006/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0006/lambda_0_880000/centerline.csv,0.02303504457108706,0.04701318285337238
43
+ design_0006,train,0.92,0.1217902035522954,1.49276872481135,0.0,output/ai/slab_family_dataset/cases/design_0006/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0006/lambda_0_920000/centerline.csv,0.023256179906901986,0.044079912693982926
44
+ design_0007,train,0.72,0.39921766225014055,2.7387109327055628,0.0,output/ai/slab_family_dataset/cases/design_0007/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0007/lambda_0_720000/centerline.csv,0.04203200758117388,0.08708770733762343
45
+ design_0007,train,0.76,0.39921766225014055,2.7387109327055628,0.0,output/ai/slab_family_dataset/cases/design_0007/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0007/lambda_0_760000/centerline.csv,0.03448691229504149,0.057840617101179485
46
+ design_0007,train,0.8,0.39921766225014055,2.7387109327055628,0.0,output/ai/slab_family_dataset/cases/design_0007/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0007/lambda_0_800000/centerline.csv,0.028366760142041914,0.04648543108538719
47
+ design_0007,train,0.84,0.39921766225014055,2.7387109327055628,0.0,output/ai/slab_family_dataset/cases/design_0007/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0007/lambda_0_840000/centerline.csv,0.02624283436873703,0.03952549154535337
48
+ design_0007,train,0.88,0.39921766225014055,2.7387109327055628,0.0,output/ai/slab_family_dataset/cases/design_0007/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0007/lambda_0_880000/centerline.csv,0.02714130533758761,0.04147255348609417
49
+ design_0007,train,0.92,0.39921766225014055,2.7387109327055628,0.0,output/ai/slab_family_dataset/cases/design_0007/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0007/lambda_0_920000/centerline.csv,0.028712898720894373,0.047031610875668955
50
+ design_0008,train,0.72,0.3910036057756957,2.6121356658457517,0.0,output/ai/slab_family_dataset/cases/design_0008/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0008/lambda_0_720000/centerline.csv,0.03914790527962863,0.07523648571781165
51
+ design_0008,train,0.76,0.3910036057756957,2.6121356658457517,0.0,output/ai/slab_family_dataset/cases/design_0008/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0008/lambda_0_760000/centerline.csv,0.03244243685257651,0.0565230667845295
52
+ design_0008,train,0.8,0.3910036057756957,2.6121356658457517,0.0,output/ai/slab_family_dataset/cases/design_0008/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0008/lambda_0_800000/centerline.csv,0.0273603295641652,0.04526228613464478
53
+ design_0008,train,0.84,0.3910036057756957,2.6121356658457517,0.0,output/ai/slab_family_dataset/cases/design_0008/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0008/lambda_0_840000/centerline.csv,0.025975112226906398,0.03963467641938226
54
+ design_0008,train,0.88,0.3910036057756957,2.6121356658457517,0.0,output/ai/slab_family_dataset/cases/design_0008/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0008/lambda_0_880000/centerline.csv,0.027345466889949672,0.042837676206336384
55
+ design_0008,train,0.92,0.3910036057756957,2.6121356658457517,0.0,output/ai/slab_family_dataset/cases/design_0008/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0008/lambda_0_920000/centerline.csv,0.028600803544960172,0.04834210274752955
56
+ design_0009,val,0.72,0.2790978839668651,3.7846362103014157,0.0,output/ai/slab_family_dataset/cases/design_0009/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0009/lambda_0_720000/centerline.csv,0.06268676595992607,0.21319526871834973
57
+ design_0009,val,0.76,0.2790978839668651,3.7846362103014157,0.0,output/ai/slab_family_dataset/cases/design_0009/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0009/lambda_0_760000/centerline.csv,0.04951720101187232,0.15276445395639807
58
+ design_0009,val,0.8,0.2790978839668651,3.7846362103014157,0.0,output/ai/slab_family_dataset/cases/design_0009/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0009/lambda_0_800000/centerline.csv,0.034839912285928365,0.08705581034971802
59
+ design_0009,val,0.84,0.2790978839668651,3.7846362103014157,0.0,output/ai/slab_family_dataset/cases/design_0009/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0009/lambda_0_840000/centerline.csv,0.029154844038085777,0.06432228294215533
60
+ design_0009,val,0.88,0.2790978839668651,3.7846362103014157,0.0,output/ai/slab_family_dataset/cases/design_0009/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0009/lambda_0_880000/centerline.csv,0.02939458915289672,0.06233103267664084
61
+ design_0009,val,0.92,0.2790978839668651,3.7846362103014157,0.0,output/ai/slab_family_dataset/cases/design_0009/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0009/lambda_0_920000/centerline.csv,0.02968685343933236,0.059227508034470175
62
+ design_0010,train,0.72,0.2230310251185666,3.035988261676627,0.0,output/ai/slab_family_dataset/cases/design_0010/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0010/lambda_0_720000/centerline.csv,0.03616654877327035,0.09700343399851782
63
+ design_0010,train,0.76,0.2230310251185666,3.035988261676627,0.0,output/ai/slab_family_dataset/cases/design_0010/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0010/lambda_0_760000/centerline.csv,0.029160526033251123,0.06701901081283301
64
+ design_0010,train,0.8,0.2230310251185666,3.035988261676627,0.0,output/ai/slab_family_dataset/cases/design_0010/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0010/lambda_0_800000/centerline.csv,0.027919973453661578,0.05538241763579387
65
+ design_0010,train,0.84,0.2230310251185666,3.035988261676627,0.0,output/ai/slab_family_dataset/cases/design_0010/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0010/lambda_0_840000/centerline.csv,0.02833163228241016,0.05592576264481343
66
+ design_0010,train,0.88,0.2230310251185666,3.035988261676627,0.0,output/ai/slab_family_dataset/cases/design_0010/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0010/lambda_0_880000/centerline.csv,0.02680632933787493,0.05549930078948668
67
+ design_0010,train,0.92,0.2230310251185666,3.035988261676627,0.0,output/ai/slab_family_dataset/cases/design_0010/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0010/lambda_0_920000/centerline.csv,0.024678959911101563,0.049256870626317714
68
+ design_0011,train,0.72,0.21466470811426294,2.736705881158736,0.0,output/ai/slab_family_dataset/cases/design_0011/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0011/lambda_0_720000/centerline.csv,0.029924341929335834,0.06729858104421976
69
+ design_0011,train,0.76,0.21466470811426294,2.736705881158736,0.0,output/ai/slab_family_dataset/cases/design_0011/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0011/lambda_0_760000/centerline.csv,0.02736164385121738,0.05194994160452837
70
+ design_0011,train,0.8,0.21466470811426294,2.736705881158736,0.0,output/ai/slab_family_dataset/cases/design_0011/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0011/lambda_0_800000/centerline.csv,0.027574387203561104,0.05519092843651575
71
+ design_0011,train,0.84,0.21466470811426294,2.736705881158736,0.0,output/ai/slab_family_dataset/cases/design_0011/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0011/lambda_0_840000/centerline.csv,0.02720460257273166,0.05846288742811859
72
+ design_0011,train,0.88,0.21466470811426294,2.736705881158736,0.0,output/ai/slab_family_dataset/cases/design_0011/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0011/lambda_0_880000/centerline.csv,0.025174987693035996,0.05408782012247836
73
+ design_0011,train,0.92,0.21466470811426294,2.736705881158736,0.0,output/ai/slab_family_dataset/cases/design_0011/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0011/lambda_0_920000/centerline.csv,0.023458383678038618,0.04699576529954923
74
+ design_0012,train,0.72,0.20665565980240236,2.691870932023111,0.0,output/ai/slab_family_dataset/cases/design_0012/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0012/lambda_0_720000/centerline.csv,0.029495319221697597,0.06474181785095466
75
+ design_0012,train,0.76,0.20665565980240236,2.691870932023111,0.0,output/ai/slab_family_dataset/cases/design_0012/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0012/lambda_0_760000/centerline.csv,0.02721128656622104,0.05092943314810358
76
+ design_0012,train,0.8,0.20665565980240236,2.691870932023111,0.0,output/ai/slab_family_dataset/cases/design_0012/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0012/lambda_0_800000/centerline.csv,0.0274848337624798,0.05541315163370553
77
+ design_0012,train,0.84,0.20665565980240236,2.691870932023111,0.0,output/ai/slab_family_dataset/cases/design_0012/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0012/lambda_0_840000/centerline.csv,0.027080922687337698,0.05843737677996946
78
+ design_0012,train,0.88,0.20665565980240236,2.691870932023111,0.0,output/ai/slab_family_dataset/cases/design_0012/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0012/lambda_0_880000/centerline.csv,0.025061777691182695,0.053893659070187096
79
+ design_0012,train,0.92,0.20665565980240236,2.691870932023111,0.0,output/ai/slab_family_dataset/cases/design_0012/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0012/lambda_0_920000/centerline.csv,0.023396957317031414,0.04680928154755155
80
+ design_0013,val,0.72,0.27132594400009985,2.04353879727106,0.0,output/ai/slab_family_dataset/cases/design_0013/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0013/lambda_0_720000/centerline.csv,0.026583911123500597,0.053734242113921284
81
+ design_0013,val,0.76,0.27132594400009985,2.04353879727106,0.0,output/ai/slab_family_dataset/cases/design_0013/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0013/lambda_0_760000/centerline.csv,0.02539511928507644,0.049401245939628594
82
+ design_0013,val,0.8,0.27132594400009985,2.04353879727106,0.0,output/ai/slab_family_dataset/cases/design_0013/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0013/lambda_0_800000/centerline.csv,0.02610654253918377,0.052494208033435845
83
+ design_0013,val,0.84,0.27132594400009985,2.04353879727106,0.0,output/ai/slab_family_dataset/cases/design_0013/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0013/lambda_0_840000/centerline.csv,0.026214442087326904,0.0556157718453607
84
+ design_0013,val,0.88,0.27132594400009985,2.04353879727106,0.0,output/ai/slab_family_dataset/cases/design_0013/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0013/lambda_0_880000/centerline.csv,0.024786178415189767,0.051858783891622934
85
+ design_0013,val,0.92,0.27132594400009985,2.04353879727106,0.0,output/ai/slab_family_dataset/cases/design_0013/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0013/lambda_0_920000/centerline.csv,0.023699972765941688,0.045814941627135335
86
+ design_0014,train,0.72,0.29154640804570414,1.4306644664105153,0.0,output/ai/slab_family_dataset/cases/design_0014/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0014/lambda_0_720000/centerline.csv,0.023840689190907503,0.05213898672450559
87
+ design_0014,train,0.76,0.29154640804570414,1.4306644664105153,0.0,output/ai/slab_family_dataset/cases/design_0014/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0014/lambda_0_760000/centerline.csv,0.02413228319391562,0.050904757570096215
88
+ design_0014,train,0.8,0.29154640804570414,1.4306644664105153,0.0,output/ai/slab_family_dataset/cases/design_0014/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0014/lambda_0_800000/centerline.csv,0.024994366995968426,0.05417874054426927
89
+ design_0014,train,0.84,0.29154640804570414,1.4306644664105153,0.0,output/ai/slab_family_dataset/cases/design_0014/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0014/lambda_0_840000/centerline.csv,0.024614833487582744,0.05330604338022818
90
+ design_0014,train,0.88,0.29154640804570414,1.4306644664105153,0.0,output/ai/slab_family_dataset/cases/design_0014/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0014/lambda_0_880000/centerline.csv,0.023712547372984758,0.04818696077626924
91
+ design_0014,train,0.92,0.29154640804570414,1.4306644664105153,0.0,output/ai/slab_family_dataset/cases/design_0014/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0014/lambda_0_920000/centerline.csv,0.023677019240852432,0.044230252260640625
92
+ design_0015,test,0.72,0.30818909970532743,1.9002455743618076,0.0,output/ai/slab_family_dataset/cases/design_0015/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0015/lambda_0_720000/centerline.csv,0.02635682126696596,0.054551465835220934
93
+ design_0015,test,0.76,0.30818909970532743,1.9002455743618076,0.0,output/ai/slab_family_dataset/cases/design_0015/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0015/lambda_0_760000/centerline.csv,0.024949923204039128,0.04821893376993951
94
+ design_0015,test,0.8,0.30818909970532743,1.9002455743618076,0.0,output/ai/slab_family_dataset/cases/design_0015/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0015/lambda_0_800000/centerline.csv,0.025670691192155995,0.05001524168610986
95
+ design_0015,test,0.84,0.30818909970532743,1.9002455743618076,0.0,output/ai/slab_family_dataset/cases/design_0015/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0015/lambda_0_840000/centerline.csv,0.02621678878799463,0.054009329676703306
96
+ design_0015,test,0.88,0.30818909970532743,1.9002455743618076,0.0,output/ai/slab_family_dataset/cases/design_0015/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0015/lambda_0_880000/centerline.csv,0.0251166183087154,0.05154283591249015
97
+ design_0015,test,0.92,0.30818909970532743,1.9002455743618076,0.0,output/ai/slab_family_dataset/cases/design_0015/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0015/lambda_0_920000/centerline.csv,0.02412485575809944,0.046156617206458486
98
+ design_0016,train,0.72,0.45847009636769354,3.199283514292782,0.0,output/ai/slab_family_dataset/cases/design_0016/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0016/lambda_0_720000/centerline.csv,0.03615150339465175,0.0976793315408643
99
+ design_0016,train,0.76,0.45847009636769354,3.199283514292782,0.0,output/ai/slab_family_dataset/cases/design_0016/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0016/lambda_0_760000/centerline.csv,0.04286931169080861,0.09402869746543543
100
+ design_0016,train,0.8,0.45847009636769354,3.199283514292782,0.0,output/ai/slab_family_dataset/cases/design_0016/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0016/lambda_0_800000/centerline.csv,0.037877120043282,0.06975375287940111
101
+ design_0016,train,0.84,0.45847009636769354,3.199283514292782,0.0,output/ai/slab_family_dataset/cases/design_0016/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0016/lambda_0_840000/centerline.csv,0.030879240210507808,0.05024650176643061
102
+ design_0016,train,0.88,0.45847009636769354,3.199283514292782,0.0,output/ai/slab_family_dataset/cases/design_0016/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0016/lambda_0_880000/centerline.csv,0.028270673609636376,0.04005391016856768
103
+ design_0016,train,0.92,0.45847009636769354,3.199283514292782,0.0,output/ai/slab_family_dataset/cases/design_0016/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0016/lambda_0_920000/centerline.csv,0.02856210974167223,0.03957325919604803
104
+ design_0017,train,0.72,0.38950505253267603,1.9215774823661875,0.0,output/ai/slab_family_dataset/cases/design_0017/lambda_0_720000/summary.csv,output/ai/slab_family_dataset/cases/design_0017/lambda_0_720000/centerline.csv,0.02829048035944155,0.058284195084138485
105
+ design_0017,train,0.76,0.38950505253267603,1.9215774823661875,0.0,output/ai/slab_family_dataset/cases/design_0017/lambda_0_760000/summary.csv,output/ai/slab_family_dataset/cases/design_0017/lambda_0_760000/centerline.csv,0.025318859891793135,0.04817826790803712
106
+ design_0017,train,0.8,0.38950505253267603,1.9215774823661875,0.0,output/ai/slab_family_dataset/cases/design_0017/lambda_0_800000/summary.csv,output/ai/slab_family_dataset/cases/design_0017/lambda_0_800000/centerline.csv,0.024963037196698252,0.04381891970096645
107
+ design_0017,train,0.84,0.38950505253267603,1.9215774823661875,0.0,output/ai/slab_family_dataset/cases/design_0017/lambda_0_840000/summary.csv,output/ai/slab_family_dataset/cases/design_0017/lambda_0_840000/centerline.csv,0.02640642609986514,0.04811264216815004
108
+ design_0017,train,0.88,0.38950505253267603,1.9215774823661875,0.0,output/ai/slab_family_dataset/cases/design_0017/lambda_0_880000/summary.csv,output/ai/slab_family_dataset/cases/design_0017/lambda_0_880000/centerline.csv,0.026731209720067903,0.05111201075108306
109
+ design_0017,train,0.92,0.38950505253267603,1.9215774823661875,0.0,output/ai/slab_family_dataset/cases/design_0017/lambda_0_920000/summary.csv,output/ai/slab_family_dataset/cases/design_0017/lambda_0_920000/centerline.csv,0.025829960407095953,0.04845521519470629
benchmark_hybrid/ood_probe/dataset_metadata.json ADDED
@@ -0,0 +1,84 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "family": "slab_centerline_hybrid",
3
+ "description": "Reduced centerline field dataset derived from the Neon scalar slab family. The associated physics loss uses a 1D centerline Helmholtz residual away from the source and crop edges.",
4
+ "scalar_dataset_directory": "output/ai/slab_family_dataset_ood",
5
+ "feature_columns": [
6
+ "thickness",
7
+ "epsilon_real",
8
+ "wavelength"
9
+ ],
10
+ "scalar_target_columns": [
11
+ "benchmark_normalized_transmission",
12
+ "benchmark_normalized_reflection",
13
+ "normalized_peak_intensity"
14
+ ],
15
+ "parameter_domain": {
16
+ "thickness": {
17
+ "min": 0.48,
18
+ "max": 0.58
19
+ },
20
+ "epsilon_real": {
21
+ "min": 4.1,
22
+ "max": 4.8
23
+ },
24
+ "epsilon_imag": 0.0,
25
+ "wavelength": {
26
+ "min": 0.68,
27
+ "max": 0.96,
28
+ "values": [
29
+ 0.68,
30
+ 0.96
31
+ ]
32
+ }
33
+ },
34
+ "field_target_columns": [
35
+ "field_real",
36
+ "field_imag"
37
+ ],
38
+ "crop": {
39
+ "x_min": 0.18,
40
+ "x_max": 1.62
41
+ },
42
+ "dx": 0.010000000000000002,
43
+ "grid": {
44
+ "nx": 181,
45
+ "ny": 81,
46
+ "dx": 0.01,
47
+ "dy": 0.01
48
+ },
49
+ "source": {
50
+ "type": "plane_wave_line",
51
+ "x_index": 10,
52
+ "x_position": 0.1,
53
+ "y_min_index": 18,
54
+ "y_max_index": 62,
55
+ "amplitude": 3.0,
56
+ "phase_origin_x": 0.0,
57
+ "phase_origin_y": 0.4,
58
+ "incident_angle_deg": 0.0
59
+ },
60
+ "absorber": {
61
+ "enabled": true,
62
+ "mode": "pml",
63
+ "pml_cells": 16,
64
+ "sponge_cells": 16
65
+ },
66
+ "interface_exclusion_cells": 2,
67
+ "edge_exclusion_cells": 1,
68
+ "num_samples": 12,
69
+ "num_points_per_centerline": 145,
70
+ "background_permittivity": {
71
+ "real": 1.0,
72
+ "imag": 0.0
73
+ },
74
+ "slab_center_x": 0.95,
75
+ "linked_base_case_config": "examples/configs/case_b_dielectric_slab.json",
76
+ "scalar_dataset_metadata_path": "output/ai/slab_family_dataset_ood/dataset_metadata.json",
77
+ "limitations": [
78
+ "The physics term is a reduced 1D centerline Helmholtz residual, not the full 2D residual.",
79
+ "Residual points near crop edges and material interfaces are masked out.",
80
+ "This dataset is specific to the slab family and normal-incidence centerline behavior."
81
+ ],
82
+ "mean_reference_residual": 0.049776367074360485,
83
+ "max_reference_residual": 0.2739842887802229
84
+ }
benchmark_hybrid/ood_probe/hybrid_dataset.npz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b1af4c711ecadc2af90cf94e662d7dba781169495ba70c8009dab291daac4caa
3
+ size 67494
benchmark_hybrid/ood_probe/samples.csv ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ design_id,split,wavelength,thickness,epsilon_real,epsilon_imag,scalar_summary_path,centerline_path,reference_residual_mean,reference_residual_max
2
+ design_0000,test,0.68,0.5645074792797902,4.399715149365526,0.0,output/ai/slab_family_dataset_ood/cases/design_0000/lambda_0_680000/summary.csv,output/ai/slab_family_dataset_ood/cases/design_0000/lambda_0_680000/centerline.csv,0.05252425065427835,0.14636287198614303
3
+ design_0000,test,0.96,0.5645074792797902,4.399715149365526,0.0,output/ai/slab_family_dataset_ood/cases/design_0000/lambda_0_960000/summary.csv,output/ai/slab_family_dataset_ood/cases/design_0000/lambda_0_960000/centerline.csv,0.03620862070858195,0.054298341469328874
4
+ design_0001,test,0.68,0.4960973091169107,4.527940175949286,0.0,output/ai/slab_family_dataset_ood/cases/design_0001/lambda_0_680000/summary.csv,output/ai/slab_family_dataset_ood/cases/design_0001/lambda_0_680000/centerline.csv,0.07010484922210612,0.2164260120356617
5
+ design_0001,test,0.96,0.4960973091169107,4.527940175949286,0.0,output/ai/slab_family_dataset_ood/cases/design_0001/lambda_0_960000/summary.csv,output/ai/slab_family_dataset_ood/cases/design_0001/lambda_0_960000/centerline.csv,0.035144076803184106,0.058953157197905455
6
+ design_0002,test,0.68,0.5357744547365692,4.6154701093593005,0.0,output/ai/slab_family_dataset_ood/cases/design_0002/lambda_0_680000/summary.csv,output/ai/slab_family_dataset_ood/cases/design_0002/lambda_0_680000/centerline.csv,0.04918187662631533,0.1281505182270443
7
+ design_0002,test,0.96,0.5357744547365692,4.6154701093593005,0.0,output/ai/slab_family_dataset_ood/cases/design_0002/lambda_0_960000/summary.csv,output/ai/slab_family_dataset_ood/cases/design_0002/lambda_0_960000/centerline.csv,0.03623023888956112,0.05560833526737491
8
+ design_0003,test,0.68,0.5168079941664271,4.1107027596176975,0.0,output/ai/slab_family_dataset_ood/cases/design_0003/lambda_0_680000/summary.csv,output/ai/slab_family_dataset_ood/cases/design_0003/lambda_0_680000/centerline.csv,0.08961999866396919,0.2739842887802229
9
+ design_0003,test,0.96,0.5168079941664271,4.1107027596176975,0.0,output/ai/slab_family_dataset_ood/cases/design_0003/lambda_0_960000/summary.csv,output/ai/slab_family_dataset_ood/cases/design_0003/lambda_0_960000/centerline.csv,0.03344528230933574,0.050562360676605834
10
+ design_0004,test,0.68,0.5014941963561769,4.277828639654847,0.0,output/ai/slab_family_dataset_ood/cases/design_0004/lambda_0_680000/summary.csv,output/ai/slab_family_dataset_ood/cases/design_0004/lambda_0_680000/centerline.csv,0.07151171213771235,0.21851106532434011
11
+ design_0004,test,0.96,0.5014941963561769,4.277828639654847,0.0,output/ai/slab_family_dataset_ood/cases/design_0004/lambda_0_960000/summary.csv,output/ai/slab_family_dataset_ood/cases/design_0004/lambda_0_960000/centerline.csv,0.03433012967272349,0.053551767867874765
12
+ design_0005,test,0.68,0.5185824037589198,4.522902098194751,0.0,output/ai/slab_family_dataset_ood/cases/design_0005/lambda_0_680000/summary.csv,output/ai/slab_family_dataset_ood/cases/design_0005/lambda_0_680000/centerline.csv,0.05341877458886045,0.14832599182345774
13
+ design_0005,test,0.96,0.5185824037589198,4.522902098194751,0.0,output/ai/slab_family_dataset_ood/cases/design_0005/lambda_0_960000/summary.csv,output/ai/slab_family_dataset_ood/cases/design_0005/lambda_0_960000/centerline.csv,0.0355965946156976,0.05760773599927223