Upload folder using huggingface_hub

README.md

@@ -0,0 +1,58 @@
+---
+license: mit
+task_categories:
+  - image-segmentation
+tags:
+  - electromagnetics
+  - nanophotonics
+  - jcmwave
+  - optical-constants
+---
+
+# Squiggles Layered-Stack Dataset
+
+Wavelength-normalized layered nanostructure geometries with per-pixel domain labels
+and optical-constant (nk) maps for multiple symmetry classes.
+
+## Layout
+
+```
+samples/
+  sample_XXXX/
+    geometry.json
+    geometry.png
+    domain_ids.npz
+    ooc/oc_iso_0/nk_tensor.npz
+    fields/run_.../electric_field.npz
+    fields/run_.../electric_field_overlay.png
+    fields/run_.../nk_tensor.npz
+manifest.json
+squiggles_loader.py
+```
+
+## Quick start
+
+```python
+from squiggles_loader import geometry_at_energy, load_domain_ids, load_nk_tensor
+
+energy_ev = 550.0
+geom_nm = geometry_at_energy("samples/sample_0000/geometry.json", energy_ev=energy_ev)
+domain = load_domain_ids("samples/sample_0000/domain_ids.npz", energy_ev=energy_ev)
+nk = load_nk_tensor("samples/sample_0000/ooc/oc_iso_0/nk_tensor.npz", energy_ev=energy_ev)
+
+print(geom_nm["units"])
+print(domain["domain_ids"].shape, domain["X_nm"].min(), domain["X_nm"].max())
+print(nk["nk_tensor"].shape)
+```
+
+Geometry shape points are stored in lambda units in ``geometry.json``. Pass your
+target photon energy in eV to convert coordinates and grids to nanometers.
+
+NPZ grids store ``X`` and ``Y`` in meters by default. The loader exposes ``X_nm``
+and ``Y_nm`` for convenience.
+
+## Labeled regions
+
+- ``domain_ids.npz``: integer domain label per grid pixel
+- ``ooc/*/nk_tensor.npz``: complex refractive-index tensor map per OC profile
+- ``fields/*/nk_tensor.npz``: nk map used for a field solve (when present)

samples/sample_0000/domain_ids.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a7c4fe9b9203e070a4317dec145b0e9c4c170deaa0f51f92c94163939260152f
+size 3099

samples/sample_0000/geometry.json

@@ -0,0 +1,1622 @@
+{
+  "created_at": "2026-07-07T07:12:05.543460+00:00",
+  "mode": "generate",
+  "units": "lambda",
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000",
+  "sample_kind": "interior",
+  "sample_label": "interior_0000",
+  "axis_name": null,
+  "axis_side": null,
+  "hypercube_coords": {
+    "pitch_ratio": 0.5390535471165336,
+    "height_bg_ratio": 0.2021212281305801,
+    "n_segments": 0.834122954182211,
+    "width_ratio": 0.3262053369356799,
+    "segment_height_ratio": 0.7138812830170986,
+    "n_interfaces": 0.44892316840777824,
+    "interface_0_width_frac_0": 0.6349191725708603,
+    "interface_0_width_frac_1": 0.803337621822182,
+    "interface_0_width_frac_2": 0.795953873465228,
+    "interface_0_width_frac_3": 0.5,
+    "interface_0_width_frac_4": 0.5,
+    "interface_0_width_frac_5": 0.5,
+    "interface_0_width_frac_6": 0.5,
+    "interface_0_width_frac_7": 0.5,
+    "interface_0_width_frac_8": 0.5,
+    "interface_0_width_frac_9": 0.5,
+    "interface_0_width_frac_10": 0.5,
+    "interface_0_width_frac_11": 0.5,
+    "interface_0_width_frac_12": 0.5,
+    "interface_0_height_frac_0": 0.35432467613079444,
+    "interface_0_height_frac_1": 0.6898552166120303,
+    "interface_0_height_frac_2": 0.5,
+    "interface_0_height_frac_3": 0.5,
+    "interface_0_height_frac_4": 0.5,
+    "interface_0_height_frac_5": 0.5,
+    "interface_0_height_frac_6": 0.5,
+    "interface_0_height_frac_7": 0.5,
+    "interface_0_height_frac_8": 0.5,
+    "interface_0_height_frac_9": 0.5,
+    "interface_0_height_frac_10": 0.5,
+    "interface_0_height_frac_11": 0.5,
+    "interface_1_width_frac_0": 0.48229653541887174,
+    "interface_1_width_frac_1": 0.5059905711593597,
+    "interface_1_width_frac_2": 0.22054292785107132,
+    "interface_1_width_frac_3": 0.5,
+    "interface_1_width_frac_4": 0.5,
+    "interface_1_width_frac_5": 0.5,
+    "interface_1_width_frac_6": 0.5,
+    "interface_1_width_frac_7": 0.5,
+    "interface_1_width_frac_8": 0.5,
+    "interface_1_width_frac_9": 0.5,
+    "interface_1_width_frac_10": 0.5,
+    "interface_1_width_frac_11": 0.5,
+    "interface_1_width_frac_12": 0.5,
+    "interface_1_height_frac_0": 0.3273010633382216,
+    "interface_1_height_frac_1": 0.9955211484769246,
+    "interface_1_height_frac_2": 0.5,
+    "interface_1_height_frac_3": 0.5,
+    "interface_1_height_frac_4": 0.5,
+    "interface_1_height_frac_5": 0.5,
+    "interface_1_height_frac_6": 0.5,
+    "interface_1_height_frac_7": 0.5,
+    "interface_1_height_frac_8": 0.5,
+    "interface_1_height_frac_9": 0.5,
+    "interface_1_height_frac_10": 0.5,
+    "interface_1_height_frac_11": 0.5,
+    "interface_2_width_frac_0": 0.5,
+    "interface_2_width_frac_1": 0.5,
+    "interface_2_width_frac_2": 0.5,
+    "interface_2_width_frac_3": 0.5,
+    "interface_2_width_frac_4": 0.5,
+    "interface_2_width_frac_5": 0.5,
+    "interface_2_width_frac_6": 0.5,
+    "interface_2_width_frac_7": 0.5,
+    "interface_2_width_frac_8": 0.5,
+    "interface_2_width_frac_9": 0.5,
+    "interface_2_width_frac_10": 0.5,
+    "interface_2_width_frac_11": 0.5,
+    "interface_2_width_frac_12": 0.5,
+    "interface_2_height_frac_0": 0.5,
+    "interface_2_height_frac_1": 0.5,
+    "interface_2_height_frac_2": 0.5,
+    "interface_2_height_frac_3": 0.5,
+    "interface_2_height_frac_4": 0.5,
+    "interface_2_height_frac_5": 0.5,
+    "interface_2_height_frac_6": 0.5,
+    "interface_2_height_frac_7": 0.5,
+    "interface_2_height_frac_8": 0.5,
+    "interface_2_height_frac_9": 0.5,
+    "interface_2_height_frac_10": 0.5,
+    "interface_2_height_frac_11": 0.5
+  },
+  "active_axes": [
+    "pitch_ratio",
+    "height_bg_ratio",
+    "n_segments",
+    "width_ratio",
+    "segment_height_ratio",
+    "n_interfaces",
+    "interface_0_width_frac_0",
+    "interface_0_width_frac_1",
+    "interface_0_width_frac_2",
+    "interface_0_height_frac_0",
+    "interface_0_height_frac_1",
+    "interface_1_width_frac_0",
+    "interface_1_width_frac_1",
+    "interface_1_width_frac_2",
+    "interface_1_height_frac_0",
+    "interface_1_height_frac_1"
+  ],
+  "template_name": "layered_stack",
+  "template_config": {
+    "max_n_segments": 12,
+    "max_n_interfaces": 3,
+    "n_segments_bounds": [
+      4,
+      12
+    ],
+    "n_interfaces_bounds": [
+      2,
+      3
+    ],
+    "pitch_ratio": [
+      1.5,
+      2.0
+    ],
+    "height_bg_ratio": [
+      1.0,
+      2.5
+    ],
+    "width_ratio": [
+      0.4,
+      0.9
+    ],
+    "segment_height_ratio": [
+      0.45,
+      1.8
+    ],
+    "interface_width_fraction": [
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ]
+    ],
+    "interface_height_fraction": [
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ]
+    ]
+  },
+  "resolved_params_lambda": {
+    "pitch": 1.7695267735582667,
+    "widths": [
+      0.56310266846784,
+      0.56310266846784,
+      0.56310266846784,
+      0.56310266846784,
+      0.56310266846784,
+      0.56310266846784,
+      0.56310266846784,
+      0.56310266846784,
+      0.56310266846784,
+      0.56310266846784,
+      0.56310266846784
+    ],
+    "segment_heights": [
+      1.4137397320730831,
+      1.4137397320730831,
+      1.4137397320730831,
+      1.4137397320730831,
+      1.4137397320730831,
+      1.4137397320730831,
+      1.4137397320730831,
+      1.4137397320730831,
+      1.4137397320730831,
+      1.4137397320730831
+    ],
+    "height_bg": 1.30318184219587,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 2,
+    "interface_width_fractions": [
+      [
+        0.6992055449139731,
+        0.7918356920022002,
+        0.7877746304058754,
+        0.625,
+        0.625,
+        0.625,
+        0.625,
+        0.625,
+        0.625,
+        0.625,
+        0.625
+      ],
+      [
+        0.6152630944803794,
+        0.6282948141376479,
+        0.47129861031808923,
+        0.625,
+        0.625,
+        0.625,
+        0.625,
+        0.625,
+        0.625,
+        0.625,
+        0.625
+      ]
+    ],
+    "interface_height_fractions": [
+      [
+        0.5448785718719369,
+        0.7294203691366167,
+        0.625,
+        0.625,
+        0.625,
+        0.625,
+        0.625,
+        0.625,
+        0.625,
+        0.625
+      ],
+      [
+        0.5300155848360218,
+        0.8975366316623086,
+        0.625,
+        0.625,
+        0.625,
+        0.625,
+        0.625,
+        0.625,
+        0.625,
+        0.625
+      ]
+    ],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "geometry_plot": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/geometry.png",
+  "shapes": [
+    {
+      "name": "ComputationalDomain",
+      "domain_id": 1,
+      "priority": -1,
+      "side_length_constraint": 0.7,
+      "points": [
+        -0.8847633867791334,
+        -2.0,
+        0.8847633867791334,
+        -2.0,
+        0.8847633867791334,
+        21.4045689376538,
+        -0.8847633867791334,
+        21.4045689376538
+      ],
+      "nk": [
+        "1.0"
+      ]
+    },
+    {
+      "name": "shape_bg",
+      "domain_id": 3,
+      "priority": 1,
+      "side_length_constraint": 0.7,
+      "points": [
+        -0.8847633867791334,
+        0.0,
+        0.8847633867791334,
+        0.0,
+        0.8847633867791334,
+        1.30318184219587,
+        -0.8847633867791334,
+        1.30318184219587
+      ],
+      "nk": [
+        "1.0"
+      ]
+    },
+    {
+      "name": "interface_0",
+      "domain_id": 4,
+      "priority": 2,
+      "side_length_constraint": 0.7,
+      "points": [
+        0.3662404143935558,
+        0.0,
+        0.3594822945746834,
+        0.5584406716806176,
+        0.35408112738731645,
+        1.0588870465264664,
+        0.34993612738101576,
+        1.506738574931894,
+        0.34694650910534197,
+        1.9073947072912472,
+        0.34501148710985596,
+        2.2662548939988736,
+        0.3440302759441184,
+        2.588718585449122,
+        0.3439020901576899,
+        2.8801852320363377,
+        0.3445261443001314,
+        3.14605428415487,
+        0.3458016529210035,
+        3.3917251921990657,
+        0.347627830569867,
+        3.6225974065632722,
+        0.34990443856076436,
+        3.843955049084339,
+        0.3525423861887581,
+        4.058730807640296,
+        0.35546299095758715,
+        4.267661975688643,
+        0.35858796896229683,
+        4.471401772168465,
+        0.36183903629793335,
+        4.670603416018851,
+        0.36513790905954235,
+        4.865920126178884,
+        0.36840630334216984,
+        5.058005121587652,
+        0.37156593524086157,
+        5.2475116211842385,
+        0.3745385208506635,
+        5.43509284390773,
+        0.37724577626662137,
+        5.621402008697213,
+        0.37960942045524515,
+        5.8070923186192225,
+        0.3815741326107419,
+        5.992690059827309,
+        0.3831630546864251,
+        6.178287801035396,
+        0.384416075014789,
+        6.363885542243485,
+        0.38537308192832764,
+        6.549483283451569,
+        0.3860739637595353,
+        6.735081024659658,
+        0.386558608840906,
+        6.920678765867744,
+        0.3868669055049342,
+        7.106276507075831,
+        0.3870387420841138,
+        7.291874248283919,
+        0.3871140069109392,
+        7.477471989492005,
+        0.3871325883179043,
+        7.663069730700092,
+        0.38713308457164,
+        7.848667471908178,
+        0.38713308457164,
+        8.034265213116267,
+        0.3871330845716401,
+        8.219862954324352,
+        0.38713308457164,
+        8.405460695532438,
+        0.38713308457164,
+        8.591058436740525,
+        0.38713308457164,
+        8.776656177948611,
+        0.38713308457164,
+        8.9622539191567,
+        0.3871330845716401,
+        9.147851660364788,
+        0.38713308457164,
+        9.333449401572873,
+        0.38713308457164,
+        9.519047142780959,
+        0.38713308457164,
+        9.704644883989046,
+        0.38713308457164,
+        9.890242625197134,
+        0.38713308457164,
+        10.075840366405224,
+        0.38713308457164,
+        10.261438107613309,
+        0.3871330845716401,
+        10.447035848821397,
+        0.38713308457164,
+        10.632633590029481,
+        0.38713308457164,
+        10.818231331237568,
+        0.38713308457164,
+        11.003829072445653,
+        0.38713308457164,
+        11.18942681365374,
+        0.38713308457164,
+        11.37502455486183,
+        0.38713308457164,
+        11.560622296069916,
+        0.3871330845716401,
+        11.746220037278004,
+        0.38713308457164,
+        11.931817778486089,
+        0.3871330845716401,
+        12.117415519694177,
+        0.38713308457164,
+        12.303013260902263,
+        0.38713308457164,
+        12.488611002110352,
+        0.38713308457164,
+        12.674208743318436,
+        0.3871330845716401,
+        12.859806484526525,
+        0.38713308457164,
+        13.045404225734611,
+        0.38713308457164,
+        13.231001966942697,
+        0.38713308457164,
+        13.41659970815078,
+        0.38713308457164,
+        13.60219744935887,
+        0.38713308457164,
+        13.787795190566955,
+        0.38713308457164,
+        13.973392931775047,
+        0.38713308457164,
+        14.15899067298313,
+        0.3871330845716401,
+        14.344588414191223,
+        0.38713308457164,
+        14.530186155399306,
+        0.38713308457164,
+        14.715783896607391,
+        0.3871330845716401,
+        14.901381637815478,
+        0.3871330845716401,
+        15.086979379023566,
+        0.38713308457164,
+        15.27257712023165,
+        0.38713308457164,
+        15.45817486143974,
+        0.38713308457164,
+        15.643772602647827,
+        0.38713308457164,
+        15.829370343855913,
+        0.38713308457164,
+        16.014968085063998,
+        0.38713308457164,
+        16.20056582627209,
+        0.38713308457164,
+        16.38616356748017,
+        0.38713308457164,
+        16.571761308688263,
+        0.38713308457164,
+        16.757359049896348,
+        0.38713308457164,
+        16.942956791104436,
+        0.3871330845716401,
+        17.128554532312524,
+        0.38713308457164,
+        17.31415227352061,
+        0.38713203657527107,
+        17.49974738360264,
+        0.38693385063692765,
+        17.684847554205817,
+        0.3859198977749788,
+        17.86789963983872,
+        0.3834162835742727,
+        18.047211744221553,
+        0.3787491136196569,
+        18.221091971074518,
+        0.37124449349597943,
+        18.387848424117823,
+        0.3602285287880881,
+        18.545789207071685,
+        0.34502732508083045,
+        18.693222423656294,
+        0.32496698795905476,
+        18.828456177591868,
+        0.2993736230076085,
+        18.949798572598596,
+        0.2675733358113396,
+        19.055557712396702,
+        0.22902703048805834,
+        19.14415451023625,
+        0.18442181603213217,
+        19.21503605964235,
+        0.1350993406701418,
+        19.268197221696926,
+        0.08240739323238959,
+        19.30363799639998,
+        0.027693762549180982,
+        19.321358383751505,
+        -0.027693762549179907,
+        19.321358383751505,
+        -0.08240739323238852,
+        19.303637996399978,
+        -0.1350993406701408,
+        19.26819722169693,
+        -0.18442181603213212,
+        19.21503605964235,
+        -0.22902703048805828,
+        19.144154510236245,
+        -0.2675733358113396,
+        19.055557712396702,
+        -0.2993736230076084,
+        18.949798572598596,
+        -0.32496698795905465,
+        18.828456177591864,
+        -0.34502732508083045,
+        18.693222423656294,
+        -0.3602285287880881,
+        18.54578920707168,
+        -0.3712444934959793,
+        18.387848424117823,
+        -0.3787491136196569,
+        18.221091971074518,
+        -0.3834162835742726,
+        18.047211744221556,
+        -0.3859198977749788,
+        17.86789963983872,
+        -0.38693385063692753,
+        17.684847554205817,
+        -0.38713203657527107,
+        17.49974738360264,
+        -0.38713308457163986,
+        17.31415227352061,
+        -0.38713308457164,
+        17.128554532312524,
+        -0.38713308457163986,
+        16.942956791104436,
+        -0.38713308457163986,
+        16.757359049896355,
+        -0.38713308457164,
+        16.571761308688263,
+        -0.38713308457164,
+        16.38616356748018,
+        -0.38713308457164,
+        16.20056582627209,
+        -0.38713308457164,
+        16.014968085064005,
+        -0.38713308457164,
+        15.829370343855917,
+        -0.38713308457164,
+        15.643772602647829,
+        -0.38713308457164,
+        15.458174861439742,
+        -0.38713308457163986,
+        15.272577120231656,
+        -0.38713308457164,
+        15.086979379023568,
+        -0.38713308457164,
+        14.901381637815481,
+        -0.38713308457164,
+        14.715783896607393,
+        -0.38713308457163986,
+        14.530186155399308,
+        -0.3871330845716401,
+        14.344588414191223,
+        -0.38713308457164,
+        14.15899067298313,
+        -0.38713308457164,
+        13.973392931775047,
+        -0.38713308457164,
+        13.787795190566959,
+        -0.38713308457163986,
+        13.60219744935887,
+        -0.38713308457164,
+        13.416599708150786,
+        -0.38713308457163986,
+        13.2310019669427,
+        -0.38713308457164,
+        13.045404225734616,
+        -0.38713308457164,
+        12.85980648452653,
+        -0.38713308457164,
+        12.674208743318442,
+        -0.38713308457164,
+        12.488611002110355,
+        -0.38713308457163986,
+        12.303013260902267,
+        -0.38713308457164,
+        12.117415519694182,
+        -0.38713308457164,
+        11.931817778486096,
+        -0.38713308457163986,
+        11.746220037278006,
+        -0.38713308457164,
+        11.56062229606992,
+        -0.38713308457164,
+        11.375024554861833,
+        -0.38713308457164,
+        11.189426813653744,
+        -0.38713308457164,
+        11.00382907244566,
+        -0.38713308457164,
+        10.81823133123757,
+        -0.38713308457163986,
+        10.632633590029483,
+        -0.3871330845716401,
+        10.447035848821399,
+        -0.38713308457164,
+        10.26143810761331,
+        -0.38713308457164,
+        10.075840366405224,
+        -0.38713308457164,
+        9.890242625197136,
+        -0.38713308457164,
+        9.70464488398905,
+        -0.38713308457163986,
+        9.51904714278096,
+        -0.38713308457163986,
+        9.333449401572874,
+        -0.38713308457163986,
+        9.147851660364791,
+        -0.38713308457164,
+        8.962253919156703,
+        -0.38713308457164,
+        8.776656177948617,
+        -0.38713308457164,
+        8.59105843674053,
+        -0.38713308457163986,
+        8.405460695532442,
+        -0.38713308457164,
+        8.219862954324356,
+        -0.38713308457164,
+        8.034265213116269,
+        -0.38713308457164,
+        7.848667471908182,
+        -0.3871325883179043,
+        7.663069730700094,
+        -0.3871140069109391,
+        7.477471989492003,
+        -0.3870387420841137,
+        7.29187424828392,
+        -0.3868669055049341,
+        7.106276507075835,
+        -0.386558608840906,
+        6.920678765867747,
+        -0.3860739637595352,
+        6.735081024659662,
+        -0.38537308192832753,
+        6.549483283451572,
+        -0.3844160750147889,
+        6.363885542243489,
+        -0.3831630546864251,
+        6.178287801035398,
+        -0.3815741326107419,
+        5.992690059827314,
+        -0.37960942045524515,
+        5.807092318619223,
+        -0.37724577626662137,
+        5.621402008697218,
+        -0.3745385208506635,
+        5.435092843907731,
+        -0.37156593524086157,
+        5.247511621184242,
+        -0.36840630334216984,
+        5.058005121587653,
+        -0.36513790905954235,
+        4.865920126178889,
+        -0.36183903629793324,
+        4.67060341601885,
+        -0.35858796896229683,
+        4.471401772168469,
+        -0.35546299095758693,
+        4.267661975688641,
+        -0.3525423861887581,
+        4.058730807640298,
+        -0.34990443856076425,
+        3.843955049084338,
+        -0.347627830569867,
+        3.6225974065632744,
+        -0.3458016529210034,
+        3.3917251921990643,
+        -0.3445261443001314,
+        3.1460542841548733,
+        -0.3439020901576899,
+        2.880185232036335,
+        -0.3440302759441184,
+        2.588718585449124,
+        -0.34501148710985585,
+        2.266254893998882,
+        -0.34694650910534197,
+        1.9073947072912494,
+        -0.34993612738101565,
+        1.5067385749319036,
+        -0.35408112738731634,
+        1.058887046526468,
+        -0.35948229457468317,
+        0.5584406716806289,
+        -0.3662404143935557,
+        8.881784197001252e-16
+      ],
+      "nk": [
+        "1.0"
+      ]
+    },
+    {
+      "name": "interface_1",
+      "domain_id": 5,
+      "priority": 3,
+      "side_length_constraint": 0.7,
+      "points": [
+        0.19686225407428423,
+        0.0,
+        0.2036203738931567,
+        0.21380310923606496,
+        0.20902154108052362,
+        0.4144275387904003,
+        0.2131665410868243,
+        0.602626188377,
+        0.21615615936249802,
+        0.779151957709858,
+        0.21809118135798405,
+        0.9447577465029686,
+        0.21907239252372163,
+        1.100196454470326,
+        0.21920057831015002,
+        1.2462209813259235,
+        0.2185765241677086,
+        1.3835842267837566,
+        0.2173010155468365,
+        1.513039090557818,
+        0.21547483789797306,
+        1.635338472362102,
+        0.21319822990707563,
+        1.751231003828973,
+        0.2105602822790818,
+        1.8613782946744357,
+        0.20763967751025297,
+        1.9663607074125806,
+        0.2045146995055432,
+        2.06675549312599,
+        0.20126363216990673,
+        2.163139902897247,
+        0.19796475940829764,
+        2.2560911878089334,
+        0.19469636512567015,
+        2.346186598943633,
+        0.19153673322697837,
+        2.4340033873839277,
+        0.1885641476171765,
+        2.5201188042124,
+        0.1858568922012187,
+        2.6051101005116326,
+        0.18349324801259487,
+        2.6895545133375984,
+        0.18152853585709816,
+        2.7739171229776383,
+        0.17993961378141496,
+        2.858279732617678,
+        0.17868659345305113,
+        2.9426423422577175,
+        0.17772958653951246,
+        3.0270049518977564,
+        0.1770287047083048,
+        3.1113675615377963,
+        0.176544059626934,
+        3.195730171177835,
+        0.17623576296290588,
+        3.280092780817875,
+        0.17606392638372623,
+        3.364455390457915,
+        0.17598866155690088,
+        3.448818000097954,
+        0.17597008014993565,
+        3.533180609737993,
+        0.17596958389620002,
+        3.617543219378033,
+        0.17596958389620002,
+        3.7019058290180724,
+        0.17596958389620002,
+        3.7862684386581122,
+        0.17596958389620002,
+        3.8706310482981507,
+        0.17596958389620002,
+        3.95499365793819,
+        0.17596958389620002,
+        4.03935626757823,
+        0.17596958389620002,
+        4.12371887721827,
+        0.17596958389620002,
+        4.20808148685831,
+        0.17596958389620002,
+        4.292444096498349,
+        0.1759695838962,
+        4.376806706138388,
+        0.17596958389620002,
+        4.461169315778427,
+        0.17596958389620002,
+        4.545531925418467,
+        0.17596958389620002,
+        4.629894535058507,
+        0.17596958389620002,
+        4.714257144698546,
+        0.17596958389620002,
+        4.798619754338587,
+        0.1759695838962,
+        4.882982363978625,
+        0.1759695838962,
+        4.9673449736186654,
+        0.1759695838962,
+        5.051707583258703,
+        0.17596958389620002,
+        5.136070192898743,
+        0.17596958389620002,
+        5.220432802538783,
+        0.17596958389620004,
+        5.304795412178823,
+        0.17596958389620004,
+        5.3891580218188615,
+        0.1759695838962,
+        5.473520631458902,
+        0.17596958389620002,
+        5.557883241098941,
+        0.17596958389620002,
+        5.6422458507389806,
+        0.17596958389620002,
+        5.726608460379021,
+        0.17596958389620002,
+        5.810971070019059,
+        0.17596958389620004,
+        5.895333679659099,
+        0.17596958389620004,
+        5.979696289299138,
+        0.17596958389620002,
+        6.0640588989391775,
+        0.17596958389620002,
+        6.148421508579217,
+        0.1759695838962,
+        6.232784118219255,
+        0.17596958389620002,
+        6.317146727859296,
+        0.17596958389620004,
+        6.401509337499337,
+        0.17596958389620002,
+        6.485871947139375,
+        0.17596958389620004,
+        6.570234556779416,
+        0.17596958389620002,
+        6.654597166419454,
+        0.17596958389620002,
+        6.7389597760594935,
+        0.17596958389620002,
+        6.823322385699533,
+        0.17596958389620002,
+        6.907684995339572,
+        0.17596958389620002,
+        6.992047604979612,
+        0.17596958389620004,
+        7.076410214619651,
+        0.17596958389620002,
+        7.160772824259691,
+        0.17596958389620002,
+        7.245135433899731,
+        0.1759695838962,
+        7.32949804353977,
+        0.17596958389620002,
+        7.41386065317981,
+        0.1759695838962,
+        7.49822326281985,
+        0.17596958389620002,
+        7.582585872459888,
+        0.1759695838962,
+        7.666948482099928,
+        0.17596958389620002,
+        7.751311091739967,
+        0.17596958389620004,
+        7.835673701380007,
+        0.1759695838962,
+        7.920036311020046,
+        0.1759691075342141,
+        8.004397724693694,
+        0.17587902301678532,
+        8.08853416587696,
+        0.1754181353522631,
+        8.171739659346459,
+        0.17428012889739672,
+        8.253245161338656,
+        0.172158688008935,
+        8.332281628090003,
+        0.16874749704362704,
+        8.408080015836962,
+        0.16374024035822188,
+        8.479871280815988,
+        0.1568306023094684,
+        8.546886379263537,
+        0.14771226725411582,
+        8.608356267416072,
+        0.13607891954891296,
+        8.663511901510041,
+        0.12162424355060894,
+        8.711584237781906,
+        0.10410319567639018,
+        8.751855509527156,
+        0.08382809819642371,
+        8.784074395620838,
+        0.06140879121370083,
+        8.8082385601911,
+        0.03745790601472256,
+        8.824348003237942,
+        0.012588073885991358,
+        8.832402724761364,
+        -0.012588073885990862,
+        8.832402724761364,
+        -0.03745790601472205,
+        8.82434800323794,
+        -0.061408791213700346,
+        8.808238560191102,
+        -0.08382809819642367,
+        8.78407439562084,
+        -0.10410319567639013,
+        8.751855509527156,
+        -0.12162424355060888,
+        8.71158423778191,
+        -0.1360789195489129,
+        8.663511901510041,
+        -0.14771226725411576,
+        8.608356267416074,
+        -0.15683060230946838,
+        8.54688637926354,
+        -0.1637402403582218,
+        8.47987128081599,
+        -0.168747497043627,
+        8.408080015836964,
+        -0.17215868800893494,
+        8.332281628090007,
+        -0.17428012889739664,
+        8.25324516133866,
+        -0.17541813535226308,
+        8.17173965934646,
+        -0.17587902301678524,
+        8.088534165876961,
+        -0.17596910753421408,
+        8.004397724693696,
+        -0.17596958389619996,
+        7.920036311020048,
+        -0.17596958389619996,
+        7.835673701380009,
+        -0.1759695838962,
+        7.75131109173997,
+        -0.17596958389619996,
+        7.66694848209993,
+        -0.17596958389619996,
+        7.582585872459891,
+        -0.1759695838962,
+        7.498223262819852,
+        -0.17596958389619996,
+        7.413860653179812,
+        -0.1759695838962,
+        7.329498043539773,
+        -0.1759695838962,
+        7.245135433899733,
+        -0.17596958389619996,
+        7.160772824259694,
+        -0.17596958389619996,
+        7.076410214619655,
+        -0.17596958389619996,
+        6.992047604979614,
+        -0.17596958389619996,
+        6.907684995339575,
+        -0.1759695838962,
+        6.8233223856995355,
+        -0.17596958389619993,
+        6.738959776059495,
+        -0.17596958389619993,
+        6.654597166419456,
+        -0.1759695838962,
+        6.570234556779417,
+        -0.17596958389619996,
+        6.485871947139376,
+        -0.1759695838962,
+        6.401509337499338,
+        -0.17596958389619993,
+        6.317146727859297,
+        -0.17596958389619993,
+        6.232784118219258,
+        -0.17596958389619993,
+        6.148421508579219,
+        -0.17596958389619996,
+        6.064058898939179,
+        -0.17596958389619996,
+        5.979696289299142,
+        -0.1759695838962,
+        5.895333679659102,
+        -0.17596958389619993,
+        5.810971070019062,
+        -0.17596958389619996,
+        5.726608460379023,
+        -0.17596958389619996,
+        5.642245850738983,
+        -0.1759695838962,
+        5.557883241098944,
+        -0.1759695838962,
+        5.473520631458904,
+        -0.17596958389619996,
+        5.389158021818864,
+        -0.17596958389619993,
+        5.304795412178824,
+        -0.1759695838962,
+        5.220432802538785,
+        -0.17596958389619996,
+        5.136070192898746,
+        -0.1759695838962,
+        5.051707583258707,
+        -0.17596958389619993,
+        4.9673449736186654,
+        -0.17596958389619996,
+        4.882982363978627,
+        -0.17596958389620002,
+        4.798619754338588,
+        -0.17596958389619996,
+        4.714257144698548,
+        -0.17596958389619996,
+        4.629894535058509,
+        -0.17596958389619996,
+        4.5455319254184685,
+        -0.1759695838962,
+        4.461169315778429,
+        -0.17596958389619993,
+        4.37680670613839,
+        -0.17596958389619993,
+        4.29244409649835,
+        -0.17596958389619993,
+        4.208081486858312,
+        -0.17596958389619996,
+        4.123718877218273,
+        -0.17596958389619993,
+        4.039356267578233,
+        -0.17596958389619996,
+        3.9549936579381932,
+        -0.17596958389619996,
+        3.870631048298154,
+        -0.17596958389619996,
+        3.7862684386581145,
+        -0.17596958389619996,
+        3.7019058290180746,
+        -0.17596958389619996,
+        3.6175432193780357,
+        -0.1759700801499356,
+        3.533180609737996,
+        -0.1759886615569008,
+        3.4488180000979547,
+        -0.17606392638372614,
+        3.3644553904579166,
+        -0.1762357629629058,
+        3.2800927808178786,
+        -0.17654405962693395,
+        3.195730171177838,
+        -0.17702870470830476,
+        3.1113675615378,
+        -0.1777295865395124,
+        3.0270049518977586,
+        -0.17868659345305105,
+        2.9426423422577206,
+        -0.1799396137814149,
+        2.85827973261768,
+        -0.18152853585709808,
+        2.773917122977642,
+        -0.1834932480125948,
+        2.6895545133376,
+        -0.1858568922012186,
+        2.6051101005116357,
+        -0.1885641476171765,
+        2.5201188042124016,
+        -0.19153673322697828,
+        2.4340033873839304,
+        -0.19469636512567012,
+        2.3461865989436346,
+        -0.19796475940829755,
+        2.2560911878089365,
+        -0.20126363216990667,
+        2.1631399028972473,
+        -0.2045146995055431,
+        2.0667554931259926,
+        -0.20763967751025292,
+        1.9663607074125808,
+        -0.21056028227908175,
+        1.8613782946744382,
+        -0.21319822990707563,
+        1.751231003828974,
+        -0.21547483789797298,
+        1.6353384723621045,
+        -0.21730101554683648,
+        1.5130390905578182,
+        -0.21857652416770854,
+        1.3835842267837588,
+        -0.21920057831015002,
+        1.2462209813259233,
+        -0.2190723925237216,
+        1.1001964544703282,
+        -0.218091181357984,
+        0.9447577465029738,
+        -0.216156159362498,
+        0.7791519577098601,
+        -0.21316654108682434,
+        0.6026261883770053,
+        -0.20902154108052354,
+        0.4144275387904021,
+        -0.20362037389315674,
+        0.2138031092360706,
+        -0.19686225407428418,
+        1.5543122344752192e-15
+      ],
+      "nk": [
+        "1.0"
+      ]
+    },
+    {
+      "name": "shape",
+      "domain_id": 6,
+      "priority": 4,
+      "side_length_constraint": 0.7,
+      "points": [
+        0.17322814515584123,
+        0.0,
+        0.1736126559688123,
+        0.21143560235916314,
+        0.17281759374609768,
+        0.41630102296389443,
+        0.17107290954914545,
+        0.6143085516729396,
+        0.16860855443940365,
+        0.8051704783450441,
+        0.16565447947832046,
+        0.9885990928389539,
+        0.16244063572734402,
+        1.164306685013415,
+        0.15919697424792245,
+        1.3320055447271721,
+        0.15615344610150395,
+        1.4914079618389722,
+        0.15354000234953652,
+        1.6422262262075602,
+        0.1515865940534683,
+        1.784172627691682,
+        0.15051435200558,
+        1.9169880136233697,
+        0.1503645705300959,
+        2.0409954896574907,
+        0.15101064130736752,
+        2.157061781510391,
+        0.15231952604152338,
+        2.266074433296442,
+        0.154158186436692,
+        2.3689209891300154,
+        0.15639358419700183,
+        2.4664889931254836,
+        0.15889268102658133,
+        2.5596659893972173,
+        0.161522438629559,
+        2.6493395220595897,
+        0.16414981871006334,
+        2.736397135226971,
+        0.16664178297222287,
+        2.821726373013734,
+        0.16886529726807892,
+        2.906214757967838,
+        0.1707204941613037,
+        2.990577367607878,
+        0.17222084793584347,
+        3.0749399772479173,
+        0.17340402350373746,
+        3.1593025868879576,
+        0.17430768577702482,
+        3.243665196527996,
+        0.17496949966774478,
+        3.3280278061680355,
+        0.17542713008793653,
+        3.4123904158080753,
+        0.17571824194963925,
+        3.4967530254481147,
+        0.1758805001648921,
+        3.581115635088154,
+        0.17595156964573427,
+        3.6654782447281935,
+        0.17596911530420495,
+        3.7498408543682333,
+        0.1759695838962,
+        3.8342034640082727,
+        0.1759695838962,
+        3.9185660736483117,
+        0.1759695838962,
+        4.002928683288351,
+        0.1759695838962,
+        4.087291292928391,
+        0.1759695838962,
+        4.171653902568431,
+        0.1759695838962,
+        4.256016512208469,
+        0.1759695838962,
+        4.34037912184851,
+        0.1759695838962,
+        4.42474173148855,
+        0.1759695838962,
+        4.509104341128587,
+        0.1759695838962,
+        4.593466950768628,
+        0.1759695838962,
+        4.677829560408668,
+        0.1759695838962,
+        4.762192170048706,
+        0.1759695838962,
+        4.846554779688747,
+        0.1759695838962,
+        4.930917389328786,
+        0.1759695838962,
+        5.015279998968826,
+        0.1759695838962,
+        5.099642608608865,
+        0.1759695838962,
+        5.184005218248904,
+        0.1759695838962,
+        5.268367827888944,
+        0.1759695838962,
+        5.352730437528983,
+        0.1759695838962,
+        5.437093047169022,
+        0.17596958389620004,
+        5.521455656809063,
+        0.17596958389620004,
+        5.605818266449101,
+        0.1759695838962,
+        5.690180876089141,
+        0.1759695838962,
+        5.77454348572918,
+        0.1759695838962,
+        5.858906095369219,
+        0.1759695838962,
+        5.94326870500926,
+        0.1759695838962,
+        6.0276313146493,
+        0.17596958389620004,
+        6.111993924289338,
+        0.17596958389620004,
+        6.196356533929378,
+        0.1759695838962,
+        6.280719143569417,
+        0.1759695838962,
+        6.365081753209457,
+        0.1759695838962,
+        6.449444362849496,
+        0.1759695838962,
+        6.533806972489536,
+        0.17596958389620004,
+        6.618169582129576,
+        0.1759695838962,
+        6.702532191769614,
+        0.17596958389620004,
+        6.786894801409655,
+        0.1759695838962,
+        6.871257411049695,
+        0.1759695838962,
+        6.955620020689734,
+        0.1759695838962,
+        7.039982630329773,
+        0.1759695838962,
+        7.124345239969812,
+        0.1759695838962,
+        7.208707849609851,
+        0.17596958389620004,
+        7.293070459249891,
+        0.1759695838962,
+        7.377433068889931,
+        0.1759695838962,
+        7.46179567852997,
+        0.1759695838962,
+        7.54615828817001,
+        0.1759695838962,
+        7.630520897810049,
+        0.1759695838962,
+        7.7148835074500886,
+        0.1759695838962,
+        7.799246117090129,
+        0.1759695838962,
+        7.883608726730168,
+        0.1759695838962,
+        7.967971336370207,
+        0.17596958389620004,
+        8.052333946010247,
+        0.1759695838962,
+        8.136696555650285,
+        0.17596910753421408,
+        8.221057969323937,
+        0.17587902301678532,
+        8.3051944105072,
+        0.17541813535226308,
+        8.388399903976701,
+        0.1742801288973967,
+        8.469905405968897,
+        0.17215868800893497,
+        8.548941872720244,
+        0.16874749704362701,
+        8.624740260467203,
+        0.16374024035822188,
+        8.69653152544623,
+        0.15683060230946838,
+        8.763546623893777,
+        0.1477122672541158,
+        8.82501651204631,
+        0.13607891954891294,
+        8.880172146140282,
+        0.12162424355060893,
+        8.928244482412147,
+        0.10410319567639016,
+        8.968515754157394,
+        0.0838280981964237,
+        9.000734640251078,
+        0.06140879121370082,
+        9.02489880482134,
+        0.03745790601472255,
+        9.04100824786818,
+        0.012588073885991344,
+        9.049062969391603,
+        -0.012588073885990876,
+        9.049062969391603,
+        -0.03745790601472206,
+        9.041008247868179,
+        -0.06140879121370036,
+        9.024898804821342,
+        -0.08382809819642369,
+        9.000734640251078,
+        -0.10410319567639015,
+        8.968515754157394,
+        -0.1216242435506089,
+        8.928244482412149,
+        -0.13607891954891294,
+        8.880172146140282,
+        -0.1477122672541158,
+        8.82501651204631,
+        -0.15683060230946838,
+        8.76354662389378,
+        -0.16374024035822182,
+        8.69653152544623,
+        -0.16874749704362701,
+        8.624740260467204,
+        -0.17215868800893497,
+        8.548941872720246,
+        -0.17428012889739664,
+        8.469905405968898,
+        -0.17541813535226308,
+        8.3883999039767,
+        -0.17587902301678526,
+        8.305194410507198,
+        -0.17596910753421408,
+        8.221057969323935,
+        -0.1759695838962,
+        8.136696555650285,
+        -0.1759695838962,
+        8.052333946010247,
+        -0.1759695838962,
+        7.967971336370209,
+        -0.1759695838962,
+        7.88360872673017,
+        -0.1759695838962,
+        7.79924611709013,
+        -0.1759695838962,
+        7.71488350745009,
+        -0.1759695838962,
+        7.630520897810052,
+        -0.1759695838962,
+        7.5461582881700116,
+        -0.1759695838962,
+        7.461795678529973,
+        -0.1759695838962,
+        7.377433068889932,
+        -0.1759695838962,
+        7.293070459249893,
+        -0.1759695838962,
+        7.208707849609853,
+        -0.1759695838962,
+        7.124345239969813,
+        -0.1759695838962,
+        7.039982630329774,
+        -0.17596958389619993,
+        6.955620020689734,
+        -0.17596958389619993,
+        6.871257411049695,
+        -0.1759695838962,
+        6.786894801409657,
+        -0.1759695838962,
+        6.702532191769615,
+        -0.1759695838962,
+        6.618169582129576,
+        -0.17596958389619993,
+        6.533806972489537,
+        -0.17596958389619993,
+        6.449444362849497,
+        -0.17596958389619993,
+        6.3650817532094575,
+        -0.1759695838962,
+        6.280719143569418,
+        -0.1759695838962,
+        6.1963565339293805,
+        -0.1759695838962,
+        6.111993924289342,
+        -0.17596958389619993,
+        6.0276313146493,
+        -0.1759695838962,
+        5.943268705009261,
+        -0.1759695838962,
+        5.858906095369222,
+        -0.1759695838962,
+        5.774543485729183,
+        -0.1759695838962,
+        5.690180876089143,
+        -0.1759695838962,
+        5.605818266449104,
+        -0.17596958389619993,
+        5.5214556568090645,
+        -0.1759695838962,
+        5.437093047169023,
+        -0.1759695838962,
+        5.352730437528984,
+        -0.1759695838962,
+        5.268367827888945,
+        -0.17596958389619993,
+        5.184005218248905,
+        -0.1759695838962,
+        5.099642608608866,
+        -0.17596958389620004,
+        5.015279998968826,
+        -0.1759695838962,
+        4.930917389328788,
+        -0.1759695838962,
+        4.846554779688748,
+        -0.1759695838962,
+        4.762192170048707,
+        -0.1759695838962,
+        4.677829560408668,
+        -0.17596958389619993,
+        4.5934669507686285,
+        -0.17596958389619993,
+        4.509104341128588,
+        -0.17596958389619993,
+        4.424741731488551,
+        -0.1759695838962,
+        4.340379121848512,
+        -0.17596958389619993,
+        4.256016512208473,
+        -0.1759695838962,
+        4.1716539025684325,
+        -0.1759695838962,
+        4.087291292928392,
+        -0.1759695838962,
+        4.002928683288353,
+        -0.1759695838962,
+        3.9185660736483134,
+        -0.1759695838962,
+        3.834203464008274,
+        -0.1759691153042049,
+        3.7498408543682347,
+        -0.17595156964573422,
+        3.6654782447281935,
+        -0.17588050016489204,
+        3.581115635088156,
+        -0.1757182419496392,
+        3.496753025448117,
+        -0.17542713008793653,
+        3.4123904158080767,
+        -0.17496949966774478,
+        3.328027806168038,
+        -0.17430768577702482,
+        3.2436651965279975,
+        -0.17340402350373746,
+        3.1593025868879594,
+        -0.1722208479358434,
+        3.0749399772479187,
+        -0.1707204941613037,
+        2.9905773676078806,
+        -0.16886529726807886,
+        2.906214757967839,
+        -0.16664178297222287,
+        2.8217263730137363,
+        -0.16414981871006334,
+        2.736397135226972,
+        -0.161522438629559,
+        2.649339522059592,
+        -0.15889268102658127,
+        2.5596659893972187,
+        -0.15639358419700183,
+        2.466488993125486,
+        -0.15415818643669194,
+        2.368920989130016,
+        -0.15231952604152338,
+        2.2660744332964446,
+        -0.15101064130736747,
+        2.157061781510391,
+        -0.1503645705300959,
+        2.0409954896574933,
+        -0.15051435200558,
+        1.9169880136233701,
+        -0.1515865940534683,
+        1.7841726276916843,
+        -0.15354000234953652,
+        1.6422262262075598,
+        -0.1561534461015039,
+        1.4914079618389744,
+        -0.1591969742479225,
+        1.3320055447271713,
+        -0.16244063572734396,
+        1.1643066850134167,
+        -0.16565447947832035,
+        0.9885990928389592,
+        -0.1686085544394036,
+        0.8051704783450461,
+        -0.17107290954914534,
+        0.614308551672945,
+        -0.17281759374609768,
+        0.41630102296389604,
+        -0.1736126559688123,
+        0.2114356023591685,
+        -0.17322814515584117,
+        1.2212453270876722e-15
+      ],
+      "nk": [
+        "1.0"
+      ]
+    }
+  ],
+  "grid": {
+    "n_x": 100,
+    "n_y": 100,
+    "uol1": 1e-09
+  },
+  "domain_map": {
+    "domain_ids_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/domain_ids.npz",
+    "grid_shape": [
+      100,
+      100
+    ]
+  }
+}

samples/sample_0000/ooc/oc_iso_0/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:880865894779244779cc45f0c28a5fa1e56516de2d41c92d9796a509895bf86b
+size 14620

samples/sample_0000/ooc/oc_iso_0/oc_manifest.json

@@ -0,0 +1,153 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T16:37:49.078091+00:00",
+  "oc_profile_label": "iso_0",
+  "plan_index": 0,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "isotropic",
+  "shape_symmetry": "isotropic",
+  "shape_bg_symmetry": "isotropic",
+  "interface_symmetry": "isotropic",
+  "shape_delta": [
+    [
+      0.002739233746429086,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.002739233746429086,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.002739233746429086
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.002697867137638703,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.002697867137638703,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.002697867137638703
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      -0.009180529521276107,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.009180529521276107,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.009180529521276107
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.00016527635528529094,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.00016527635528529094,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00016527635528529094
+    ]
+  ],
+  "interface_delta": [
+    [
+      0.006265404784005448,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.006265404784005448,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.006265404784005448
+    ]
+  ],
+  "interface_beta": [
+    [
+      0.009127555772777218,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.009127555772777218,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.009127555772777218
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 12.598646790502036,
+    "widths": [
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141
+    ],
+    "segment_heights": [
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937
+    ],
+    "height_bg": 2.1918452610789694,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 0,
+    "interface_width_fractions": [],
+    "interface_height_fractions": [],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_iso_0",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_iso_0/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}

samples/sample_0000/ooc/oc_iso_1/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d704aea5e655e78f33cd1e0c9490dd9d2ea9584f7540aa50b88203f3dcae4067
+size 14618

samples/sample_0000/ooc/oc_iso_1/oc_manifest.json

@@ -0,0 +1,153 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T16:37:49.077791+00:00",
+  "oc_profile_label": "iso_1",
+  "plan_index": 1,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "isotropic",
+  "shape_symmetry": "isotropic",
+  "shape_bg_symmetry": "isotropic",
+  "interface_symmetry": "isotropic",
+  "shape_delta": [
+    [
+      0.00023643249400513364,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.00023643249400513364,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00023643249400513364
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.009504636963259353,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.009504636963259353,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.009504636963259353
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      -0.007116807745607325,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.007116807745607325,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.007116807745607325
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.00948649447137244,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.00948649447137244,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00948649447137244
+    ]
+  ],
+  "interface_delta": [
+    [
+      -0.003763370959790291,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.003763370959790291,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.003763370959790291
+    ]
+  ],
+  "interface_beta": [
+    [
+      0.004233264489725757,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.004233264489725757,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.004233264489725757
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 12.598646790502036,
+    "widths": [
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141
+    ],
+    "segment_heights": [
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937
+    ],
+    "height_bg": 2.1918452610789694,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 0,
+    "interface_width_fractions": [],
+    "interface_height_fractions": [],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_iso_1",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_iso_1/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}

samples/sample_0000/ooc/oc_iso_2/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c53e97a138a1c7157da668d0a1a4e5bc7b9a378a8bee84aaa2837c48ccefbf71
+size 14619

samples/sample_0000/ooc/oc_iso_2/oc_manifest.json

@@ -0,0 +1,153 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T16:37:49.079285+00:00",
+  "oc_profile_label": "iso_2",
+  "plan_index": 2,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "isotropic",
+  "shape_symmetry": "isotropic",
+  "shape_bg_symmetry": "isotropic",
+  "interface_symmetry": "isotropic",
+  "shape_delta": [
+    [
+      -0.004767757315013672,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.004767757315013672,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.004767757315013672
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.002984911434141233,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.002984911434141233,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.002984911434141233
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      0.006284514811885607,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.006284514811885607,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.006284514811885607
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.0009191594213509691,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.0009191594213509691,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0009191594213509691
+    ]
+  ],
+  "interface_delta": [
+    [
+      0.0020020105193130806,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.0020020105193130806,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0020020105193130806
+    ]
+  ],
+  "interface_beta": [
+    [
+      0.007285605268117946,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.007285605268117946,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.007285605268117946
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 12.598646790502036,
+    "widths": [
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141
+    ],
+    "segment_heights": [
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937
+    ],
+    "height_bg": 2.1918452610789694,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 0,
+    "interface_width_fractions": [],
+    "interface_height_fractions": [],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_iso_2",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_iso_2/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}

samples/sample_0000/ooc/oc_sweep_manifest.json

@@ -0,0 +1,996 @@
+{
+  "created_at": "2026-07-06T16:37:51.763137+00:00",
+  "mode": "oc_only",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/geometry.json",
+  "dataset_name": "squiggles",
+  "sample_name": "sample_0000",
+  "output_root": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc",
+  "reference_energy_ev": 550.0,
+  "oc_sweep": {
+    "delta_bounds": [
+      -0.01,
+      0.01
+    ],
+    "beta_bounds": [
+      0.0,
+      0.01
+    ],
+    "oc_profiles": [
+      {
+        "label": "iso_0",
+        "shape_symmetry": "isotropic",
+        "shape_bg_symmetry": "isotropic",
+        "interface_symmetry": "isotropic",
+        "seed": 0
+      },
+      {
+        "label": "iso_1",
+        "shape_symmetry": "isotropic",
+        "shape_bg_symmetry": "isotropic",
+        "interface_symmetry": "isotropic",
+        "seed": 1
+      },
+      {
+        "label": "iso_2",
+        "shape_symmetry": "isotropic",
+        "shape_bg_symmetry": "isotropic",
+        "interface_symmetry": "isotropic",
+        "seed": 2
+      },
+      {
+        "label": "uniax_0",
+        "shape_symmetry": "uniaxial",
+        "shape_bg_symmetry": "uniaxial",
+        "interface_symmetry": "uniaxial",
+        "seed": 10
+      },
+      {
+        "label": "uniax_1",
+        "shape_symmetry": "uniaxial",
+        "shape_bg_symmetry": "uniaxial",
+        "interface_symmetry": "uniaxial",
+        "seed": 11
+      },
+      {
+        "label": "uniax_2",
+        "shape_symmetry": "uniaxial",
+        "shape_bg_symmetry": "uniaxial",
+        "interface_symmetry": "uniaxial",
+        "seed": 12
+      }
+    ],
+    "symmetry_groups": null,
+    "base_seed": 42,
+    "energy_ev": 550.0,
+    "energies_ev": [
+      550
+    ],
+    "thetas_deg": [
+      0.0,
+      20.0,
+      45.0
+    ],
+    "include_field_grid": false
+  },
+  "count": 6,
+  "samples": [
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T16:37:49.078091+00:00",
+      "oc_profile_label": "iso_0",
+      "plan_index": 0,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "isotropic",
+      "shape_symmetry": "isotropic",
+      "shape_bg_symmetry": "isotropic",
+      "interface_symmetry": "isotropic",
+      "shape_delta": [
+        [
+          0.002739233746429086,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.002739233746429086,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.002739233746429086
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.002697867137638703,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.002697867137638703,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.002697867137638703
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          -0.009180529521276107,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.009180529521276107,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.009180529521276107
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.00016527635528529094,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.00016527635528529094,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00016527635528529094
+        ]
+      ],
+      "interface_delta": [
+        [
+          0.006265404784005448,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.006265404784005448,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.006265404784005448
+        ]
+      ],
+      "interface_beta": [
+        [
+          0.009127555772777218,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.009127555772777218,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.009127555772777218
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 12.598646790502036,
+        "widths": [
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141
+        ],
+        "segment_heights": [
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937
+        ],
+        "height_bg": 2.1918452610789694,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 0,
+        "interface_width_fractions": [],
+        "interface_height_fractions": [],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_iso_0",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_iso_0/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    },
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T16:37:49.077791+00:00",
+      "oc_profile_label": "iso_1",
+      "plan_index": 1,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "isotropic",
+      "shape_symmetry": "isotropic",
+      "shape_bg_symmetry": "isotropic",
+      "interface_symmetry": "isotropic",
+      "shape_delta": [
+        [
+          0.00023643249400513364,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.00023643249400513364,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00023643249400513364
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.009504636963259353,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.009504636963259353,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.009504636963259353
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          -0.007116807745607325,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.007116807745607325,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.007116807745607325
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.00948649447137244,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.00948649447137244,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00948649447137244
+        ]
+      ],
+      "interface_delta": [
+        [
+          -0.003763370959790291,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.003763370959790291,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.003763370959790291
+        ]
+      ],
+      "interface_beta": [
+        [
+          0.004233264489725757,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.004233264489725757,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.004233264489725757
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 12.598646790502036,
+        "widths": [
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141
+        ],
+        "segment_heights": [
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937
+        ],
+        "height_bg": 2.1918452610789694,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 0,
+        "interface_width_fractions": [],
+        "interface_height_fractions": [],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_iso_1",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_iso_1/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    },
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T16:37:49.079285+00:00",
+      "oc_profile_label": "iso_2",
+      "plan_index": 2,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "isotropic",
+      "shape_symmetry": "isotropic",
+      "shape_bg_symmetry": "isotropic",
+      "interface_symmetry": "isotropic",
+      "shape_delta": [
+        [
+          -0.004767757315013672,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.004767757315013672,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.004767757315013672
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.002984911434141233,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.002984911434141233,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.002984911434141233
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          0.006284514811885607,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.006284514811885607,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.006284514811885607
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.0009191594213509691,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.0009191594213509691,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0009191594213509691
+        ]
+      ],
+      "interface_delta": [
+        [
+          0.0020020105193130806,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.0020020105193130806,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0020020105193130806
+        ]
+      ],
+      "interface_beta": [
+        [
+          0.007285605268117946,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.007285605268117946,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.007285605268117946
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 12.598646790502036,
+        "widths": [
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141
+        ],
+        "segment_heights": [
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937
+        ],
+        "height_bg": 2.1918452610789694,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 0,
+        "interface_width_fractions": [],
+        "interface_height_fractions": [],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_iso_2",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_iso_2/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    },
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T16:37:49.079652+00:00",
+      "oc_profile_label": "uniax_0",
+      "plan_index": 3,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "uniaxial",
+      "shape_symmetry": "uniaxial",
+      "shape_bg_symmetry": "uniaxial",
+      "interface_symmetry": "uniaxial",
+      "shape_delta": [
+        [
+          0.009120034192579509,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.009120034192579509,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.005846363798417063
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.008284448852745308,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.008284448852745308,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0014928212308202027
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          0.0002560923287312968,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.0002560923287312968,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.007281607919589868
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.006890364797811311,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.006890364797811311,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00841747724312279
+        ]
+      ],
+      "interface_delta": [
+        [
+          -0.0014898200519004676,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.0014898200519004676,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.009138520069067324
+        ]
+      ],
+      "interface_beta": [
+        [
+          0.008253329063847983,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.008253329063847983,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00338215312471576
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 12.598646790502036,
+        "widths": [
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141
+        ],
+        "segment_heights": [
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937
+        ],
+        "height_bg": 2.1918452610789694,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 0,
+        "interface_width_fractions": [],
+        "interface_height_fractions": [],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_uniax_0",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_uniax_0/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    },
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T16:37:49.080063+00:00",
+      "oc_profile_label": "uniax_1",
+      "plan_index": 4,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "uniaxial",
+      "shape_symmetry": "uniaxial",
+      "shape_bg_symmetry": "uniaxial",
+      "interface_symmetry": "uniaxial",
+      "shape_delta": [
+        [
+          -0.007428595944616008,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.007428595944616008,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -1.4442751197701192e-05
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.0060149835762335745,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.0060149835762335745,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0002868900837194455
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          -0.0070414783084508815,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.0070414783084508815,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00856422045920739
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.0007042057615419683,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.0007042057615419683,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0012977394939929798
+        ]
+      ],
+      "interface_delta": [
+        [
+          0.008966569065835503,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.008966569065835503,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0024376718559276575
+        ]
+      ],
+      "interface_beta": [
+        [
+          0.00368993123729791,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.00368993123729791,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.005113900218032627
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 12.598646790502036,
+        "widths": [
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141
+        ],
+        "segment_heights": [
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937
+        ],
+        "height_bg": 2.1918452610789694,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 0,
+        "interface_width_fractions": [],
+        "interface_height_fractions": [],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_uniax_1",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_uniax_1/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    },
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T16:37:49.078885+00:00",
+      "oc_profile_label": "uniax_2",
+      "plan_index": 5,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "uniaxial",
+      "shape_symmetry": "uniaxial",
+      "shape_bg_symmetry": "uniaxial",
+      "interface_symmetry": "uniaxial",
+      "shape_delta": [
+        [
+          -0.004983510837831078,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.004983510837831078,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.008935058857188491
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.001893203845397613,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.001893203845397613,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.001792914104181076
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          -0.0030022151880808503,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.0030022151880808503,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.005389175068201881
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.006704457427727847,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.006704457427727847,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.001150793821234475
+        ]
+      ],
+      "interface_delta": [
+        [
+          0.007926187474093608,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.007926187474093608,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.007162609781678179
+        ]
+      ],
+      "interface_beta": [
+        [
+          2.8270321866200598e-05,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          2.8270321866200598e-05,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0054146616171879425
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 12.598646790502036,
+        "widths": [
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141,
+          2.515170903475141
+        ],
+        "segment_heights": [
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937,
+          3.9763660543596937
+        ],
+        "height_bg": 2.1918452610789694,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 0,
+        "interface_width_fractions": [],
+        "interface_height_fractions": [],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_uniax_2",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_uniax_2/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    }
+  ]
+}

samples/sample_0000/ooc/oc_uniax_0/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:69841f14e2ed342d27b37c7f3c306bb33c7f27f9107e67822562b8d9429255ee
+size 14618

samples/sample_0000/ooc/oc_uniax_0/oc_manifest.json

@@ -0,0 +1,153 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T16:37:49.079652+00:00",
+  "oc_profile_label": "uniax_0",
+  "plan_index": 3,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "uniaxial",
+  "shape_symmetry": "uniaxial",
+  "shape_bg_symmetry": "uniaxial",
+  "interface_symmetry": "uniaxial",
+  "shape_delta": [
+    [
+      0.009120034192579509,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.009120034192579509,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.005846363798417063
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.008284448852745308,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.008284448852745308,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0014928212308202027
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      0.0002560923287312968,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.0002560923287312968,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.007281607919589868
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.006890364797811311,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.006890364797811311,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00841747724312279
+    ]
+  ],
+  "interface_delta": [
+    [
+      -0.0014898200519004676,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.0014898200519004676,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.009138520069067324
+    ]
+  ],
+  "interface_beta": [
+    [
+      0.008253329063847983,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.008253329063847983,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00338215312471576
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 12.598646790502036,
+    "widths": [
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141
+    ],
+    "segment_heights": [
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937
+    ],
+    "height_bg": 2.1918452610789694,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 0,
+    "interface_width_fractions": [],
+    "interface_height_fractions": [],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_uniax_0",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_uniax_0/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}

samples/sample_0000/ooc/oc_uniax_1/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5b427408e4e4978fee27f5b089db3b052951f3bdd67f967b8664c6f567f5fcd2
+size 14620

samples/sample_0000/ooc/oc_uniax_1/oc_manifest.json

@@ -0,0 +1,153 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T16:37:49.080063+00:00",
+  "oc_profile_label": "uniax_1",
+  "plan_index": 4,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "uniaxial",
+  "shape_symmetry": "uniaxial",
+  "shape_bg_symmetry": "uniaxial",
+  "interface_symmetry": "uniaxial",
+  "shape_delta": [
+    [
+      -0.007428595944616008,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.007428595944616008,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -1.4442751197701192e-05
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.0060149835762335745,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.0060149835762335745,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0002868900837194455
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      -0.0070414783084508815,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.0070414783084508815,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00856422045920739
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.0007042057615419683,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.0007042057615419683,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0012977394939929798
+    ]
+  ],
+  "interface_delta": [
+    [
+      0.008966569065835503,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.008966569065835503,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0024376718559276575
+    ]
+  ],
+  "interface_beta": [
+    [
+      0.00368993123729791,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.00368993123729791,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.005113900218032627
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 12.598646790502036,
+    "widths": [
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141
+    ],
+    "segment_heights": [
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937
+    ],
+    "height_bg": 2.1918452610789694,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 0,
+    "interface_width_fractions": [],
+    "interface_height_fractions": [],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_uniax_1",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_uniax_1/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}

samples/sample_0000/ooc/oc_uniax_2/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:53c928979a5128d93587432c5c8feb0b1b3dc1787c29e3edbf1926c52fc15dfc
+size 14617

samples/sample_0000/ooc/oc_uniax_2/oc_manifest.json

@@ -0,0 +1,153 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T16:37:49.078885+00:00",
+  "oc_profile_label": "uniax_2",
+  "plan_index": 5,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "uniaxial",
+  "shape_symmetry": "uniaxial",
+  "shape_bg_symmetry": "uniaxial",
+  "interface_symmetry": "uniaxial",
+  "shape_delta": [
+    [
+      -0.004983510837831078,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.004983510837831078,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.008935058857188491
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.001893203845397613,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.001893203845397613,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.001792914104181076
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      -0.0030022151880808503,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.0030022151880808503,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.005389175068201881
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.006704457427727847,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.006704457427727847,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.001150793821234475
+    ]
+  ],
+  "interface_delta": [
+    [
+      0.007926187474093608,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.007926187474093608,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.007162609781678179
+    ]
+  ],
+  "interface_beta": [
+    [
+      2.8270321866200598e-05,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      2.8270321866200598e-05,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0054146616171879425
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 12.598646790502036,
+    "widths": [
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141,
+      2.515170903475141
+    ],
+    "segment_heights": [
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937,
+      3.9763660543596937
+    ],
+    "height_bg": 2.1918452610789694,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 0,
+    "interface_width_fractions": [],
+    "interface_height_fractions": [],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_uniax_2",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0000/ooc/oc_uniax_2/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}

samples/sample_0001/domain_ids.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1a368c94c2be9ccbbef1726f2033b58b0e6775ef49b8aa0b4b48820cacc62cb6
+size 3085

samples/sample_0001/geometry.json

@@ -0,0 +1,1592 @@
+{
+  "created_at": "2026-07-07T07:12:05.044982+00:00",
+  "mode": "generate",
+  "units": "lambda",
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001",
+  "sample_kind": "interior",
+  "sample_label": "interior_0001",
+  "axis_name": null,
+  "axis_side": null,
+  "hypercube_coords": {
+    "pitch_ratio": 0.04328096539913795,
+    "height_bg_ratio": 0.5036528732094302,
+    "n_segments": 0.1987512589534166,
+    "width_ratio": 0.05034502548578779,
+    "segment_height_ratio": 0.5648060989841165,
+    "n_interfaces": 0.01724187592309112,
+    "interface_0_width_frac_0": 0.16188208037124696,
+    "interface_0_width_frac_1": 0.5812196556965641,
+    "interface_0_width_frac_2": 0.3220409160591491,
+    "interface_0_width_frac_3": 0.5,
+    "interface_0_width_frac_4": 0.5,
+    "interface_0_width_frac_5": 0.5,
+    "interface_0_width_frac_6": 0.5,
+    "interface_0_width_frac_7": 0.5,
+    "interface_0_width_frac_8": 0.5,
+    "interface_0_width_frac_9": 0.5,
+    "interface_0_width_frac_10": 0.5,
+    "interface_0_width_frac_11": 0.5,
+    "interface_0_width_frac_12": 0.5,
+    "interface_0_height_frac_0": 0.5807755271217876,
+    "interface_0_height_frac_1": 0.9915619650949943,
+    "interface_0_height_frac_2": 0.5,
+    "interface_0_height_frac_3": 0.5,
+    "interface_0_height_frac_4": 0.5,
+    "interface_0_height_frac_5": 0.5,
+    "interface_0_height_frac_6": 0.5,
+    "interface_0_height_frac_7": 0.5,
+    "interface_0_height_frac_8": 0.5,
+    "interface_0_height_frac_9": 0.5,
+    "interface_0_height_frac_10": 0.5,
+    "interface_0_height_frac_11": 0.5,
+    "interface_1_width_frac_0": 0.41169826760028483,
+    "interface_1_width_frac_1": 0.30988999907242654,
+    "interface_1_width_frac_2": 0.7464263196221025,
+    "interface_1_width_frac_3": 0.5,
+    "interface_1_width_frac_4": 0.5,
+    "interface_1_width_frac_5": 0.5,
+    "interface_1_width_frac_6": 0.5,
+    "interface_1_width_frac_7": 0.5,
+    "interface_1_width_frac_8": 0.5,
+    "interface_1_width_frac_9": 0.5,
+    "interface_1_width_frac_10": 0.5,
+    "interface_1_width_frac_11": 0.5,
+    "interface_1_width_frac_12": 0.5,
+    "interface_1_height_frac_0": 0.28343665017063724,
+    "interface_1_height_frac_1": 0.37071105470377563,
+    "interface_1_height_frac_2": 0.5,
+    "interface_1_height_frac_3": 0.5,
+    "interface_1_height_frac_4": 0.5,
+    "interface_1_height_frac_5": 0.5,
+    "interface_1_height_frac_6": 0.5,
+    "interface_1_height_frac_7": 0.5,
+    "interface_1_height_frac_8": 0.5,
+    "interface_1_height_frac_9": 0.5,
+    "interface_1_height_frac_10": 0.5,
+    "interface_1_height_frac_11": 0.5,
+    "interface_2_width_frac_0": 0.5,
+    "interface_2_width_frac_1": 0.5,
+    "interface_2_width_frac_2": 0.5,
+    "interface_2_width_frac_3": 0.5,
+    "interface_2_width_frac_4": 0.5,
+    "interface_2_width_frac_5": 0.5,
+    "interface_2_width_frac_6": 0.5,
+    "interface_2_width_frac_7": 0.5,
+    "interface_2_width_frac_8": 0.5,
+    "interface_2_width_frac_9": 0.5,
+    "interface_2_width_frac_10": 0.5,
+    "interface_2_width_frac_11": 0.5,
+    "interface_2_width_frac_12": 0.5,
+    "interface_2_height_frac_0": 0.5,
+    "interface_2_height_frac_1": 0.5,
+    "interface_2_height_frac_2": 0.5,
+    "interface_2_height_frac_3": 0.5,
+    "interface_2_height_frac_4": 0.5,
+    "interface_2_height_frac_5": 0.5,
+    "interface_2_height_frac_6": 0.5,
+    "interface_2_height_frac_7": 0.5,
+    "interface_2_height_frac_8": 0.5,
+    "interface_2_height_frac_9": 0.5,
+    "interface_2_height_frac_10": 0.5,
+    "interface_2_height_frac_11": 0.5
+  },
+  "active_axes": [
+    "pitch_ratio",
+    "height_bg_ratio",
+    "n_segments",
+    "width_ratio",
+    "segment_height_ratio",
+    "n_interfaces",
+    "interface_0_width_frac_0",
+    "interface_0_width_frac_1",
+    "interface_0_width_frac_2",
+    "interface_0_height_frac_0",
+    "interface_0_height_frac_1",
+    "interface_1_width_frac_0",
+    "interface_1_width_frac_1",
+    "interface_1_width_frac_2",
+    "interface_1_height_frac_0",
+    "interface_1_height_frac_1"
+  ],
+  "template_name": "layered_stack",
+  "template_config": {
+    "max_n_segments": 12,
+    "max_n_interfaces": 3,
+    "n_segments_bounds": [
+      4,
+      12
+    ],
+    "n_interfaces_bounds": [
+      2,
+      3
+    ],
+    "pitch_ratio": [
+      1.5,
+      2.0
+    ],
+    "height_bg_ratio": [
+      1.0,
+      2.5
+    ],
+    "width_ratio": [
+      0.4,
+      0.9
+    ],
+    "segment_height_ratio": [
+      0.45,
+      1.8
+    ],
+    "interface_width_fraction": [
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ]
+    ],
+    "interface_height_fraction": [
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ]
+    ]
+  },
+  "resolved_params_lambda": {
+    "pitch": 1.5216404826995689,
+    "widths": [
+      0.4251725127428939,
+      0.4251725127428939,
+      0.4251725127428939,
+      0.4251725127428939,
+      0.4251725127428939,
+      0.4251725127428939
+    ],
+    "segment_heights": [
+      1.2124882336285574,
+      1.2124882336285574,
+      1.2124882336285574,
+      1.2124882336285574,
+      1.2124882336285574
+    ],
+    "height_bg": 1.7554793098141452,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 2,
+    "interface_width_fractions": [
+      [
+        0.4390351442041858,
+        0.6696708106331102,
+        0.527122503832532,
+        0.625,
+        0.625,
+        0.625
+      ],
+      [
+        0.5764340471801567,
+        0.5204394994898346,
+        0.7605344757921564,
+        0.625,
+        0.625,
+        0.625
+      ]
+    ],
+    "interface_height_fractions": [
+      [
+        0.6694265399169832,
+        0.8953590808022469,
+        0.625,
+        0.625,
+        0.625
+      ],
+      [
+        0.5058901575938505,
+        0.5538910800870767,
+        0.625,
+        0.625,
+        0.625
+      ]
+    ],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "geometry_plot": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/geometry.png",
+  "shapes": [
+    {
+      "name": "ComputationalDomain",
+      "domain_id": 1,
+      "priority": -1,
+      "side_length_constraint": 0.7,
+      "points": [
+        -0.7608202413497844,
+        -2.0,
+        0.7608202413497844,
+        -2.0,
+        0.7608202413497844,
+        9.954182744958803,
+        -0.7608202413497844,
+        9.954182744958803
+      ],
+      "nk": [
+        "1.0"
+      ]
+    },
+    {
+      "name": "shape_bg",
+      "domain_id": 3,
+      "priority": 1,
+      "side_length_constraint": 0.7,
+      "points": [
+        -0.7608202413497844,
+        0.0,
+        0.7608202413497844,
+        0.0,
+        0.7608202413497844,
+        1.7554793098141452,
+        -0.7608202413497844,
+        1.7554793098141452
+      ],
+      "nk": [
+        "1.0"
+      ]
+    },
+    {
+      "name": "interface_0",
+      "domain_id": 4,
+      "priority": 2,
+      "side_length_constraint": 0.7,
+      "points": [
+        0.3318396750210277,
+        0.0,
+        0.32557424173175076,
+        0.2131823369085653,
+        0.3200547224051346,
+        0.4152762605892801,
+        0.3152393642054614,
+        0.6067738882669172,
+        0.3110864142970132,
+        0.7881673371662502,
+        0.30755411984407205,
+        0.9599487245120522,
+        0.30460072801091953,
+        1.1226101675290951,
+        0.3021844859618382,
+        1.2766437834421533,
+        0.3002636408611097,
+        1.4225416894759995,
+        0.29879643987301596,
+        1.5607960028554062,
+        0.2977411301618392,
+        1.6918988408051474,
+        0.29705595889186115,
+        1.8163423205499951,
+        0.2966991732273641,
+        1.9346185593147234,
+        0.2966290203326299,
+        2.0472196743241047,
+        0.2968037473719404,
+        2.154637782802912,
+        0.29718160150957784,
+        2.2573650019759186,
+        0.29772082990982396,
+        2.3558934490678975,
+        0.29837967973696095,
+        2.450715241303622,
+        0.29911639815527075,
+        2.5423224959078654,
+        0.2998892323290353,
+        2.6312073301054,
+        0.3006564294225366,
+        2.7178618611209995,
+        0.3013762366000566,
+        2.802778206179436,
+        0.30200690102587746,
+        2.8864484825054837,
+        0.302512500080283,
+        2.96931090429796,
+        0.30288973530145924,
+        3.051502060424903,
+        0.3031466498196584,
+        3.1330536815241694,
+        0.3032912981522737,
+        3.213997392954272,
+        0.303331734816698,
+        3.294364820073722,
+        0.3032760143303243,
+        3.374187588241032,
+        0.3031321912105456,
+        3.453497322814711,
+        0.30290831997475487,
+        3.532325649153273,
+        0.302612455140345,
+        3.610704192615226,
+        0.3022526512247091,
+        3.688664578559085,
+        0.30183696274524024,
+        3.76623843234336,
+        0.30137344421933127,
+        3.843457379326562,
+        0.3008701501643752,
+        3.9203530448672033,
+        0.30033513509776494,
+        3.996957054323794,
+        0.29977645353689353,
+        4.073301033054847,
+        0.29920215999915406,
+        4.149416606418873,
+        0.2986203090019394,
+        4.225335399774384,
+        0.2980389550626426,
+        4.30108903847989,
+        0.29746615269865667,
+        4.376709147893903,
+        0.2969099564273745,
+        4.452227353374935,
+        0.29637842076618903,
+        4.527675280281498,
+        0.29587960023249343,
+        4.603084553972102,
+        0.2954207667860751,
+        4.678484319810297,
+        0.29500297755605787,
+        4.753884027806041,
+        0.2946243259913047,
+        4.829283735801788,
+        0.2942828872886057,
+        4.904683443797532,
+        0.2939767366447513,
+        4.980083151793279,
+        0.29370394925653176,
+        5.0554828597890245,
+        0.29346260032073734,
+        5.13088256778477,
+        0.29325076503415837,
+        5.206282275780516,
+        0.29306651859358523,
+        5.281681983776262,
+        0.29290793619580796,
+        5.357081691772007,
+        0.2927730930376171,
+        5.432481399767753,
+        0.2926600643158029,
+        5.5078811077635,
+        0.2925669252271556,
+        5.5832808157592435,
+        0.2924917509684655,
+        5.65868052375499,
+        0.29243261673652304,
+        5.734080231750737,
+        0.2923875977281183,
+        5.809479939746481,
+        0.29235476914004166,
+        5.884879647742227,
+        0.2923322061690835,
+        5.960279355737973,
+        0.29231798401203407,
+        6.035679063733719,
+        0.29231017786568353,
+        6.111078771729464,
+        0.29230686292682245,
+        6.18647847972521,
+        0.29230611439224086,
+        6.2618781877209555,
+        0.2923034318965666,
+        6.337270279776902,
+        0.29226437416428713,
+        6.4125586046530865,
+        0.29213518320367043,
+        6.4875898915610515,
+        0.29186177907771427,
+        6.562209917719869,
+        0.29139008184941606,
+        6.6362644603486025,
+        0.2906660115817737,
+        6.709599296666324,
+        0.2896354883377848,
+        6.7820602038921045,
+        0.288244432180447,
+        6.853492959245009,
+        0.28643876317275796,
+        6.92374333994411,
+        0.28416440137771526,
+        6.992657123208471,
+        0.2813672668583168,
+        7.060080086257167,
+        0.27799327967756005,
+        7.125858006309262,
+        0.2739883598984428,
+        7.1898366605838255,
+        0.26929842758396255,
+        7.2518618262999315,
+        0.2638694027971171,
+        7.3117792806766415,
+        0.2576472056009041,
+        7.3694348009330275,
+        0.25057775605832117,
+        7.424674164288159,
+        0.24260697423236602,
+        7.477343147961105,
+        0.23368078018603627,
+        7.527287529170933,
+        0.2237450939823296,
+        7.574353085136712,
+        0.2127458356842437,
+        7.6183855930775115,
+        0.20062892535477622,
+        7.659230830212401,
+        0.18734491953986404,
+        7.6967389811330165,
+        0.17292760892716758,
+        7.730839351583354,
+        0.15748277951142717,
+        7.761529684988659,
+        0.1411185911666467,
+        7.788809981348927,
+        0.12394320376683127,
+        7.812680240664163,
+        0.10606477718598549,
+        7.833140462934365,
+        0.087591471298114,
+        7.850190648159534,
+        0.06863144597722155,
+        7.863830796339669,
+        0.049292861097312686,
+        7.87406090747477,
+        0.02968387653239224,
+        7.880880981564839,
+        0.00991265215646473,
+        7.884291018609873,
+        -0.009912652156465102,
+        7.884291018609871,
+        -0.029683876532392607,
+        7.880880981564838,
+        -0.04929286109731269,
+        7.87406090747477,
+        -0.06863144597722157,
+        7.863830796339669,
+        -0.08759147129811401,
+        7.850190648159534,
+        -0.10606477718598548,
+        7.833140462934365,
+        -0.12394320376683128,
+        7.812680240664163,
+        -0.1411185911666467,
+        7.788809981348928,
+        -0.1574827795114272,
+        7.761529684988658,
+        -0.17292760892716788,
+        7.730839351583354,
+        -0.18734491953986426,
+        7.696738981133016,
+        -0.2006289253547765,
+        7.659230830212401,
+        -0.21274583568424396,
+        7.6183855930775115,
+        -0.22374509398232958,
+        7.574353085136712,
+        -0.23368078018603625,
+        7.527287529170933,
+        -0.24260697423236602,
+        7.477343147961105,
+        -0.25057775605832117,
+        7.424674164288159,
+        -0.2576472056009041,
+        7.369434800933027,
+        -0.2638694027971171,
+        7.311779280676639,
+        -0.2692984275839626,
+        7.251861826299929,
+        -0.2739883598984428,
+        7.1898366605838255,
+        -0.2779932796775601,
+        7.125858006309261,
+        -0.28136726685831687,
+        7.060080086257166,
+        -0.28416440137771526,
+        6.992657123208471,
+        -0.28643876317275796,
+        6.92374333994411,
+        -0.288244432180447,
+        6.853492959245011,
+        -0.28963548833778474,
+        6.7820602038921045,
+        -0.2906660115817737,
+        6.709599296666324,
+        -0.29139008184941606,
+        6.6362644603486025,
+        -0.2918617790777142,
+        6.562209917719867,
+        -0.2921351832036705,
+        6.4875898915610515,
+        -0.2922643741642872,
+        6.4125586046530865,
+        -0.29230343189656666,
+        6.337270279776901,
+        -0.29230611439224086,
+        6.261878187720954,
+        -0.2923068629268224,
+        6.18647847972521,
+        -0.2923101778656836,
+        6.111078771729465,
+        -0.29231798401203407,
+        6.035679063733718,
+        -0.2923322061690835,
+        5.960279355737972,
+        -0.29235476914004166,
+        5.884879647742227,
+        -0.2923875977281183,
+        5.809479939746481,
+        -0.29243261673652304,
+        5.734080231750736,
+        -0.2924917509684655,
+        5.658680523754989,
+        -0.29256692522715555,
+        5.5832808157592435,
+        -0.29266006431580294,
+        5.507881107763498,
+        -0.29277309303761706,
+        5.432481399767753,
+        -0.29290793619580796,
+        5.357081691772008,
+        -0.29306651859358523,
+        5.281681983776263,
+        -0.29325076503415837,
+        5.206282275780516,
+        -0.29346260032073734,
+        5.130882567784771,
+        -0.29370394925653176,
+        5.0554828597890245,
+        -0.2939767366447513,
+        4.980083151793279,
+        -0.2942828872886057,
+        4.904683443797532,
+        -0.29462432599130467,
+        4.829283735801786,
+        -0.2950029775560579,
+        4.75388402780604,
+        -0.2954207667860751,
+        4.678484319810295,
+        -0.29587960023249343,
+        4.603084553972102,
+        -0.29637842076618903,
+        4.527675280281498,
+        -0.29690995642737444,
+        4.452227353374935,
+        -0.2974661526986566,
+        4.376709147893903,
+        -0.2980389550626426,
+        4.301089038479889,
+        -0.2986203090019395,
+        4.225335399774383,
+        -0.2992021599991541,
+        4.149416606418872,
+        -0.2997764535368936,
+        4.073301033054846,
+        -0.3003351350977649,
+        3.996957054323793,
+        -0.3008701501643752,
+        3.920353044867202,
+        -0.3013734442193312,
+        3.8434573793265603,
+        -0.3018369627452403,
+        3.76623843234336,
+        -0.3022526512247091,
+        3.6886645785590852,
+        -0.302612455140345,
+        3.6107041926152266,
+        -0.30290831997475487,
+        3.532325649153272,
+        -0.3031321912105456,
+        3.45349732281471,
+        -0.3032760143303243,
+        3.374187588241031,
+        -0.303331734816698,
+        3.294364820073722,
+        -0.3032912981522738,
+        3.2139973929542722,
+        -0.3031466498196585,
+        3.133053681524169,
+        -0.3028897353014592,
+        3.0515020604249017,
+        -0.30251250008028296,
+        2.9693109042979593,
+        -0.30200690102587746,
+        2.886448482505484,
+        -0.30137623660005664,
+        2.802778206179435,
+        -0.30065642942253656,
+        2.717861861120999,
+        -0.29988923232903525,
+        2.631207330105398,
+        -0.2991163981552707,
+        2.5423224959078654,
+        -0.298379679736961,
+        2.450715241303624,
+        -0.2977208299098239,
+        2.355893449067897,
+        -0.2971816015095778,
+        2.25736500197592,
+        -0.2968037473719404,
+        2.1546377828029106,
+        -0.29662902033262983,
+        2.047219674324105,
+        -0.2966991732273641,
+        1.9346185593147216,
+        -0.2970559588918612,
+        1.8163423205499956,
+        -0.29774113016183923,
+        1.6918988408051447,
+        -0.29879643987301596,
+        1.560796002855406,
+        -0.3002636408611097,
+        1.4225416894759961,
+        -0.3021844859618382,
+        1.2766437834421527,
+        -0.30460072801091964,
+        1.1226101675290971,
+        -0.307554119844072,
+        0.9599487245120505,
+        -0.3110864142970132,
+        0.7881673371662519,
+        -0.3152393642054615,
+        0.6067738882669149,
+        -0.32005472240513455,
+        0.41527626058928097,
+        -0.32557424173175076,
+        0.2131823369085618,
+        -0.3318396750210277,
+        2.220446049250313e-16
+      ],
+      "nk": [
+        "1.0"
+      ]
+    },
+    {
+      "name": "interface_1",
+      "domain_id": 5,
+      "priority": 3,
+      "side_length_constraint": 0.7,
+      "points": [
+        0.09333283772186624,
+        0.0,
+        0.09959827101114328,
+        0.1084879582357856,
+        0.10511779033775935,
+        0.21374497816084242,
+        0.10993314853743245,
+        0.31583975266287434,
+        0.11408609844588065,
+        0.41484097462958563,
+        0.11761839289882194,
+        0.5108173369486797,
+        0.12057178473197426,
+        0.6038375325078608,
+        0.12298802678105573,
+        0.6939702541948329,
+        0.1249088718817843,
+        0.7812841948972999,
+        0.12637607286987798,
+        0.8658480475029655,
+        0.1274313825810548,
+        0.947730504899534,
+        0.1281165538510327,
+        1.027000259974709,
+        0.12847333951552983,
+        1.1037260056161944,
+        0.1285434924102641,
+        1.1779764347116946,
+        0.1283687653709535,
+        1.2498202401489131,
+        0.12799091123331616,
+        1.3193261148155542,
+        0.12745168283306996,
+        1.3865627515993213,
+        0.12679283300593297,
+        1.4515988433879183,
+        0.12605611458762322,
+        1.5145030830690505,
+        0.12528328041385867,
+        1.5753441635304202,
+        0.12451608332035737,
+        1.6341907776597322,
+        0.12379627614283731,
+        1.6911116183446895,
+        0.12316561171701652,
+        1.7461753784729974,
+        0.12266001266261096,
+        1.7994521373094632,
+        0.12228277744143475,
+        1.851019731873593,
+        0.12202586292323546,
+        1.9009586961216016,
+        0.1218812145906202,
+        1.949349566717474,
+        0.12184077792619587,
+        1.9962728803251941,
+        0.12189649841256961,
+        2.041809173608746,
+        0.12204032153234834,
+        2.086038983232113,
+        0.1222641927681391,
+        2.1290428458592796,
+        0.12256005760254887,
+        2.170901298154229,
+        0.12291986151818474,
+        2.211694876780946,
+        0.12333554999765368,
+        2.2515041184034152,
+        0.12379906852356268,
+        2.290409559685619,
+        0.12430236257851882,
+        2.3284917372915426,
+        0.12483737764512903,
+        2.365831187885169,
+        0.12539605920600036,
+        2.402508448130483,
+        0.12597035274373986,
+        2.4386040546914685,
+        0.12655220374095452,
+        2.474198544232109,
+        0.1271335576802513,
+        2.509372453416389,
+        0.12770636004423727,
+        2.5442063189082917,
+        0.12826255631551947,
+        2.5787806773718014,
+        0.12879409197670486,
+        2.613176065470903,
+        0.12929291251040045,
+        2.647473019869579,
+        0.12975174595681888,
+        2.681745761713812,
+        0.130169535186836,
+        2.716018356257332,
+        0.13054818675158925,
+        2.7502909508008537,
+        0.13088962545428823,
+        2.7845635453443736,
+        0.13119577609814262,
+        2.8188361398878947,
+        0.13146856348636218,
+        2.8531087344314154,
+        0.13170991242215657,
+        2.887381328974936,
+        0.13192174770873552,
+        2.9216539235184564,
+        0.1321059941493088,
+        2.955926518061978,
+        0.13226457654708595,
+        2.9901991126054988,
+        0.1323994197052768,
+        3.0244717071490195,
+        0.13251244842709103,
+        3.0587443016925397,
+        0.13260558751573828,
+        3.093016896236061,
+        0.13268076177442834,
+        3.1272894907795816,
+        0.13273989600637093,
+        3.161562085323103,
+        0.1327849150147756,
+        3.195834679866623,
+        0.13281774360285223,
+        3.230107274410144,
+        0.1328403065738104,
+        3.2643798689536645,
+        0.13285452873085987,
+        3.2986524634971857,
+        0.13286233487721036,
+        3.332925058040706,
+        0.1328656498160715,
+        3.3671976525842275,
+        0.13286639835065306,
+        3.401470247127748,
+        0.1328651963166212,
+        3.435739379880451,
+        0.1328474428019487,
+        3.4699613457332616,
+        0.13278871963803202,
+        3.504066476145974,
+        0.13266444503532465,
+        3.5379846698545268,
+        0.13245003720428,
+        3.57164582559486,
+        0.13212091435535167,
+        3.604979842102916,
+        0.13165249469899307,
+        3.637916618114634,
+        0.1310201964456577,
+        3.6703860523659544,
+        0.13019943780579907,
+        3.7023180435928182,
+        0.12916563698987057,
+        3.7336424905311643,
+        0.1278942122083258,
+        3.7642892919169353,
+        0.12636058167161818,
+        3.7941883464860684,
+        0.12454016359020122,
+        3.8232695529745073,
+        0.12240837617452842,
+        3.851462810118191,
+        0.11994063763505322,
+        3.87869801665306,
+        0.11711236618222909,
+        3.9049050713150533,
+        0.11389898002650961,
+        3.9300138728401133,
+        0.11027589737834818,
+        3.9539543199641796,
+        0.10621853644819829,
+        3.9766563114231923,
+        0.10170231544651345,
+        3.9980497459530917,
+        0.09670265258374715,
+        4.018064522289819,
+        0.09119496607035282,
+        4.036630539169314,
+        0.08515678160902909,
+        4.0536796986786845,
+        0.07860345860325799,
+        4.069179867065201,
+        0.07158308159610326,
+        4.083130018613067,
+        0.06414481416665758,
+        4.095530153322281,
+        0.056337819894014214,
+        4.106380271192843,
+        0.04821126235726613,
+        4.115680372224753,
+        0.03981430513550636,
+        4.123430456418012,
+        0.03119611180782797,
+        4.129630523772618,
+        0.022405845953323955,
+        4.134280574288573,
+        0.013492671151087375,
+        4.137380607965875,
+        0.004505750980211237,
+        4.1389306248045274,
+        -0.00450575098021142,
+        4.1389306248045274,
+        -0.013492671151087546,
+        4.137380607965876,
+        -0.022405845953323948,
+        4.1342805742885735,
+        -0.03119611180782797,
+        4.129630523772618,
+        -0.03981430513550636,
+        4.123430456418011,
+        -0.04821126235726613,
+        4.115680372224753,
+        -0.05633781989401422,
+        4.106380271192842,
+        -0.0641448141666576,
+        4.095530153322281,
+        -0.07158308159610326,
+        4.083130018613067,
+        -0.07860345860325813,
+        4.069179867065202,
+        -0.0851567816090292,
+        4.053679698678684,
+        -0.09119496607035293,
+        4.036630539169313,
+        -0.09670265258374725,
+        4.018064522289819,
+        -0.10170231544651345,
+        3.9980497459530913,
+        -0.10621853644819829,
+        3.9766563114231923,
+        -0.11027589737834818,
+        3.9539543199641796,
+        -0.11389898002650961,
+        3.9300138728401133,
+        -0.11711236618222917,
+        3.9049050713150533,
+        -0.11994063763505323,
+        3.8786980166530594,
+        -0.12240837617452842,
+        3.851462810118191,
+        -0.12454016359020126,
+        3.8232695529745073,
+        -0.12636058167161818,
+        3.794188346486068,
+        -0.12789421220832584,
+        3.7642892919169344,
+        -0.12916563698987057,
+        3.733642490531164,
+        -0.13019943780579907,
+        3.7023180435928182,
+        -0.1310201964456577,
+        3.6703860523659544,
+        -0.1316524946989931,
+        3.637916618114634,
+        -0.13212091435535167,
+        3.6049798421029156,
+        -0.13245003720428003,
+        3.57164582559486,
+        -0.13266444503532462,
+        3.537984669854526,
+        -0.13278871963803202,
+        3.5040664761459737,
+        -0.1328474428019487,
+        3.4699613457332616,
+        -0.1328651963166212,
+        3.4357393798804505,
+        -0.13286639835065306,
+        3.4014702471277474,
+        -0.13286564981607152,
+        3.367197652584227,
+        -0.13286233487721033,
+        3.332925058040706,
+        -0.13285452873085987,
+        3.2986524634971857,
+        -0.13284030657381043,
+        3.2643798689536645,
+        -0.13281774360285223,
+        3.230107274410144,
+        -0.1327849150147756,
+        3.1958346798666235,
+        -0.13273989600637093,
+        3.1615620853231023,
+        -0.1326807617744284,
+        3.127289490779582,
+        -0.13260558751573828,
+        3.093016896236061,
+        -0.132512448427091,
+        3.05874430169254,
+        -0.13239941970527677,
+        3.024471707149019,
+        -0.13226457654708593,
+        2.990199112605499,
+        -0.1321059941493088,
+        2.955926518061978,
+        -0.13192174770873552,
+        2.921653923518457,
+        -0.1317099124221566,
+        2.887381328974936,
+        -0.13146856348636216,
+        2.8531087344314154,
+        -0.13119577609814262,
+        2.8188361398878943,
+        -0.1308896254542882,
+        2.7845635453443736,
+        -0.13054818675158922,
+        2.750290950800853,
+        -0.13016953518683602,
+        2.7160183562573317,
+        -0.12975174595681885,
+        2.681745761713811,
+        -0.12929291251040045,
+        2.6474730198695795,
+        -0.12879409197670486,
+        2.6131760654709026,
+        -0.12826255631551947,
+        2.5787806773718014,
+        -0.1277063600442373,
+        2.5442063189082913,
+        -0.12713355768025128,
+        2.5093724534163884,
+        -0.12655220374095452,
+        2.4741985442321086,
+        -0.12597035274373988,
+        2.4386040546914685,
+        -0.12539605920600036,
+        2.4025084481304826,
+        -0.12483737764512902,
+        2.3658311878851683,
+        -0.12430236257851877,
+        2.3284917372915417,
+        -0.12379906852356266,
+        2.290409559685618,
+        -0.12333554999765368,
+        2.2515041184034152,
+        -0.12291986151818474,
+        2.2116948767809457,
+        -0.12256005760254887,
+        2.170901298154229,
+        -0.12226419276813909,
+        2.129042845859279,
+        -0.12204032153234831,
+        2.086038983232112,
+        -0.12189649841256958,
+        2.041809173608745,
+        -0.1218407779261959,
+        1.9962728803251935,
+        -0.12188121459062021,
+        1.9493495667174738,
+        -0.12202586292323549,
+        1.900958696121601,
+        -0.12228277744143473,
+        1.8510197318735917,
+        -0.12266001266261098,
+        1.7994521373094625,
+        -0.12316561171701651,
+        1.7461753784729974,
+        -0.12379627614283732,
+        1.6911116183446884,
+        -0.12451608332035738,
+        1.6341907776597315,
+        -0.1252832804138587,
+        1.5753441635304184,
+        -0.12605611458762322,
+        1.5145030830690498,
+        -0.12679283300593297,
+        1.4515988433879194,
+        -0.12745168283306996,
+        1.3865627515993204,
+        -0.12799091123331613,
+        1.3193261148155544,
+        -0.1283687653709535,
+        1.249820240148912,
+        -0.1285434924102641,
+        1.1779764347116948,
+        -0.12847333951552983,
+        1.103726005616193,
+        -0.12811655385103274,
+        1.0270002599747088,
+        -0.12743138258105477,
+        0.9477305048995321,
+        -0.12637607286987795,
+        0.8658480475029651,
+        -0.12490887188178426,
+        0.7812841948972974,
+        -0.12298802678105573,
+        0.6939702541948322,
+        -0.12057178473197432,
+        0.6038375325078617,
+        -0.1176183928988219,
+        0.5108173369486786,
+        -0.11408609844588066,
+        0.414840974629586,
+        -0.10993314853743241,
+        0.3158397526628728,
+        -0.10511779033775936,
+        0.21374497816084256,
+        -0.09959827101114316,
+        0.10848795823578346,
+        -0.09333283772186624,
+        -2.220446049250313e-16
+      ],
+      "nk": [
+        "1.0"
+      ]
+    },
+    {
+      "name": "shape",
+      "domain_id": 6,
+      "priority": 4,
+      "side_length_constraint": 0.7,
+      "points": [
+        0.12254195613507153,
+        0.0,
+        0.12115144079306103,
+        0.08154167221316866,
+        0.12018969048207605,
+        0.15980759780449522,
+        0.11962618584540731,
+        0.23492876307042543,
+        0.1194304075263457,
+        0.3070361543074053,
+        0.11957183616818187,
+        0.3762607578118804,
+        0.12001995241420656,
+        0.44273355988029656,
+        0.12074423690771063,
+        0.5065855468090997,
+        0.1217141702919848,
+        0.5679477048947358,
+        0.12289923321031974,
+        0.6269510204336503,
+        0.12426890630600636,
+        0.6837264797222891,
+        0.12579267022233526,
+        0.7384050690570979,
+        0.1274400056025973,
+        0.7911177747345228,
+        0.12918039309008325,
+        0.8419955830510096,
+        0.1309833133280838,
+        0.8911694803030038,
+        0.13281824695988978,
+        0.9387704527869514,
+        0.13465467462879188,
+        0.9849294867992979,
+        0.13646207697808088,
+        1.0297775686364896,
+        0.13820993465104758,
+        1.0734456845949722,
+        0.13986772829098268,
+        1.1160648209711916,
+        0.14140493854117697,
+        1.1577659640615932,
+        0.14279104604492118,
+        1.1986801001626228,
+        0.14399553144550614,
+        1.2389382155707267,
+        0.14499290085253483,
+        1.278658666400971,
+        0.14578578139315843,
+        1.3178891340230108,
+        0.14638657629696383,
+        1.356652730156786,
+        0.14680769860890178,
+        1.3949725418539143,
+        0.14706156137392293,
+        1.4328716561660135,
+        0.14716057763697804,
+        1.4703731601447005,
+        0.14711716044301784,
+        1.5075001408415933,
+        0.146943722836993,
+        1.544275685308309,
+        0.14665267786385427,
+        1.5807228805964648,
+        0.14625643856855236,
+        1.6168648137576789,
+        0.14576741799603804,
+        1.6527245718435688,
+        0.14519802919126196,
+        1.6883252419057508,
+        0.14456068519917484,
+        1.7236899109958437,
+        0.14386779906472744,
+        1.7588416661654642,
+        0.14313178383287045,
+        1.7938035944662298,
+        0.14236505254855464,
+        1.8285987829497583,
+        0.1415800182567307,
+        1.863250318667667,
+        0.14078909400234926,
+        1.8977812886715735,
+        0.14000469283036115,
+        1.932214780013095,
+        0.13923922778571712,
+        1.966573879743849,
+        0.13850511191336778,
+        2.000881674915453,
+        0.1378147582582639,
+        2.035161252579525,
+        0.1371793974493985,
+        2.0694338893490207,
+        0.13660086973363933,
+        2.103706483892541,
+        0.13607653734523317,
+        2.137979078436062,
+        0.13560373494021172,
+        2.172251672979583,
+        0.13517979717460682,
+        2.206524267523103,
+        0.1348020587044503,
+        2.2407968620666243,
+        0.134467854185774,
+        2.2750694566101446,
+        0.13417451827460972,
+        2.3093420511536658,
+        0.13391938562698935,
+        2.343614645697187,
+        0.13369979089894463,
+        2.377887240240707,
+        0.1335130687465074,
+        2.4121598347842284,
+        0.1333565538257095,
+        2.446432429327749,
+        0.13322758079258273,
+        2.48070502387127,
+        0.13312348430315896,
+        2.51497761841479,
+        0.13304159901347004,
+        2.5492502129583117,
+        0.13297925957954765,
+        2.5835228075018315,
+        0.13293380065742377,
+        2.6177954020453527,
+        0.13290255690313016,
+        2.6520679965888734,
+        0.13288286297269863,
+        2.6863405911323945,
+        0.13287205352216103,
+        2.720613185675915,
+        0.1328674632075492,
+        2.754885780219436,
+        0.13286642668489487,
+        2.7891583747629567,
+        0.1328651963166212,
+        2.8234275075156594,
+        0.1328474428019487,
+        2.857649473368471,
+        0.13278871963803202,
+        2.891754603781182,
+        0.13266444503532465,
+        2.9256727974897356,
+        0.13245003720428,
+        2.9593339532300695,
+        0.13212091435535167,
+        2.9926679697381244,
+        0.13165249469899307,
+        3.0256047457498427,
+        0.1310201964456577,
+        3.0580741800011633,
+        0.13019943780579907,
+        3.090006171228027,
+        0.12916563698987057,
+        3.121330618166373,
+        0.1278942122083258,
+        3.1519774195521437,
+        0.12636058167161818,
+        3.1818764741212777,
+        0.12454016359020122,
+        3.210957680609716,
+        0.12240837617452842,
+        3.2391509377534,
+        0.11994063763505322,
+        3.2663861442882687,
+        0.11711236618222909,
+        3.292593198950262,
+        0.11389898002650961,
+        3.317702000475322,
+        0.11027589737834818,
+        3.3416424475993884,
+        0.10621853644819829,
+        3.3643444390584007,
+        0.10170231544651345,
+        3.3857378735883006,
+        0.09670265258374715,
+        3.4057526499250277,
+        0.09119496607035282,
+        3.424318666804523,
+        0.08515678160902909,
+        3.4413678263138943,
+        0.07860345860325799,
+        3.4568679947004104,
+        0.07158308159610326,
+        3.4708181462482757,
+        0.06414481416665758,
+        3.483218280957489,
+        0.056337819894014214,
+        3.494068398828052,
+        0.04821126235726613,
+        3.5033684998599615,
+        0.03981430513550636,
+        3.51111858405322,
+        0.03119611180782797,
+        3.5173186514078263,
+        0.022405845953323955,
+        3.521968701923781,
+        0.013492671151087375,
+        3.525068735601085,
+        0.004505750980211237,
+        3.526618752439737,
+        -0.00450575098021142,
+        3.5266187524397368,
+        -0.013492671151087546,
+        3.5250687356010846,
+        -0.022405845953323948,
+        3.5219687019237815,
+        -0.03119611180782797,
+        3.5173186514078263,
+        -0.03981430513550636,
+        3.5111185840532197,
+        -0.04821126235726613,
+        3.5033684998599615,
+        -0.05633781989401422,
+        3.4940683988280514,
+        -0.0641448141666576,
+        3.483218280957489,
+        -0.07158308159610326,
+        3.470818146248276,
+        -0.07860345860325813,
+        3.456867994700411,
+        -0.0851567816090292,
+        3.4413678263138934,
+        -0.09119496607035293,
+        3.4243186668045227,
+        -0.09670265258374725,
+        3.405752649925028,
+        -0.10170231544651345,
+        3.3857378735883006,
+        -0.10621853644819829,
+        3.3643444390584007,
+        -0.11027589737834818,
+        3.3416424475993884,
+        -0.11389898002650961,
+        3.317702000475322,
+        -0.11711236618222917,
+        3.292593198950262,
+        -0.11994063763505323,
+        3.2663861442882673,
+        -0.12240837617452842,
+        3.2391509377533994,
+        -0.12454016359020126,
+        3.2109576806097158,
+        -0.12636058167161818,
+        3.181876474121277,
+        -0.12789421220832584,
+        3.1519774195521433,
+        -0.12916563698987057,
+        3.121330618166373,
+        -0.13019943780579907,
+        3.0900061712280276,
+        -0.1310201964456577,
+        3.0580741800011633,
+        -0.1316524946989931,
+        3.0256047457498427,
+        -0.13212091435535167,
+        2.992667969738125,
+        -0.13245003720428003,
+        2.959333953230069,
+        -0.13266444503532462,
+        2.9256727974897347,
+        -0.13278871963803202,
+        2.891754603781182,
+        -0.1328474428019487,
+        2.857649473368471,
+        -0.1328651963166212,
+        2.823427507515659,
+        -0.1328664266848949,
+        2.7891583747629562,
+        -0.1328674632075492,
+        2.7548857802194364,
+        -0.13287205352216103,
+        2.720613185675915,
+        -0.13288286297269863,
+        2.6863405911323945,
+        -0.1329025569031302,
+        2.6520679965888734,
+        -0.1329338006574238,
+        2.6177954020453527,
+        -0.13297925957954765,
+        2.583522807501832,
+        -0.13304159901347,
+        2.5492502129583112,
+        -0.133123484303159,
+        2.5149776184147905,
+        -0.13322758079258273,
+        2.4807050238712693,
+        -0.1333565538257095,
+        2.4464324293277486,
+        -0.13351306874650737,
+        2.4121598347842284,
+        -0.1336997908989446,
+        2.377887240240707,
+        -0.13391938562698938,
+        2.343614645697187,
+        -0.13417451827460974,
+        2.3093420511536658,
+        -0.13446785418577403,
+        2.2750694566101455,
+        -0.1348020587044503,
+        2.2407968620666243,
+        -0.13517979717460682,
+        2.2065242675231036,
+        -0.13560373494021172,
+        2.1722516729795824,
+        -0.13607653734523317,
+        2.1379790784360613,
+        -0.13660086973363936,
+        2.103706483892541,
+        -0.1371793974493985,
+        2.06943388934902,
+        -0.1378147582582639,
+        2.035161252579525,
+        -0.13850511191336778,
+        2.0008816749154534,
+        -0.1392392277857171,
+        1.966573879743849,
+        -0.14000469283036118,
+        1.9322147800130949,
+        -0.1407890940023493,
+        1.897781288671573,
+        -0.1415800182567307,
+        1.8632503186676668,
+        -0.14236505254855464,
+        1.8285987829497583,
+        -0.14313178383287045,
+        1.7938035944662294,
+        -0.14386779906472744,
+        1.7588416661654636,
+        -0.14456068519917484,
+        1.7236899109958428,
+        -0.14519802919126193,
+        1.68832524190575,
+        -0.14576741799603804,
+        1.6527245718435686,
+        -0.14625643856855236,
+        1.6168648137576789,
+        -0.14665267786385425,
+        1.580722880596465,
+        -0.14694372283699303,
+        1.5442756853083088,
+        -0.1471171604430178,
+        1.5075001408415927,
+        -0.14716057763697804,
+        1.4703731601447,
+        -0.14706156137392293,
+        1.4328716561660129,
+        -0.14680769860890178,
+        1.394972541853914,
+        -0.14638657629696386,
+        1.3566527301567854,
+        -0.1457857813931584,
+        1.31788913402301,
+        -0.14499290085253477,
+        1.2786586664009703,
+        -0.14399553144550614,
+        1.2389382155707265,
+        -0.14279104604492115,
+        1.198680100162622,
+        -0.14140493854117694,
+        1.1577659640615927,
+        -0.13986772829098262,
+        1.1160648209711905,
+        -0.13820993465104756,
+        1.073445684594972,
+        -0.13646207697808088,
+        1.0297775686364905,
+        -0.13465467462879183,
+        0.9849294867992975,
+        -0.13281824695988975,
+        0.9387704527869516,
+        -0.13098331332808377,
+        0.891169480303003,
+        -0.12918039309008328,
+        0.8419955830510097,
+        -0.1274400056025973,
+        0.7911177747345218,
+        -0.12579267022233526,
+        0.7384050690570978,
+        -0.12426890630600632,
+        0.6837264797222877,
+        -0.12289923321031973,
+        0.6269510204336499,
+        -0.12171417029198475,
+        0.5679477048947342,
+        -0.12074423690771065,
+        0.5065855468090994,
+        -0.1200199524142066,
+        0.4427335598802972,
+        -0.11957183616818186,
+        0.37626075781187956,
+        -0.11943040752634569,
+        0.30703615430740566,
+        -0.11962618584540735,
+        0.23492876307042435,
+        -0.12018969048207603,
+        0.15980759780449538,
+        -0.12115144079306105,
+        0.08154167221316712,
+        -0.12254195613507153,
+        -1.1102230246251565e-16
+      ],
+      "nk": [
+        "1.0"
+      ]
+    }
+  ],
+  "grid": {
+    "n_x": 100,
+    "n_y": 100,
+    "uol1": 1e-09
+  },
+  "domain_map": {
+    "domain_ids_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/domain_ids.npz",
+    "grid_shape": [
+      100,
+      100
+    ]
+  }
+}

samples/sample_0001/ooc/oc_iso_0/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b68467000715a9a5a39a9990988c63b7e4d4efe845b7b4587ca8d37f4fa97f50
+size 12069

samples/sample_0001/ooc/oc_iso_0/oc_manifest.json

@@ -0,0 +1,152 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T17:29:36.150689+00:00",
+  "oc_profile_label": "iso_0",
+  "plan_index": 0,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "isotropic",
+  "shape_symmetry": "isotropic",
+  "shape_bg_symmetry": "isotropic",
+  "interface_symmetry": "isotropic",
+  "shape_delta": [
+    [
+      0.002739233746429086,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.002739233746429086,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.002739233746429086
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.002697867137638703,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.002697867137638703,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.002697867137638703
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      -0.009180529521276107,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.009180529521276107,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.009180529521276107
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.00016527635528529094,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.00016527635528529094,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00016527635528529094
+    ]
+  ],
+  "interface_delta": [
+    [
+      0.006265404784005448,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.006265404784005448,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.006265404784005448
+    ]
+  ],
+  "interface_beta": [
+    [
+      0.009127555772777218,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.009127555772777218,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.009127555772777218
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 21.54737587829917,
+    "widths": [
+      1.162157015463428,
+      1.162157015463428
+    ],
+    "segment_heights": [
+      2.6807887585169543
+    ],
+    "height_bg": 6.345145384647835,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 1,
+    "interface_width_fractions": [
+      [
+        0.9266949772916545,
+        0.1600810925245839
+      ]
+    ],
+    "interface_height_fractions": [
+      [
+        0.5645110230836746
+      ]
+    ],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_iso_0",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_iso_0/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}

samples/sample_0001/ooc/oc_iso_1/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:73008c9ddde72b0fecf094307fd075bda302bf2df8d1a65783a8e3177546f79d
+size 12070

samples/sample_0001/ooc/oc_iso_1/oc_manifest.json

@@ -0,0 +1,152 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T17:29:36.151152+00:00",
+  "oc_profile_label": "iso_1",
+  "plan_index": 1,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "isotropic",
+  "shape_symmetry": "isotropic",
+  "shape_bg_symmetry": "isotropic",
+  "interface_symmetry": "isotropic",
+  "shape_delta": [
+    [
+      0.00023643249400513364,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.00023643249400513364,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00023643249400513364
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.009504636963259353,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.009504636963259353,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.009504636963259353
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      -0.007116807745607325,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.007116807745607325,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.007116807745607325
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.00948649447137244,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.00948649447137244,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00948649447137244
+    ]
+  ],
+  "interface_delta": [
+    [
+      -0.003763370959790291,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.003763370959790291,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.003763370959790291
+    ]
+  ],
+  "interface_beta": [
+    [
+      0.004233264489725757,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.004233264489725757,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.004233264489725757
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 21.54737587829917,
+    "widths": [
+      1.162157015463428,
+      1.162157015463428
+    ],
+    "segment_heights": [
+      2.6807887585169543
+    ],
+    "height_bg": 6.345145384647835,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 1,
+    "interface_width_fractions": [
+      [
+        0.9266949772916545,
+        0.1600810925245839
+      ]
+    ],
+    "interface_height_fractions": [
+      [
+        0.5645110230836746
+      ]
+    ],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_iso_1",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_iso_1/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}

samples/sample_0001/ooc/oc_iso_2/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cf488e5ba9ebe69888d2b08536f2e5ebb21bcaaf1251e1595ef6fd01272a45a3
+size 12070

samples/sample_0001/ooc/oc_iso_2/oc_manifest.json

@@ -0,0 +1,152 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T17:29:36.150477+00:00",
+  "oc_profile_label": "iso_2",
+  "plan_index": 2,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "isotropic",
+  "shape_symmetry": "isotropic",
+  "shape_bg_symmetry": "isotropic",
+  "interface_symmetry": "isotropic",
+  "shape_delta": [
+    [
+      -0.004767757315013672,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.004767757315013672,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.004767757315013672
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.002984911434141233,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.002984911434141233,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.002984911434141233
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      0.006284514811885607,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.006284514811885607,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.006284514811885607
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.0009191594213509691,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.0009191594213509691,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0009191594213509691
+    ]
+  ],
+  "interface_delta": [
+    [
+      0.0020020105193130806,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.0020020105193130806,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0020020105193130806
+    ]
+  ],
+  "interface_beta": [
+    [
+      0.007285605268117946,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.007285605268117946,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.007285605268117946
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 21.54737587829917,
+    "widths": [
+      1.162157015463428,
+      1.162157015463428
+    ],
+    "segment_heights": [
+      2.6807887585169543
+    ],
+    "height_bg": 6.345145384647835,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 1,
+    "interface_width_fractions": [
+      [
+        0.9266949772916545,
+        0.1600810925245839
+      ]
+    ],
+    "interface_height_fractions": [
+      [
+        0.5645110230836746
+      ]
+    ],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_iso_2",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_iso_2/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}

samples/sample_0001/ooc/oc_sweep_manifest.json

@@ -0,0 +1,990 @@
+{
+  "created_at": "2026-07-06T17:29:41.366635+00:00",
+  "mode": "oc_only",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/geometry.json",
+  "dataset_name": "squiggles",
+  "sample_name": "sample_0001",
+  "output_root": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc",
+  "reference_energy_ev": 550.0,
+  "oc_sweep": {
+    "delta_bounds": [
+      -0.01,
+      0.01
+    ],
+    "beta_bounds": [
+      0.0,
+      0.01
+    ],
+    "oc_profiles": [
+      {
+        "label": "iso_0",
+        "shape_symmetry": "isotropic",
+        "shape_bg_symmetry": "isotropic",
+        "interface_symmetry": "isotropic",
+        "seed": 0
+      },
+      {
+        "label": "iso_1",
+        "shape_symmetry": "isotropic",
+        "shape_bg_symmetry": "isotropic",
+        "interface_symmetry": "isotropic",
+        "seed": 1
+      },
+      {
+        "label": "iso_2",
+        "shape_symmetry": "isotropic",
+        "shape_bg_symmetry": "isotropic",
+        "interface_symmetry": "isotropic",
+        "seed": 2
+      },
+      {
+        "label": "uniax_0",
+        "shape_symmetry": "uniaxial",
+        "shape_bg_symmetry": "uniaxial",
+        "interface_symmetry": "uniaxial",
+        "seed": 10
+      },
+      {
+        "label": "uniax_1",
+        "shape_symmetry": "uniaxial",
+        "shape_bg_symmetry": "uniaxial",
+        "interface_symmetry": "uniaxial",
+        "seed": 11
+      },
+      {
+        "label": "uniax_2",
+        "shape_symmetry": "uniaxial",
+        "shape_bg_symmetry": "uniaxial",
+        "interface_symmetry": "uniaxial",
+        "seed": 12
+      }
+    ],
+    "symmetry_groups": null,
+    "base_seed": 42,
+    "energy_ev": 550.0,
+    "energies_ev": [
+      550
+    ],
+    "thetas_deg": [
+      0.0,
+      20.0,
+      45.0
+    ],
+    "include_field_grid": false
+  },
+  "count": 6,
+  "samples": [
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T17:29:36.150689+00:00",
+      "oc_profile_label": "iso_0",
+      "plan_index": 0,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "isotropic",
+      "shape_symmetry": "isotropic",
+      "shape_bg_symmetry": "isotropic",
+      "interface_symmetry": "isotropic",
+      "shape_delta": [
+        [
+          0.002739233746429086,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.002739233746429086,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.002739233746429086
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.002697867137638703,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.002697867137638703,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.002697867137638703
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          -0.009180529521276107,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.009180529521276107,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.009180529521276107
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.00016527635528529094,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.00016527635528529094,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00016527635528529094
+        ]
+      ],
+      "interface_delta": [
+        [
+          0.006265404784005448,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.006265404784005448,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.006265404784005448
+        ]
+      ],
+      "interface_beta": [
+        [
+          0.009127555772777218,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.009127555772777218,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.009127555772777218
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 21.54737587829917,
+        "widths": [
+          1.162157015463428,
+          1.162157015463428
+        ],
+        "segment_heights": [
+          2.6807887585169543
+        ],
+        "height_bg": 6.345145384647835,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 1,
+        "interface_width_fractions": [
+          [
+            0.9266949772916545,
+            0.1600810925245839
+          ]
+        ],
+        "interface_height_fractions": [
+          [
+            0.5645110230836746
+          ]
+        ],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_iso_0",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_iso_0/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    },
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T17:29:36.151152+00:00",
+      "oc_profile_label": "iso_1",
+      "plan_index": 1,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "isotropic",
+      "shape_symmetry": "isotropic",
+      "shape_bg_symmetry": "isotropic",
+      "interface_symmetry": "isotropic",
+      "shape_delta": [
+        [
+          0.00023643249400513364,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.00023643249400513364,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00023643249400513364
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.009504636963259353,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.009504636963259353,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.009504636963259353
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          -0.007116807745607325,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.007116807745607325,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.007116807745607325
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.00948649447137244,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.00948649447137244,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00948649447137244
+        ]
+      ],
+      "interface_delta": [
+        [
+          -0.003763370959790291,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.003763370959790291,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.003763370959790291
+        ]
+      ],
+      "interface_beta": [
+        [
+          0.004233264489725757,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.004233264489725757,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.004233264489725757
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 21.54737587829917,
+        "widths": [
+          1.162157015463428,
+          1.162157015463428
+        ],
+        "segment_heights": [
+          2.6807887585169543
+        ],
+        "height_bg": 6.345145384647835,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 1,
+        "interface_width_fractions": [
+          [
+            0.9266949772916545,
+            0.1600810925245839
+          ]
+        ],
+        "interface_height_fractions": [
+          [
+            0.5645110230836746
+          ]
+        ],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_iso_1",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_iso_1/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    },
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T17:29:36.150477+00:00",
+      "oc_profile_label": "iso_2",
+      "plan_index": 2,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "isotropic",
+      "shape_symmetry": "isotropic",
+      "shape_bg_symmetry": "isotropic",
+      "interface_symmetry": "isotropic",
+      "shape_delta": [
+        [
+          -0.004767757315013672,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.004767757315013672,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.004767757315013672
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.002984911434141233,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.002984911434141233,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.002984911434141233
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          0.006284514811885607,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.006284514811885607,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.006284514811885607
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.0009191594213509691,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.0009191594213509691,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0009191594213509691
+        ]
+      ],
+      "interface_delta": [
+        [
+          0.0020020105193130806,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.0020020105193130806,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0020020105193130806
+        ]
+      ],
+      "interface_beta": [
+        [
+          0.007285605268117946,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.007285605268117946,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.007285605268117946
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 21.54737587829917,
+        "widths": [
+          1.162157015463428,
+          1.162157015463428
+        ],
+        "segment_heights": [
+          2.6807887585169543
+        ],
+        "height_bg": 6.345145384647835,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 1,
+        "interface_width_fractions": [
+          [
+            0.9266949772916545,
+            0.1600810925245839
+          ]
+        ],
+        "interface_height_fractions": [
+          [
+            0.5645110230836746
+          ]
+        ],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_iso_2",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_iso_2/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    },
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T17:29:36.148976+00:00",
+      "oc_profile_label": "uniax_0",
+      "plan_index": 3,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "uniaxial",
+      "shape_symmetry": "uniaxial",
+      "shape_bg_symmetry": "uniaxial",
+      "interface_symmetry": "uniaxial",
+      "shape_delta": [
+        [
+          0.009120034192579509,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.009120034192579509,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.005846363798417063
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.008284448852745308,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.008284448852745308,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0014928212308202027
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          0.0002560923287312968,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.0002560923287312968,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.007281607919589868
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.006890364797811311,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.006890364797811311,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00841747724312279
+        ]
+      ],
+      "interface_delta": [
+        [
+          -0.0014898200519004676,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.0014898200519004676,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.009138520069067324
+        ]
+      ],
+      "interface_beta": [
+        [
+          0.008253329063847983,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.008253329063847983,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00338215312471576
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 21.54737587829917,
+        "widths": [
+          1.162157015463428,
+          1.162157015463428
+        ],
+        "segment_heights": [
+          2.6807887585169543
+        ],
+        "height_bg": 6.345145384647835,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 1,
+        "interface_width_fractions": [
+          [
+            0.9266949772916545,
+            0.1600810925245839
+          ]
+        ],
+        "interface_height_fractions": [
+          [
+            0.5645110230836746
+          ]
+        ],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_uniax_0",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_uniax_0/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    },
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T17:29:36.148287+00:00",
+      "oc_profile_label": "uniax_1",
+      "plan_index": 4,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "uniaxial",
+      "shape_symmetry": "uniaxial",
+      "shape_bg_symmetry": "uniaxial",
+      "interface_symmetry": "uniaxial",
+      "shape_delta": [
+        [
+          -0.007428595944616008,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.007428595944616008,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -1.4442751197701192e-05
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.0060149835762335745,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.0060149835762335745,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0002868900837194455
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          -0.0070414783084508815,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.0070414783084508815,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00856422045920739
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.0007042057615419683,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.0007042057615419683,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0012977394939929798
+        ]
+      ],
+      "interface_delta": [
+        [
+          0.008966569065835503,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.008966569065835503,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0024376718559276575
+        ]
+      ],
+      "interface_beta": [
+        [
+          0.00368993123729791,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.00368993123729791,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.005113900218032627
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 21.54737587829917,
+        "widths": [
+          1.162157015463428,
+          1.162157015463428
+        ],
+        "segment_heights": [
+          2.6807887585169543
+        ],
+        "height_bg": 6.345145384647835,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 1,
+        "interface_width_fractions": [
+          [
+            0.9266949772916545,
+            0.1600810925245839
+          ]
+        ],
+        "interface_height_fractions": [
+          [
+            0.5645110230836746
+          ]
+        ],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_uniax_1",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_uniax_1/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    },
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T17:29:36.148822+00:00",
+      "oc_profile_label": "uniax_2",
+      "plan_index": 5,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "uniaxial",
+      "shape_symmetry": "uniaxial",
+      "shape_bg_symmetry": "uniaxial",
+      "interface_symmetry": "uniaxial",
+      "shape_delta": [
+        [
+          -0.004983510837831078,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.004983510837831078,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.008935058857188491
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.001893203845397613,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.001893203845397613,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.001792914104181076
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          -0.0030022151880808503,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.0030022151880808503,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.005389175068201881
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.006704457427727847,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.006704457427727847,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.001150793821234475
+        ]
+      ],
+      "interface_delta": [
+        [
+          0.007926187474093608,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.007926187474093608,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.007162609781678179
+        ]
+      ],
+      "interface_beta": [
+        [
+          2.8270321866200598e-05,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          2.8270321866200598e-05,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0054146616171879425
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 21.54737587829917,
+        "widths": [
+          1.162157015463428,
+          1.162157015463428
+        ],
+        "segment_heights": [
+          2.6807887585169543
+        ],
+        "height_bg": 6.345145384647835,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 1,
+        "interface_width_fractions": [
+          [
+            0.9266949772916545,
+            0.1600810925245839
+          ]
+        ],
+        "interface_height_fractions": [
+          [
+            0.5645110230836746
+          ]
+        ],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_uniax_2",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_uniax_2/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    }
+  ]
+}

samples/sample_0001/ooc/oc_uniax_0/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dd963f1fde35079a1c7e61791b081b89ec5b0bbc0b0bc5ca5ab5d71e25202303
+size 12067

samples/sample_0001/ooc/oc_uniax_0/oc_manifest.json

@@ -0,0 +1,152 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T17:29:36.148976+00:00",
+  "oc_profile_label": "uniax_0",
+  "plan_index": 3,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "uniaxial",
+  "shape_symmetry": "uniaxial",
+  "shape_bg_symmetry": "uniaxial",
+  "interface_symmetry": "uniaxial",
+  "shape_delta": [
+    [
+      0.009120034192579509,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.009120034192579509,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.005846363798417063
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.008284448852745308,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.008284448852745308,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0014928212308202027
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      0.0002560923287312968,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.0002560923287312968,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.007281607919589868
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.006890364797811311,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.006890364797811311,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00841747724312279
+    ]
+  ],
+  "interface_delta": [
+    [
+      -0.0014898200519004676,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.0014898200519004676,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.009138520069067324
+    ]
+  ],
+  "interface_beta": [
+    [
+      0.008253329063847983,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.008253329063847983,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00338215312471576
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 21.54737587829917,
+    "widths": [
+      1.162157015463428,
+      1.162157015463428
+    ],
+    "segment_heights": [
+      2.6807887585169543
+    ],
+    "height_bg": 6.345145384647835,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 1,
+    "interface_width_fractions": [
+      [
+        0.9266949772916545,
+        0.1600810925245839
+      ]
+    ],
+    "interface_height_fractions": [
+      [
+        0.5645110230836746
+      ]
+    ],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_uniax_0",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_uniax_0/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}

samples/sample_0001/ooc/oc_uniax_1/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6f25e302b1573e8a048d882a945962cf732056ff5af53499bc0f0723d08d67e6
+size 12071

samples/sample_0001/ooc/oc_uniax_1/oc_manifest.json

@@ -0,0 +1,152 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T17:29:36.148287+00:00",
+  "oc_profile_label": "uniax_1",
+  "plan_index": 4,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "uniaxial",
+  "shape_symmetry": "uniaxial",
+  "shape_bg_symmetry": "uniaxial",
+  "interface_symmetry": "uniaxial",
+  "shape_delta": [
+    [
+      -0.007428595944616008,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.007428595944616008,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -1.4442751197701192e-05
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.0060149835762335745,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.0060149835762335745,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0002868900837194455
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      -0.0070414783084508815,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.0070414783084508815,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00856422045920739
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.0007042057615419683,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.0007042057615419683,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0012977394939929798
+    ]
+  ],
+  "interface_delta": [
+    [
+      0.008966569065835503,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.008966569065835503,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0024376718559276575
+    ]
+  ],
+  "interface_beta": [
+    [
+      0.00368993123729791,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.00368993123729791,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.005113900218032627
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 21.54737587829917,
+    "widths": [
+      1.162157015463428,
+      1.162157015463428
+    ],
+    "segment_heights": [
+      2.6807887585169543
+    ],
+    "height_bg": 6.345145384647835,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 1,
+    "interface_width_fractions": [
+      [
+        0.9266949772916545,
+        0.1600810925245839
+      ]
+    ],
+    "interface_height_fractions": [
+      [
+        0.5645110230836746
+      ]
+    ],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_uniax_1",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_uniax_1/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}

samples/sample_0001/ooc/oc_uniax_2/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6014626921da9f7a609b2c6297e8c276985f95dd03a055c5e6a6dcf53db33826
+size 12070

samples/sample_0001/ooc/oc_uniax_2/oc_manifest.json

@@ -0,0 +1,152 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T17:29:36.148822+00:00",
+  "oc_profile_label": "uniax_2",
+  "plan_index": 5,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "uniaxial",
+  "shape_symmetry": "uniaxial",
+  "shape_bg_symmetry": "uniaxial",
+  "interface_symmetry": "uniaxial",
+  "shape_delta": [
+    [
+      -0.004983510837831078,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.004983510837831078,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.008935058857188491
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.001893203845397613,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.001893203845397613,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.001792914104181076
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      -0.0030022151880808503,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.0030022151880808503,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.005389175068201881
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.006704457427727847,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.006704457427727847,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.001150793821234475
+    ]
+  ],
+  "interface_delta": [
+    [
+      0.007926187474093608,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.007926187474093608,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.007162609781678179
+    ]
+  ],
+  "interface_beta": [
+    [
+      2.8270321866200598e-05,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      2.8270321866200598e-05,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0054146616171879425
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 21.54737587829917,
+    "widths": [
+      1.162157015463428,
+      1.162157015463428
+    ],
+    "segment_heights": [
+      2.6807887585169543
+    ],
+    "height_bg": 6.345145384647835,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 1,
+    "interface_width_fractions": [
+      [
+        0.9266949772916545,
+        0.1600810925245839
+      ]
+    ],
+    "interface_height_fractions": [
+      [
+        0.5645110230836746
+      ]
+    ],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_uniax_2",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0001/ooc/oc_uniax_2/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}

samples/sample_0002/domain_ids.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f30d8a2270b91762c4814fdf5ea9a0a18abe88c7587a07238d723df884d64cbf
+size 3103

samples/sample_0002/geometry.json

@@ -0,0 +1,1598 @@
+{
+  "created_at": "2026-07-07T07:12:05.515559+00:00",
+  "mode": "generate",
+  "units": "lambda",
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002",
+  "sample_kind": "interior",
+  "sample_label": "interior_0002",
+  "axis_name": null,
+  "axis_side": null,
+  "hypercube_coords": {
+    "pitch_ratio": 0.10150978088873475,
+    "height_bg_ratio": 0.2158997383274014,
+    "n_segments": 0.2693059883150615,
+    "width_ratio": 0.9601712992131191,
+    "segment_height_ratio": 0.36191193757195217,
+    "n_interfaces": 0.2143513741871319,
+    "interface_0_width_frac_0": 0.25883786784429375,
+    "interface_0_width_frac_1": 0.37900406174251733,
+    "interface_0_width_frac_2": 0.6958511071525789,
+    "interface_0_width_frac_3": 0.5,
+    "interface_0_width_frac_4": 0.5,
+    "interface_0_width_frac_5": 0.5,
+    "interface_0_width_frac_6": 0.5,
+    "interface_0_width_frac_7": 0.5,
+    "interface_0_width_frac_8": 0.5,
+    "interface_0_width_frac_9": 0.5,
+    "interface_0_width_frac_10": 0.5,
+    "interface_0_width_frac_11": 0.5,
+    "interface_0_width_frac_12": 0.5,
+    "interface_0_height_frac_0": 0.6241041157247504,
+    "interface_0_height_frac_1": 0.9730280496490226,
+    "interface_0_height_frac_2": 0.5,
+    "interface_0_height_frac_3": 0.5,
+    "interface_0_height_frac_4": 0.5,
+    "interface_0_height_frac_5": 0.5,
+    "interface_0_height_frac_6": 0.5,
+    "interface_0_height_frac_7": 0.5,
+    "interface_0_height_frac_8": 0.5,
+    "interface_0_height_frac_9": 0.5,
+    "interface_0_height_frac_10": 0.5,
+    "interface_0_height_frac_11": 0.5,
+    "interface_1_width_frac_0": 0.7657889570527182,
+    "interface_1_width_frac_1": 0.6464188392681722,
+    "interface_1_width_frac_2": 0.14357221697733225,
+    "interface_1_width_frac_3": 0.5,
+    "interface_1_width_frac_4": 0.5,
+    "interface_1_width_frac_5": 0.5,
+    "interface_1_width_frac_6": 0.5,
+    "interface_1_width_frac_7": 0.5,
+    "interface_1_width_frac_8": 0.5,
+    "interface_1_width_frac_9": 0.5,
+    "interface_1_width_frac_10": 0.5,
+    "interface_1_width_frac_11": 0.5,
+    "interface_1_width_frac_12": 0.5,
+    "interface_1_height_frac_0": 0.6538205820093876,
+    "interface_1_height_frac_1": 0.08758696587338521,
+    "interface_1_height_frac_2": 0.5,
+    "interface_1_height_frac_3": 0.5,
+    "interface_1_height_frac_4": 0.5,
+    "interface_1_height_frac_5": 0.5,
+    "interface_1_height_frac_6": 0.5,
+    "interface_1_height_frac_7": 0.5,
+    "interface_1_height_frac_8": 0.5,
+    "interface_1_height_frac_9": 0.5,
+    "interface_1_height_frac_10": 0.5,
+    "interface_1_height_frac_11": 0.5,
+    "interface_2_width_frac_0": 0.5,
+    "interface_2_width_frac_1": 0.5,
+    "interface_2_width_frac_2": 0.5,
+    "interface_2_width_frac_3": 0.5,
+    "interface_2_width_frac_4": 0.5,
+    "interface_2_width_frac_5": 0.5,
+    "interface_2_width_frac_6": 0.5,
+    "interface_2_width_frac_7": 0.5,
+    "interface_2_width_frac_8": 0.5,
+    "interface_2_width_frac_9": 0.5,
+    "interface_2_width_frac_10": 0.5,
+    "interface_2_width_frac_11": 0.5,
+    "interface_2_width_frac_12": 0.5,
+    "interface_2_height_frac_0": 0.5,
+    "interface_2_height_frac_1": 0.5,
+    "interface_2_height_frac_2": 0.5,
+    "interface_2_height_frac_3": 0.5,
+    "interface_2_height_frac_4": 0.5,
+    "interface_2_height_frac_5": 0.5,
+    "interface_2_height_frac_6": 0.5,
+    "interface_2_height_frac_7": 0.5,
+    "interface_2_height_frac_8": 0.5,
+    "interface_2_height_frac_9": 0.5,
+    "interface_2_height_frac_10": 0.5,
+    "interface_2_height_frac_11": 0.5
+  },
+  "active_axes": [
+    "pitch_ratio",
+    "height_bg_ratio",
+    "n_segments",
+    "width_ratio",
+    "segment_height_ratio",
+    "n_interfaces",
+    "interface_0_width_frac_0",
+    "interface_0_width_frac_1",
+    "interface_0_width_frac_2",
+    "interface_0_height_frac_0",
+    "interface_0_height_frac_1",
+    "interface_1_width_frac_0",
+    "interface_1_width_frac_1",
+    "interface_1_width_frac_2",
+    "interface_1_height_frac_0",
+    "interface_1_height_frac_1"
+  ],
+  "template_name": "layered_stack",
+  "template_config": {
+    "max_n_segments": 12,
+    "max_n_interfaces": 3,
+    "n_segments_bounds": [
+      4,
+      12
+    ],
+    "n_interfaces_bounds": [
+      2,
+      3
+    ],
+    "pitch_ratio": [
+      1.5,
+      2.0
+    ],
+    "height_bg_ratio": [
+      1.0,
+      2.5
+    ],
+    "width_ratio": [
+      0.4,
+      0.9
+    ],
+    "segment_height_ratio": [
+      0.45,
+      1.8
+    ],
+    "interface_width_fraction": [
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ]
+    ],
+    "interface_height_fraction": [
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ],
+      [
+        0.35,
+        0.9
+      ]
+    ]
+  },
+  "resolved_params_lambda": {
+    "pitch": 1.5507548904443673,
+    "widths": [
+      0.8800856496065596,
+      0.8800856496065596,
+      0.8800856496065596,
+      0.8800856496065596,
+      0.8800856496065596,
+      0.8800856496065596,
+      0.8800856496065596
+    ],
+    "segment_heights": [
+      0.9385811157221355,
+      0.9385811157221355,
+      0.9385811157221355,
+      0.9385811157221355,
+      0.9385811157221355,
+      0.9385811157221355
+    ],
+    "height_bg": 1.3238496074911021,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 2,
+    "interface_width_fractions": [
+      [
+        0.49236082731436154,
+        0.5584522339583845,
+        0.7327181089339184,
+        0.625,
+        0.625,
+        0.625,
+        0.625
+      ],
+      [
+        0.771183926378995,
+        0.7055303615974947,
+        0.4289647193375327,
+        0.625,
+        0.625,
+        0.625,
+        0.625
+      ]
+    ],
+    "interface_height_fractions": [
+      [
+        0.6932572636486127,
+        0.8851654273069625,
+        0.625,
+        0.625,
+        0.625,
+        0.625
+      ],
+      [
+        0.7096013201051632,
+        0.39817283123036185,
+        0.625,
+        0.625,
+        0.625,
+        0.625
+      ]
+    ],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "geometry_plot": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/geometry.png",
+  "shapes": [
+    {
+      "name": "ComputationalDomain",
+      "domain_id": 1,
+      "priority": -1,
+      "side_length_constraint": 0.7,
+      "points": [
+        -0.7753774452221837,
+        -2.0,
+        0.7753774452221837,
+        -2.0,
+        0.7753774452221837,
+        9.435042869002068,
+        -0.7753774452221837,
+        9.435042869002068
+      ],
+      "nk": [
+        "1.0"
+      ]
+    },
+    {
+      "name": "shape_bg",
+      "domain_id": 3,
+      "priority": 1,
+      "side_length_constraint": 0.7,
+      "points": [
+        -0.7753774452221837,
+        0.0,
+        0.7753774452221837,
+        0.0,
+        0.7753774452221837,
+        1.3238496074911021,
+        -0.7753774452221837,
+        1.3238496074911021
+      ],
+      "nk": [
+        "1.0"
+      ]
+    },
+    {
+      "name": "interface_0",
+      "domain_id": 4,
+      "priority": 2,
+      "side_length_constraint": 0.7,
+      "points": [
+        0.6634258003326681,
+        0.0,
+        0.6585242455405385,
+        0.1970509557458419,
+        0.653489759792398,
+        0.38187394207650904,
+        0.6483591593813185,
+        0.5551345471251893,
+        0.6431692606003708,
+        0.7174983590250709,
+        0.637956879742627,
+        0.8696309659093417,
+        0.6327588331011582,
+        1.0121979559111893,
+        0.6276119369690357,
+        1.1458649171638022,
+        0.6225530076393314,
+        1.271297437800368,
+        0.6176188614051165,
+        1.3891611059540747,
+        0.6128463145594625,
+        1.500121509758111,
+        0.6082721833954404,
+        1.6048442373456635,
+        0.6039332842061224,
+        1.703994876849921,
+        0.5998664332845794,
+        1.7982390164040716,
+        0.5961084469238833,
+        1.8882422441413027,
+        0.5926961414171052,
+        1.974670148194803,
+        0.5896663330573165,
+        2.0581883166977595,
+        0.5870558381375887,
+        2.1394623377833604,
+        0.5849014729509936,
+        2.219157799584795,
+        0.5832310060406679,
+        2.297862846326514,
+        0.5820246057373442,
+        2.375758189829115,
+        0.5812468420508675,
+        2.452891028614534,
+        0.5808622759433341,
+        2.529308483760801,
+        0.5808354683768389,
+        2.6050576763459414,
+        0.5811309803134775,
+        2.6801857274479843,
+        0.5817133727153461,
+        2.7547397581449595,
+        0.5825472065445395,
+        2.828766889514892,
+        0.5835970427631537,
+        2.9023142426358133,
+        0.5848274423332839,
+        2.9754289385857478,
+        0.586202966217026,
+        3.0481580984427263,
+        0.5876881753764754,
+        3.120548843284776,
+        0.5892476307737275,
+        3.192648294189924,
+        0.5908458933708782,
+        3.2645035722362006,
+        0.5924475241300228,
+        3.3361617985016316,
+        0.5940170840132567,
+        3.4076700940642466,
+        0.5955191339826758,
+        3.4790755800020716,
+        0.5969182350003754,
+        3.550425377393138,
+        0.5981829138757657,
+        3.6217623058797233,
+        0.5993093549871814,
+        3.693099187162624,
+        0.600305520572266,
+        3.7644360684455256,
+        0.6011794163896205,
+        3.835772949728427,
+        0.6019390481978466,
+        3.9071098310113284,
+        0.6025924217555454,
+        3.9784467122942284,
+        0.6031475428213184,
+        4.0497835935771285,
+        0.6036124171537671,
+        4.121120474860031,
+        0.6039950505114925,
+        4.192457356142931,
+        0.6043034486530962,
+        4.263794237425832,
+        0.6045456173371795,
+        4.335131118708733,
+        0.604729562322344,
+        4.4064679999916345,
+        0.6048632893671907,
+        4.477804881274536,
+        0.6049548042303212,
+        4.549141762557436,
+        0.6050121126703367,
+        4.620478643840338,
+        0.6050432204458388,
+        4.691815525123238,
+        0.6050561333154285,
+        4.76315240640614,
+        0.6050588570377076,
+        4.83448928768904,
+        0.6050588841045098,
+        4.905826168971942,
+        0.6050588841045097,
+        4.977163050254843,
+        0.6050588841045097,
+        5.0484999315377435,
+        0.6050588841045097,
+        5.119836812820645,
+        0.6050588841045097,
+        5.191173694103545,
+        0.6050588841045097,
+        5.262510575386447,
+        0.6050588841045097,
+        5.333847456669348,
+        0.6050588841045097,
+        5.405184337952249,
+        0.6050588841045098,
+        5.476521219235151,
+        0.6050588841045097,
+        5.547858100518051,
+        0.6050588841045097,
+        5.619194981800952,
+        0.6050588841045097,
+        5.690531863083852,
+        0.6050588841045097,
+        5.761868744366754,
+        0.6050588841045096,
+        5.833205625649654,
+        0.6050588841045097,
+        5.904542506932556,
+        0.6050588841045097,
+        5.975879388215456,
+        0.6050588841045098,
+        6.0472162694983576,
+        0.6050588841045097,
+        6.118553150781259,
+        0.6050501057871404,
+        6.189880670290208,
+        0.6049096271164687,
+        6.261067735896061,
+        0.6044347022318532,
+        6.331898126102457,
+        0.6034209473358838,
+        6.402153872609723,
+        0.6016639786311504,
+        6.471617007118186,
+        0.598959412320243,
+        6.540069561328183,
+        0.5951028646057516,
+        6.60729356694004,
+        0.5898899516902656,
+        6.673071055654084,
+        0.5831162897763753,
+        6.737184059170651,
+        0.5745774950666706,
+        6.799414609190064,
+        0.5640691837637413,
+        6.85954473741266,
+        0.5513869720701774,
+        6.917356475538767,
+        0.5363264761885685,
+        6.972631855268713,
+        0.5186833123215053,
+        7.025152908302831,
+        0.4982530966715765,
+        7.074701666341447,
+        0.4748314454413729,
+        7.121060161084895,
+        0.44821397483348435,
+        7.164010424233501,
+        0.4181963010505005,
+        7.203334487487598,
+        0.3845906244047936,
+        7.238820278008665,
+        0.3475200204888687,
+        7.270366235560902,
+        0.30738365961179254,
+        7.297968948419109,
+        0.26459030936838507,
+        7.321628416583288,
+        0.21954873735346658,
+        7.341344640053436,
+        0.17266771116185725,
+        7.357117618829555,
+        0.12435599838837634,
+        7.368947352911644,
+        0.07502236662784582,
+        7.376833842299703,
+        0.025075583475085036,
+        7.380777086993733,
+        -0.025075583475085844,
+        7.380777086993733,
+        -0.0750223666278466,
+        7.376833842299703,
+        -0.12435599838837721,
+        7.368947352911644,
+        -0.17266771116185722,
+        7.357117618829556,
+        -0.21954873735346658,
+        7.341344640053436,
+        -0.2645903093683851,
+        7.3216284165832874,
+        -0.30738365961179315,
+        7.297968948419109,
+        -0.3475200204888694,
+        7.270366235560902,
+        -0.3845906244047941,
+        7.238820278008665,
+        -0.41819630105050093,
+        7.203334487487599,
+        -0.4482139748334847,
+        7.1640104242335,
+        -0.4748314454413734,
+        7.121060161084894,
+        -0.49825309667157675,
+        7.074701666341447,
+        -0.5186833123215052,
+        7.025152908302831,
+        -0.5363264761885688,
+        6.9726318552687125,
+        -0.5513869720701775,
+        6.9173564755387655,
+        -0.5640691837637415,
+        6.85954473741266,
+        -0.5745774950666707,
+        6.799414609190064,
+        -0.5831162897763753,
+        6.737184059170648,
+        -0.5898899516902657,
+        6.673071055654083,
+        -0.5951028646057516,
+        6.607293566940038,
+        -0.598959412320243,
+        6.540069561328181,
+        -0.6016639786311504,
+        6.471617007118186,
+        -0.6034209473358839,
+        6.4021538726097225,
+        -0.6044347022318531,
+        6.331898126102456,
+        -0.6049096271164687,
+        6.261067735896059,
+        -0.6050501057871402,
+        6.189880670290205,
+        -0.6050588841045098,
+        6.118553150781258,
+        -0.6050588841045097,
+        6.047216269498357,
+        -0.6050588841045097,
+        5.975879388215455,
+        -0.6050588841045097,
+        5.904542506932555,
+        -0.6050588841045096,
+        5.833205625649654,
+        -0.6050588841045097,
+        5.761868744366753,
+        -0.6050588841045097,
+        5.6905318630838515,
+        -0.6050588841045097,
+        5.61919498180095,
+        -0.6050588841045096,
+        5.547858100518049,
+        -0.6050588841045096,
+        5.476521219235148,
+        -0.6050588841045097,
+        5.405184337952248,
+        -0.6050588841045096,
+        5.333847456669346,
+        -0.6050588841045098,
+        5.262510575386446,
+        -0.6050588841045098,
+        5.1911736941035445,
+        -0.6050588841045097,
+        5.119836812820644,
+        -0.6050588841045097,
+        5.048499931537742,
+        -0.6050588841045097,
+        4.977163050254841,
+        -0.6050588841045097,
+        4.905826168971941,
+        -0.6050588570377076,
+        4.83448928768904,
+        -0.6050561333154286,
+        4.763152406406138,
+        -0.6050432204458387,
+        4.6918155251232365,
+        -0.6050121126703368,
+        4.620478643840337,
+        -0.6049548042303211,
+        4.549141762557434,
+        -0.6048632893671908,
+        4.477804881274536,
+        -0.604729562322344,
+        4.406467999991633,
+        -0.6045456173371796,
+        4.335131118708733,
+        -0.6043034486530963,
+        4.263794237425831,
+        -0.6039950505114925,
+        4.19245735614293,
+        -0.6036124171537669,
+        4.121120474860029,
+        -0.6031475428213184,
+        4.049783593577128,
+        -0.6025924217555455,
+        3.9784467122942275,
+        -0.6019390481978465,
+        3.9071098310113253,
+        -0.6011794163896205,
+        3.835772949728425,
+        -0.6003055205722659,
+        3.764436068445524,
+        -0.5993093549871815,
+        3.6930991871626246,
+        -0.5981829138757657,
+        3.6217623058797224,
+        -0.5969182350003754,
+        3.5504253773931373,
+        -0.5955191339826758,
+        3.479075580002071,
+        -0.5940170840132565,
+        3.4076700940642435,
+        -0.5924475241300227,
+        3.33616179850163,
+        -0.5908458933708781,
+        3.2645035722361984,
+        -0.5892476307737275,
+        3.192648294189924,
+        -0.5876881753764752,
+        3.1205488432847734,
+        -0.5862029662170261,
+        3.048158098442727,
+        -0.584827442333284,
+        2.9754289385857464,
+        -0.5835970427631536,
+        2.902314242635813,
+        -0.5825472065445394,
+        2.828766889514891,
+        -0.5817133727153461,
+        2.754739758144957,
+        -0.5811309803134778,
+        2.6801857274479834,
+        -0.5808354683768389,
+        2.605057676345939,
+        -0.580862275943334,
+        2.5293084837608,
+        -0.5812468420508676,
+        2.4528910286145327,
+        -0.582024605737344,
+        2.375758189829114,
+        -0.583231006040668,
+        2.2978628463265123,
+        -0.5849014729509937,
+        2.219157799584795,
+        -0.5870558381375889,
+        2.1394623377833595,
+        -0.5896663330573164,
+        2.0581883166977564,
+        -0.592696141417105,
+        1.974670148194801,
+        -0.5961084469238833,
+        1.8882422441413,
+        -0.5998664332845796,
+        1.7982390164040707,
+        -0.6039332842061226,
+        1.7039948768499187,
+        -0.6082721833954405,
+        1.6048442373456626,
+        -0.6128463145594624,
+        1.5001215097581082,
+        -0.6176188614051165,
+        1.3891611059540745,
+        -0.6225530076393316,
+        1.271297437800366,
+        -0.6276119369690358,
+        1.1458649171638022,
+        -0.6327588331011582,
+        1.0121979559111873,
+        -0.6379568797426272,
+        0.8696309659093374,
+        -0.6431692606003709,
+        0.7174983590250694,
+        -0.6483591593813186,
+        0.5551345471251854,
+        -0.6534897597923981,
+        0.38187394207650793,
+        -0.6585242455405386,
+        0.19705095574583803,
+        -0.6634258003326681,
+        -4.440892098500626e-16
+      ],
+      "nk": [
+        "1.0"
+      ]
+    },
+    {
+      "name": "interface_1",
+      "domain_id": 5,
+      "priority": 3,
+      "side_length_constraint": 0.7,
+      "points": [
+        0.2166598492738915,
+        0.0,
+        0.22156140406602112,
+        0.10576591251964315,
+        0.22659588981416146,
+        0.20734552051567684,
+        0.23172649022524114,
+        0.30486584785371296,
+        0.23691638900618855,
+        0.3984539183993636,
+        0.24212876986393253,
+        0.4882367560182408,
+        0.24732681650540136,
+        0.5743413845759562,
+        0.2524737126375237,
+        0.656894827938122,
+        0.257532641967228,
+        0.7360241099703504,
+        0.262466788201443,
+        0.8118562545382532,
+        0.2672393350470972,
+        0.8845182855074425,
+        0.271813466211119,
+        0.9541372267435296,
+        0.2761523654004372,
+        1.0208401021121272,
+        0.28021921632198,
+        1.0847539354788474,
+        0.28397720268267623,
+        1.1460057507093016,
+        0.2873895081894545,
+        1.2047225716691023,
+        0.29041931654924313,
+        1.261031422223861,
+        0.29302981146897067,
+        1.3150593262391899,
+        0.29518417665556596,
+        1.3669333075807013,
+        0.29685464356589164,
+        1.4167784338725988,
+        0.2980610438692155,
+        1.4647094809530437,
+        0.2988388075556919,
+        1.5108378521000074,
+        0.2992233736632256,
+        1.5552749486352238,
+        0.2992501812297207,
+        1.5981321718804236,
+        0.2989546692930819,
+        1.6395209231573384,
+        0.2983722768912136,
+        1.6795526037877015,
+        0.29753844306202004,
+        1.7183386150932434,
+        0.29648860684340594,
+        1.7559903583956973,
+        0.29525820727327556,
+        1.792619235016794,
+        0.2938826833895335,
+        1.8283366462782662,
+        0.2923974742300842,
+        1.8632539935018455,
+        0.290838018832832,
+        1.897482678009264,
+        0.28923975623568143,
+        1.9311341011222531,
+        0.2876381254765369,
+        1.9643196641625453,
+        0.28606856559330296,
+        1.9971507684518721,
+        0.2845665156238838,
+        2.0297388153119655,
+        0.2831674146061841,
+        2.062195206064558,
+        0.28190273573079383,
+        2.094621172789765,
+        0.28077629461937814,
+        2.1270470279183566,
+        0.2797801290342936,
+        2.1594728830469476,
+        0.27890623321693897,
+        2.191898738175539,
+        0.27814660140871306,
+        2.2243245933041305,
+        0.27749322785101416,
+        2.256750448432722,
+        0.2769381067852411,
+        2.289176303561313,
+        0.27647323245279265,
+        2.3216021586899047,
+        0.27609059909506706,
+        2.3540280138184957,
+        0.2757822009534633,
+        2.386453868947087,
+        0.27554003226937995,
+        2.418879724075679,
+        0.27535608728421557,
+        2.45130557920427,
+        0.27522236023936886,
+        2.4837314343328614,
+        0.27513084537623833,
+        2.516157289461453,
+        0.27507353693622283,
+        2.548583144590044,
+        0.27504242916072086,
+        2.5810089997186356,
+        0.27502951629113104,
+        2.6134348548472275,
+        0.275026792568852,
+        2.645860709975818,
+        0.27502676550204996,
+        2.67828656510441,
+        0.27502676550204996,
+        2.710712420233001,
+        0.27502676550204985,
+        2.7431382753615923,
+        0.27502676550204996,
+        2.775564130490184,
+        0.27502676550204985,
+        2.807989985618775,
+        0.27502676550204985,
+        2.840415840747366,
+        0.27502676550204985,
+        2.872841695875958,
+        0.27502676550204985,
+        2.9052675510045494,
+        0.27502676550204985,
+        2.9376934061331403,
+        0.27502676550204996,
+        2.9701192612617318,
+        0.27502676550204996,
+        3.0025451163903236,
+        0.27502676550204985,
+        3.034970971518914,
+        0.27502676550204985,
+        3.0673968266475065,
+        0.27502676550204985,
+        3.099822681776097,
+        0.27502676550204985,
+        3.1322485369046884,
+        0.27502676550204985,
+        3.16467439203328,
+        0.27502676550204985,
+        3.1971002471618717,
+        0.27502676550204985,
+        3.229526102290463,
+        0.27502277535779107,
+        3.261947702067258,
+        0.27495892141657663,
+        3.294305459160828,
+        0.27474304646902414,
+        3.326501091072825,
+        0.2742822487890382,
+        3.3584355213034005,
+        0.27348362665052295,
+        3.3900096733527025,
+        0.27225427832738314,
+        3.421124470720883,
+        0.2705013020935234,
+        3.451680836908091,
+        0.268131796222848,
+        3.481579695414474,
+        0.26505285898926145,
+        3.510721969740186,
+        0.26117158866666845,
+        3.539008583385375,
+        0.25639508352897333,
+        3.5663404598501907,
+        0.25063044185008065,
+        3.592618522634785,
+        0.2437847619038949,
+        3.617743695239305,
+        0.23576514196432055,
+        3.6416169011639044,
+        0.22647868030526203,
+        3.664139063908731,
+        0.21583247520062404,
+        3.685211106973933,
+        0.20373362492431107,
+        3.7047339538596638,
+        0.19008922775022746,
+        3.722608528066072,
+        0.17481392018399713,
+        3.738738432848374,
+        0.15796364567675852,
+        3.753077504463028,
+        0.1397198452780875,
+        3.7656241921258493,
+        0.12026832244017506,
+        3.7763784958368394,
+        0.09979488061521209,
+        3.7853404155959978,
+        0.07848532325538966,
+        3.792509951403325,
+        0.05652545381289839,
+        3.79788710325882,
+        0.034101075739929966,
+        3.8014718711624833,
+        0.011397992488675054,
+        3.803264255114314,
+        -0.011397992488675318,
+        3.803264255114315,
+        -0.03410107573993026,
+        3.801471871162483,
+        -0.0565254538128987,
+        3.79788710325882,
+        -0.07848532325538962,
+        3.792509951403325,
+        -0.09979488061521204,
+        3.7853404155959978,
+        -0.12026832244017502,
+        3.7763784958368394,
+        -0.13971984527808776,
+        3.765624192125849,
+        -0.15796364567675877,
+        3.7530775044630276,
+        -0.17481392018399725,
+        3.738738432848374,
+        -0.19008922775022766,
+        3.722608528066072,
+        -0.20373362492431116,
+        3.7047339538596633,
+        -0.2158324752006242,
+        3.685211106973933,
+        -0.2264786803052621,
+        3.66413906390873,
+        -0.2357651419643205,
+        3.641616901163904,
+        -0.2437847619038948,
+        3.617743695239305,
+        -0.25063044185008065,
+        3.5926185226347838,
+        -0.25639508352897333,
+        3.5663404598501907,
+        -0.26117158866666845,
+        3.539008583385374,
+        -0.26505285898926145,
+        3.5107219697401852,
+        -0.268131796222848,
+        3.481579695414474,
+        -0.2705013020935234,
+        3.45168083690809,
+        -0.27225427832738314,
+        3.4211244707208825,
+        -0.27348362665052284,
+        3.390009673352703,
+        -0.27428224878903806,
+        3.358435521303401,
+        -0.27474304646902414,
+        3.326501091072825,
+        -0.27495892141657663,
+        3.294305459160827,
+        -0.27502277535779107,
+        3.261947702067257,
+        -0.27502676550204985,
+        3.229526102290462,
+        -0.27502676550204985,
+        3.1971002471618712,
+        -0.27502676550204985,
+        3.16467439203328,
+        -0.27502676550204985,
+        3.1322485369046884,
+        -0.27502676550204985,
+        3.099822681776097,
+        -0.27502676550204985,
+        3.067396826647506,
+        -0.27502676550204985,
+        3.034970971518914,
+        -0.27502676550204974,
+        3.0025451163903223,
+        -0.27502676550204985,
+        2.9701192612617313,
+        -0.27502676550204985,
+        2.9376934061331403,
+        -0.27502676550204985,
+        2.905267551004549,
+        -0.27502676550204985,
+        2.8728416958759575,
+        -0.27502676550204985,
+        2.840415840747366,
+        -0.27502676550204985,
+        2.807989985618775,
+        -0.27502676550204985,
+        2.7755641304901837,
+        -0.27502676550204985,
+        2.7431382753615914,
+        -0.27502676550204985,
+        2.7107124202330004,
+        -0.27502676550204985,
+        2.6782865651044094,
+        -0.275026792568852,
+        2.6458607099758176,
+        -0.27502951629113104,
+        2.613434854847226,
+        -0.27504242916072075,
+        2.5810089997186347,
+        -0.27507353693622283,
+        2.5485831445900438,
+        -0.27513084537623833,
+        2.516157289461452,
+        -0.27522236023936875,
+        2.4837314343328614,
+        -0.27535608728421557,
+        2.4513055792042695,
+        -0.27554003226937984,
+        2.418879724075679,
+        -0.2757822009534633,
+        2.3864538689470867,
+        -0.27609059909506695,
+        2.3540280138184957,
+        -0.27647323245279254,
+        2.321602158689904,
+        -0.2769381067852411,
+        2.289176303561312,
+        -0.27749322785101416,
+        2.256750448432722,
+        -0.27814660140871295,
+        2.2243245933041296,
+        -0.27890623321693897,
+        2.191898738175539,
+        -0.2797801290342936,
+        2.159472883046947,
+        -0.28077629461937814,
+        2.1270470279183566,
+        -0.28190273573079383,
+        2.094621172789765,
+        -0.2831674146061841,
+        2.062195206064558,
+        -0.2845665156238838,
+        2.029738815311965,
+        -0.28606856559330285,
+        1.997150768451871,
+        -0.2876381254765369,
+        1.9643196641625447,
+        -0.28923975623568143,
+        1.9311341011222523,
+        -0.290838018832832,
+        1.8974826780092637,
+        -0.2923974742300842,
+        1.8632539935018446,
+        -0.2938826833895336,
+        1.8283366462782664,
+        -0.2952582072732757,
+        1.792619235016794,
+        -0.29648860684340594,
+        1.7559903583956973,
+        -0.29753844306201993,
+        1.718338615093243,
+        -0.2983722768912135,
+        1.6795526037877004,
+        -0.2989546692930818,
+        1.6395209231573382,
+        -0.2992501812297207,
+        1.5981321718804222,
+        -0.2992233736632255,
+        1.5552749486352233,
+        -0.2988388075556919,
+        1.5108378521000065,
+        -0.2980610438692154,
+        1.464709480953043,
+        -0.29685464356589153,
+        1.4167784338725982,
+        -0.29518417665556596,
+        1.366933307580701,
+        -0.29302981146897067,
+        1.3150593262391892,
+        -0.2904193165492429,
+        1.261031422223859,
+        -0.2873895081894543,
+        1.2047225716691012,
+        -0.2839772026826761,
+        1.1460057507092998,
+        -0.2802192163219799,
+        1.0847539354788467,
+        -0.27615236540043697,
+        1.0208401021121258,
+        -0.271813466211119,
+        0.9541372267435293,
+        -0.26723933504709707,
+        0.8845182855074407,
+        -0.262466788201443,
+        0.811856254538253,
+        -0.2575326419672279,
+        0.7360241099703493,
+        -0.2524737126375236,
+        0.6568948279381224,
+        -0.24732681650540125,
+        0.5743413845759551,
+        -0.24212876986393234,
+        0.4882367560182383,
+        -0.23691638900618853,
+        0.3984539183993627,
+        -0.23172649022524097,
+        0.30486584785371074,
+        -0.2265958898141614,
+        0.20734552051567628,
+        -0.22156140406602096,
+        0.10576591251964108,
+        -0.21665984927389145,
+        -2.220446049250313e-16
+      ],
+      "nk": [
+        "1.0"
+      ]
+    },
+    {
+      "name": "shape",
+      "domain_id": 6,
+      "priority": 4,
+      "side_length_constraint": 0.7,
+      "points": [
+        0.3393539534066975,
+        0.0,
+        0.33428309210061974,
+        0.10613473720704726,
+        0.3287041017296188,
+        0.20397506850049785,
+        0.32269477145685077,
+        0.29401095969775093,
+        0.31633289044547136,
+        0.37673237661620573,
+        0.3096962478586369,
+        0.45262928507326133,
+        0.3028626328595031,
+        0.5221916508863168,
+        0.295909834611226,
+        0.5859094398727713,
+        0.28891564227696176,
+        0.6442726178500242,
+        0.2819578450198662,
+        0.6977711506354747,
+        0.2751142320030955,
+        0.7468950040465218,
+        0.26846259238980535,
+        0.7921341439005644,
+        0.262080715343152,
+        0.8339785360150018,
+        0.2560463900262913,
+        0.8729181462072333,
+        0.2504374056023793,
+        0.9094429402946582,
+        0.24533155123457204,
+        0.9440428840946753,
+        0.24080661608602535,
+        0.9772079434246839,
+        0.23694038931989536,
+        1.009428084102083,
+        0.23381066009933807,
+        1.0411932719442722,
+        0.23147796733715523,
+        1.0729315690185675,
+        0.2299120963790355,
+        1.1047453617631007,
+        0.22905309313905706,
+        1.13663031455086,
+        0.22884098628104763,
+        1.1685820298510852,
+        0.22921580446883497,
+        1.2005961101330143,
+        0.23011757636624677,
+        1.2326681578658865,
+        0.23148633063711088,
+        1.2647937755189405,
+        0.23326209594525502,
+        1.296968565561415,
+        0.23538490095450695,
+        1.3291881304625495,
+        0.2377947743286944,
+        1.3614480726915814,
+        0.24043174473164508,
+        1.393743994717751,
+        0.24323584082718686,
+        1.426071499010296,
+        0.2461470912791474,
+        1.4584261880384561,
+        0.24910552475135458,
+        1.4908036642714695,
+        0.25205116990763593,
+        1.523199530178575,
+        0.2549240554118194,
+        1.5556093882290116,
+        0.25766420992773265,
+        1.5880288408920178,
+        0.26021166211920344,
+        1.6204534906368333,
+        0.2625132451018215,
+        1.6528793413601848,
+        0.2645632458084028,
+        1.685305196488776,
+        0.26637615918008234,
+        1.7177310516173678,
+        0.26796655482961934,
+        1.7501569067459588,
+        0.2693490023697733,
+        1.7825827618745502,
+        0.27053807141330344,
+        1.8150086170031416,
+        0.2715483315729691,
+        1.8474344721317328,
+        0.27239435246152965,
+        1.8798603272603245,
+        0.2730907036917443,
+        1.9122861823889157,
+        0.2736519548763726,
+        1.9447120375175069,
+        0.27409267562817363,
+        1.9771378926460983,
+        0.27442743555990684,
+        2.0095637477746893,
+        0.27467080428433166,
+        2.041989602903281,
+        0.2748373514142071,
+        2.0744154580318726,
+        0.2749416465622929,
+        2.106841313160464,
+        0.2749982593413481,
+        2.1392671682890554,
+        0.2750217593641321,
+        2.171693023417647,
+        0.27502671624340413,
+        2.204118878546238,
+        0.2750267655020499,
+        2.236544733674829,
+        0.2750267655020499,
+        2.2689705888034206,
+        0.27502676550204985,
+        2.301396443932012,
+        0.2750267655020499,
+        2.333822299060604,
+        0.27502676550204985,
+        2.366248154189195,
+        0.27502676550204985,
+        2.398674009317786,
+        0.27502676550204985,
+        2.4310998644463777,
+        0.27502676550204985,
+        2.463525719574969,
+        0.27502676550204985,
+        2.49595157470356,
+        0.2750267655020499,
+        2.5283774298321515,
+        0.2750267655020499,
+        2.5608032849607434,
+        0.27502676550204985,
+        2.5932291400893344,
+        0.27502676550204985,
+        2.6256549952179262,
+        0.27502676550204985,
+        2.6580808503465168,
+        0.27502676550204985,
+        2.6905067054751086,
+        0.27502676550204985,
+        2.7229325606036996,
+        0.27502676550204985,
+        2.7553584157322915,
+        0.27502676550204985,
+        2.7877842708608824,
+        0.27502277535779107,
+        2.820205870637678,
+        0.27495892141657663,
+        2.852563627731248,
+        0.27474304646902414,
+        2.8847592596432454,
+        0.2742822487890381,
+        2.9166936898738207,
+        0.2734836266505229,
+        2.9482678419231223,
+        0.27225427832738314,
+        2.9793826392913023,
+        0.2705013020935234,
+        3.0099390054785102,
+        0.26813179622284794,
+        3.0398378639848938,
+        0.26505285898926145,
+        3.0689801383106063,
+        0.26117158866666845,
+        3.0972667519557944,
+        0.25639508352897333,
+        3.124598628420611,
+        0.25063044185008065,
+        3.150876691205205,
+        0.24378476190389486,
+        3.1760018638097254,
+        0.23576514196432052,
+        3.1998750697343237,
+        0.226478680305262,
+        3.22239723247915,
+        0.215832475200624,
+        3.2434692755443533,
+        0.20373362492431105,
+        3.2629921224300835,
+        0.19008922775022744,
+        3.280866696636491,
+        0.1748139201839971,
+        3.296996601418794,
+        0.1579636456767585,
+        3.3113356730334473,
+        0.13971984527808748,
+        3.323882360696269,
+        0.12026832244017503,
+        3.33463666440726,
+        0.09979488061521206,
+        3.343598584166418,
+        0.07848532325538964,
+        3.3507681199737447,
+        0.05652545381289836,
+        3.3561452718292397,
+        0.03410107573992994,
+        3.359730039732903,
+        0.011397992488675027,
+        3.3615224236847348,
+        -0.011397992488675346,
+        3.3615224236847343,
+        -0.034101075739930285,
+        3.3597300397329026,
+        -0.05652545381289873,
+        3.3561452718292397,
+        -0.07848532325538965,
+        3.3507681199737447,
+        -0.09979488061521206,
+        3.343598584166418,
+        -0.12026832244017505,
+        3.33463666440726,
+        -0.13971984527808778,
+        3.323882360696269,
+        -0.1579636456767588,
+        3.3113356730334473,
+        -0.17481392018399727,
+        3.296996601418794,
+        -0.19008922775022769,
+        3.280866696636491,
+        -0.20373362492431119,
+        3.262992122430083,
+        -0.21583247520062424,
+        3.2434692755443533,
+        -0.22647868030526214,
+        3.22239723247915,
+        -0.23576514196432052,
+        3.199875069734324,
+        -0.24378476190389484,
+        3.176001863809726,
+        -0.25063044185008065,
+        3.1508766912052035,
+        -0.2563950835289734,
+        3.1245986284206104,
+        -0.2611715886666685,
+        3.097266751955794,
+        -0.2650528589892615,
+        3.0689801383106046,
+        -0.268131796222848,
+        3.039837863984894,
+        -0.2705013020935234,
+        3.00993900547851,
+        -0.2722542783273832,
+        2.979382639291302,
+        -0.2734836266505229,
+        2.9482678419231227,
+        -0.2742822487890381,
+        2.9166936898738207,
+        -0.2747430464690242,
+        2.884759259643245,
+        -0.27495892141657663,
+        2.852563627731247,
+        -0.27502277535779107,
+        2.8202058706376767,
+        -0.2750267655020499,
+        2.7877842708608824,
+        -0.27502676550204985,
+        2.7553584157322906,
+        -0.2750267655020499,
+        2.7229325606037,
+        -0.27502676550204985,
+        2.690506705475108,
+        -0.27502676550204985,
+        2.6580808503465168,
+        -0.27502676550204985,
+        2.625654995217926,
+        -0.27502676550204985,
+        2.593229140089334,
+        -0.2750267655020498,
+        2.5608032849607425,
+        -0.27502676550204985,
+        2.5283774298321506,
+        -0.27502676550204985,
+        2.4959515747035597,
+        -0.27502676550204985,
+        2.4635257195749682,
+        -0.27502676550204985,
+        2.4310998644463773,
+        -0.27502676550204985,
+        2.398674009317786,
+        -0.27502676550204985,
+        2.3662481541891944,
+        -0.2750267655020499,
+        2.333822299060603,
+        -0.27502676550204985,
+        2.3013964439320116,
+        -0.27502676550204985,
+        2.26897058880342,
+        -0.27502676550204985,
+        2.2365447336748288,
+        -0.27502671624340413,
+        2.204118878546238,
+        -0.27502175936413203,
+        2.171693023417646,
+        -0.2749982593413481,
+        2.1392671682890545,
+        -0.27494164656229286,
+        2.1068413131604635,
+        -0.2748373514142072,
+        2.0744154580318717,
+        -0.2746708042843316,
+        2.041989602903281,
+        -0.2744274355599069,
+        2.009563747774689,
+        -0.27409267562817363,
+        1.9771378926460985,
+        -0.27365195487637256,
+        1.9447120375175067,
+        -0.2730907036917443,
+        1.9122861823889155,
+        -0.2723943524615296,
+        1.8798603272603238,
+        -0.27154833157296904,
+        1.8474344721317322,
+        -0.2705380714133035,
+        1.8150086170031414,
+        -0.26934900236977327,
+        1.7825827618745493,
+        -0.26796655482961934,
+        1.7501569067459586,
+        -0.2663761591800823,
+        1.7177310516173667,
+        -0.26456324580840285,
+        1.685305196488776,
+        -0.2625132451018215,
+        1.6528793413601846,
+        -0.26021166211920344,
+        1.620453490636833,
+        -0.2576642099277326,
+        1.5880288408920176,
+        -0.2549240554118193,
+        1.5556093882290107,
+        -0.2520511699076359,
+        1.5231995301785748,
+        -0.24910552475135445,
+        1.4908036642714686,
+        -0.24614709127914744,
+        1.4584261880384557,
+        -0.2432358408271868,
+        1.4260714990102954,
+        -0.24043174473164516,
+        1.3937439947177512,
+        -0.23779477432869436,
+        1.3614480726915812,
+        -0.23538490095450698,
+        1.3291881304625495,
+        -0.233262095945255,
+        1.2969685655614145,
+        -0.23148633063711085,
+        1.2647937755189396,
+        -0.23011757636624677,
+        1.2326681578658862,
+        -0.22921580446883494,
+        1.2005961101330136,
+        -0.22884098628104763,
+        1.1685820298510847,
+        -0.22905309313905706,
+        1.1366303145508592,
+        -0.2299120963790355,
+        1.1047453617631005,
+        -0.23147796733715525,
+        1.072931569018567,
+        -0.23381066009933807,
+        1.0411932719442722,
+        -0.23694038931989544,
+        1.0094280841020826,
+        -0.24080661608602552,
+        0.977207943424683,
+        -0.24533155123457207,
+        0.9440428840946749,
+        -0.2504374056023794,
+        0.9094429402946573,
+        -0.2560463900262913,
+        0.8729181462072333,
+        -0.26208071534315214,
+        0.8339785360150012,
+        -0.2684625923898054,
+        0.7921341439005642,
+        -0.27511423200309554,
+        0.7468950040465208,
+        -0.2819578450198662,
+        0.6977711506354747,
+        -0.28891564227696187,
+        0.6442726178500237,
+        -0.295909834611226,
+        0.5859094398727717,
+        -0.3028626328595031,
+        0.5221916508863161,
+        -0.30969624785863703,
+        0.45262928507325945,
+        -0.3163328904454714,
+        0.3767323766162052,
+        -0.3226947714568509,
+        0.29401095969774915,
+        -0.32870410172961884,
+        0.20397506850049754,
+        -0.33428309210061985,
+        0.10613473720704543,
+        -0.3393539534066975,
+        0.0
+      ],
+      "nk": [
+        "1.0"
+      ]
+    }
+  ],
+  "grid": {
+    "n_x": 100,
+    "n_y": 100,
+    "uol1": 1e-09
+  },
+  "domain_map": {
+    "domain_ids_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/domain_ids.npz",
+    "grid_shape": [
+      100,
+      100
+    ]
+  }
+}

samples/sample_0002/ooc/oc_iso_0/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5429585b737ae246f0b23a091fb56e55f8b1d8acca6bb89d54ae20b6db181f08
+size 12294

samples/sample_0002/ooc/oc_iso_0/oc_manifest.json

@@ -0,0 +1,189 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T17:29:41.435751+00:00",
+  "oc_profile_label": "iso_0",
+  "plan_index": 0,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "isotropic",
+  "shape_symmetry": "isotropic",
+  "shape_bg_symmetry": "isotropic",
+  "interface_symmetry": "isotropic",
+  "shape_delta": [
+    [
+      0.002739233746429086,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.002739233746429086,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.002739233746429086
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.002697867137638703,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.002697867137638703,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.002697867137638703
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      -0.009180529521276107,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.009180529521276107,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.009180529521276107
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.00016527635528529094,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.00016527635528529094,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00016527635528529094
+    ]
+  ],
+  "interface_delta": [
+    [
+      0.006265404784005448,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.006265404784005448,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.006265404784005448
+    ]
+  ],
+  "interface_beta": [
+    [
+      0.009127555772777218,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.009127555772777218,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.009127555772777218
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 3.0756047386577725,
+    "widths": [
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807
+    ],
+    "segment_heights": [
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682
+    ],
+    "height_bg": 3.8867650640272116,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 2,
+    "interface_width_fractions": [
+      [
+        0.7471928743145868,
+        0.6380260816568479,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55
+      ],
+      [
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55
+      ]
+    ],
+    "interface_height_fractions": [
+      [
+        0.9447168662710645,
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75
+      ],
+      [
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75
+      ]
+    ],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_iso_0",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_iso_0/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}

samples/sample_0002/ooc/oc_iso_1/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dbe162855874df91799078f0d1ec745650b120dcb622fa51360fe34867339ca5
+size 12296

samples/sample_0002/ooc/oc_iso_1/oc_manifest.json

@@ -0,0 +1,189 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T17:29:41.436123+00:00",
+  "oc_profile_label": "iso_1",
+  "plan_index": 1,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "isotropic",
+  "shape_symmetry": "isotropic",
+  "shape_bg_symmetry": "isotropic",
+  "interface_symmetry": "isotropic",
+  "shape_delta": [
+    [
+      0.00023643249400513364,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.00023643249400513364,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00023643249400513364
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.009504636963259353,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.009504636963259353,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.009504636963259353
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      -0.007116807745607325,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.007116807745607325,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.007116807745607325
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.00948649447137244,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.00948649447137244,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00948649447137244
+    ]
+  ],
+  "interface_delta": [
+    [
+      -0.003763370959790291,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.003763370959790291,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.003763370959790291
+    ]
+  ],
+  "interface_beta": [
+    [
+      0.004233264489725757,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.004233264489725757,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.004233264489725757
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 3.0756047386577725,
+    "widths": [
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807
+    ],
+    "segment_heights": [
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682
+    ],
+    "height_bg": 3.8867650640272116,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 2,
+    "interface_width_fractions": [
+      [
+        0.7471928743145868,
+        0.6380260816568479,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55
+      ],
+      [
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55
+      ]
+    ],
+    "interface_height_fractions": [
+      [
+        0.9447168662710645,
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75
+      ],
+      [
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75
+      ]
+    ],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_iso_1",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_iso_1/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}

samples/sample_0002/ooc/oc_iso_2/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f3ba1e408116619c35083f4df432757066471afcb5366dd1cf57248482f842c
+size 12295

samples/sample_0002/ooc/oc_iso_2/oc_manifest.json

@@ -0,0 +1,189 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T17:29:41.437002+00:00",
+  "oc_profile_label": "iso_2",
+  "plan_index": 2,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "isotropic",
+  "shape_symmetry": "isotropic",
+  "shape_bg_symmetry": "isotropic",
+  "interface_symmetry": "isotropic",
+  "shape_delta": [
+    [
+      -0.004767757315013672,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.004767757315013672,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.004767757315013672
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.002984911434141233,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.002984911434141233,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.002984911434141233
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      0.006284514811885607,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.006284514811885607,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.006284514811885607
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.0009191594213509691,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.0009191594213509691,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0009191594213509691
+    ]
+  ],
+  "interface_delta": [
+    [
+      0.0020020105193130806,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.0020020105193130806,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0020020105193130806
+    ]
+  ],
+  "interface_beta": [
+    [
+      0.007285605268117946,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.007285605268117946,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.007285605268117946
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 3.0756047386577725,
+    "widths": [
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807
+    ],
+    "segment_heights": [
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682
+    ],
+    "height_bg": 3.8867650640272116,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 2,
+    "interface_width_fractions": [
+      [
+        0.7471928743145868,
+        0.6380260816568479,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55
+      ],
+      [
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55
+      ]
+    ],
+    "interface_height_fractions": [
+      [
+        0.9447168662710645,
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75
+      ],
+      [
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75
+      ]
+    ],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_iso_2",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_iso_2/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}

samples/sample_0002/ooc/oc_sweep_manifest.json

@@ -0,0 +1,1212 @@
+{
+  "created_at": "2026-07-06T17:29:49.215982+00:00",
+  "mode": "oc_only",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/geometry.json",
+  "dataset_name": "squiggles",
+  "sample_name": "sample_0002",
+  "output_root": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc",
+  "reference_energy_ev": 550.0,
+  "oc_sweep": {
+    "delta_bounds": [
+      -0.01,
+      0.01
+    ],
+    "beta_bounds": [
+      0.0,
+      0.01
+    ],
+    "oc_profiles": [
+      {
+        "label": "iso_0",
+        "shape_symmetry": "isotropic",
+        "shape_bg_symmetry": "isotropic",
+        "interface_symmetry": "isotropic",
+        "seed": 0
+      },
+      {
+        "label": "iso_1",
+        "shape_symmetry": "isotropic",
+        "shape_bg_symmetry": "isotropic",
+        "interface_symmetry": "isotropic",
+        "seed": 1
+      },
+      {
+        "label": "iso_2",
+        "shape_symmetry": "isotropic",
+        "shape_bg_symmetry": "isotropic",
+        "interface_symmetry": "isotropic",
+        "seed": 2
+      },
+      {
+        "label": "uniax_0",
+        "shape_symmetry": "uniaxial",
+        "shape_bg_symmetry": "uniaxial",
+        "interface_symmetry": "uniaxial",
+        "seed": 10
+      },
+      {
+        "label": "uniax_1",
+        "shape_symmetry": "uniaxial",
+        "shape_bg_symmetry": "uniaxial",
+        "interface_symmetry": "uniaxial",
+        "seed": 11
+      },
+      {
+        "label": "uniax_2",
+        "shape_symmetry": "uniaxial",
+        "shape_bg_symmetry": "uniaxial",
+        "interface_symmetry": "uniaxial",
+        "seed": 12
+      }
+    ],
+    "symmetry_groups": null,
+    "base_seed": 42,
+    "energy_ev": 550.0,
+    "energies_ev": [
+      550
+    ],
+    "thetas_deg": [
+      0.0,
+      20.0,
+      45.0
+    ],
+    "include_field_grid": false
+  },
+  "count": 6,
+  "samples": [
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T17:29:41.435751+00:00",
+      "oc_profile_label": "iso_0",
+      "plan_index": 0,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "isotropic",
+      "shape_symmetry": "isotropic",
+      "shape_bg_symmetry": "isotropic",
+      "interface_symmetry": "isotropic",
+      "shape_delta": [
+        [
+          0.002739233746429086,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.002739233746429086,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.002739233746429086
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.002697867137638703,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.002697867137638703,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.002697867137638703
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          -0.009180529521276107,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.009180529521276107,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.009180529521276107
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.00016527635528529094,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.00016527635528529094,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00016527635528529094
+        ]
+      ],
+      "interface_delta": [
+        [
+          0.006265404784005448,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.006265404784005448,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.006265404784005448
+        ]
+      ],
+      "interface_beta": [
+        [
+          0.009127555772777218,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.009127555772777218,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.009127555772777218
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 3.0756047386577725,
+        "widths": [
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807
+        ],
+        "segment_heights": [
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682
+        ],
+        "height_bg": 3.8867650640272116,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 2,
+        "interface_width_fractions": [
+          [
+            0.7471928743145868,
+            0.6380260816568479,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55
+          ],
+          [
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55
+          ]
+        ],
+        "interface_height_fractions": [
+          [
+            0.9447168662710645,
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75
+          ],
+          [
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75
+          ]
+        ],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_iso_0",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_iso_0/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    },
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T17:29:41.436123+00:00",
+      "oc_profile_label": "iso_1",
+      "plan_index": 1,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "isotropic",
+      "shape_symmetry": "isotropic",
+      "shape_bg_symmetry": "isotropic",
+      "interface_symmetry": "isotropic",
+      "shape_delta": [
+        [
+          0.00023643249400513364,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.00023643249400513364,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00023643249400513364
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.009504636963259353,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.009504636963259353,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.009504636963259353
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          -0.007116807745607325,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.007116807745607325,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.007116807745607325
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.00948649447137244,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.00948649447137244,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00948649447137244
+        ]
+      ],
+      "interface_delta": [
+        [
+          -0.003763370959790291,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.003763370959790291,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.003763370959790291
+        ]
+      ],
+      "interface_beta": [
+        [
+          0.004233264489725757,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.004233264489725757,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.004233264489725757
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 3.0756047386577725,
+        "widths": [
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807
+        ],
+        "segment_heights": [
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682
+        ],
+        "height_bg": 3.8867650640272116,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 2,
+        "interface_width_fractions": [
+          [
+            0.7471928743145868,
+            0.6380260816568479,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55
+          ],
+          [
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55
+          ]
+        ],
+        "interface_height_fractions": [
+          [
+            0.9447168662710645,
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75
+          ],
+          [
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75
+          ]
+        ],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_iso_1",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_iso_1/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    },
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T17:29:41.437002+00:00",
+      "oc_profile_label": "iso_2",
+      "plan_index": 2,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "isotropic",
+      "shape_symmetry": "isotropic",
+      "shape_bg_symmetry": "isotropic",
+      "interface_symmetry": "isotropic",
+      "shape_delta": [
+        [
+          -0.004767757315013672,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.004767757315013672,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.004767757315013672
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.002984911434141233,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.002984911434141233,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.002984911434141233
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          0.006284514811885607,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.006284514811885607,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.006284514811885607
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.0009191594213509691,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.0009191594213509691,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0009191594213509691
+        ]
+      ],
+      "interface_delta": [
+        [
+          0.0020020105193130806,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.0020020105193130806,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0020020105193130806
+        ]
+      ],
+      "interface_beta": [
+        [
+          0.007285605268117946,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.007285605268117946,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.007285605268117946
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 3.0756047386577725,
+        "widths": [
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807
+        ],
+        "segment_heights": [
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682
+        ],
+        "height_bg": 3.8867650640272116,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 2,
+        "interface_width_fractions": [
+          [
+            0.7471928743145868,
+            0.6380260816568479,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55
+          ],
+          [
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55
+          ]
+        ],
+        "interface_height_fractions": [
+          [
+            0.9447168662710645,
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75
+          ],
+          [
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75
+          ]
+        ],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_iso_2",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_iso_2/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    },
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T17:29:41.437249+00:00",
+      "oc_profile_label": "uniax_0",
+      "plan_index": 3,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "uniaxial",
+      "shape_symmetry": "uniaxial",
+      "shape_bg_symmetry": "uniaxial",
+      "interface_symmetry": "uniaxial",
+      "shape_delta": [
+        [
+          0.009120034192579509,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.009120034192579509,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.005846363798417063
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.008284448852745308,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.008284448852745308,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0014928212308202027
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          0.0002560923287312968,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.0002560923287312968,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.007281607919589868
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.006890364797811311,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.006890364797811311,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00841747724312279
+        ]
+      ],
+      "interface_delta": [
+        [
+          -0.0014898200519004676,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.0014898200519004676,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.009138520069067324
+        ]
+      ],
+      "interface_beta": [
+        [
+          0.008253329063847983,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.008253329063847983,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00338215312471576
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 3.0756047386577725,
+        "widths": [
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807
+        ],
+        "segment_heights": [
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682
+        ],
+        "height_bg": 3.8867650640272116,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 2,
+        "interface_width_fractions": [
+          [
+            0.7471928743145868,
+            0.6380260816568479,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55
+          ],
+          [
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55
+          ]
+        ],
+        "interface_height_fractions": [
+          [
+            0.9447168662710645,
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75
+          ],
+          [
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75
+          ]
+        ],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_uniax_0",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_uniax_0/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    },
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T17:29:41.436756+00:00",
+      "oc_profile_label": "uniax_1",
+      "plan_index": 4,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "uniaxial",
+      "shape_symmetry": "uniaxial",
+      "shape_bg_symmetry": "uniaxial",
+      "interface_symmetry": "uniaxial",
+      "shape_delta": [
+        [
+          -0.007428595944616008,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.007428595944616008,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -1.4442751197701192e-05
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.0060149835762335745,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.0060149835762335745,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0002868900837194455
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          -0.0070414783084508815,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.0070414783084508815,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.00856422045920739
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.0007042057615419683,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.0007042057615419683,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0012977394939929798
+        ]
+      ],
+      "interface_delta": [
+        [
+          0.008966569065835503,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.008966569065835503,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0024376718559276575
+        ]
+      ],
+      "interface_beta": [
+        [
+          0.00368993123729791,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.00368993123729791,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.005113900218032627
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 3.0756047386577725,
+        "widths": [
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807
+        ],
+        "segment_heights": [
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682
+        ],
+        "height_bg": 3.8867650640272116,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 2,
+        "interface_width_fractions": [
+          [
+            0.7471928743145868,
+            0.6380260816568479,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55
+          ],
+          [
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55
+          ]
+        ],
+        "interface_height_fractions": [
+          [
+            0.9447168662710645,
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75
+          ],
+          [
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75
+          ]
+        ],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_uniax_1",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_uniax_1/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    },
+    {
+      "mode": "oc_only",
+      "created_at": "2026-07-06T17:29:41.437455+00:00",
+      "oc_profile_label": "uniax_2",
+      "plan_index": 5,
+      "reference_energy_ev": 550.0,
+      "reference_wavelength_nm": 2.254258153330914,
+      "tensor_symmetry": "uniaxial",
+      "shape_symmetry": "uniaxial",
+      "shape_bg_symmetry": "uniaxial",
+      "interface_symmetry": "uniaxial",
+      "shape_delta": [
+        [
+          -0.004983510837831078,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.004983510837831078,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.008935058857188491
+        ]
+      ],
+      "shape_beta": [
+        [
+          0.001893203845397613,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.001893203845397613,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.001792914104181076
+        ]
+      ],
+      "shape_bg_delta": [
+        [
+          -0.0030022151880808503,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          -0.0030022151880808503,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          -0.005389175068201881
+        ]
+      ],
+      "shape_bg_beta": [
+        [
+          0.006704457427727847,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.006704457427727847,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.001150793821234475
+        ]
+      ],
+      "interface_delta": [
+        [
+          0.007926187474093608,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          0.007926187474093608,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.007162609781678179
+        ]
+      ],
+      "interface_beta": [
+        [
+          2.8270321866200598e-05,
+          0.0,
+          0.0
+        ],
+        [
+          0.0,
+          2.8270321866200598e-05,
+          0.0
+        ],
+        [
+          0.0,
+          0.0,
+          0.0054146616171879425
+        ]
+      ],
+      "resolved_params_nm": {
+        "pitch": 3.0756047386577725,
+        "widths": [
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807,
+          3.3473885875265807
+        ],
+        "segment_heights": [
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682,
+          0.8800193948466682
+        ],
+        "height_bg": 3.8867650640272116,
+        "top_offset": 2.0,
+        "bottom_offset": 2.0,
+        "n_interfaces": 2,
+        "interface_width_fractions": [
+          [
+            0.7471928743145868,
+            0.6380260816568479,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55
+          ],
+          [
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55,
+            0.55
+          ]
+        ],
+        "interface_height_fractions": [
+          [
+            0.9447168662710645,
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75
+          ],
+          [
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75,
+            0.75
+          ]
+        ],
+        "interface_fraction": null,
+        "interface_thickness": 1.0,
+        "substrate_y": 0.0,
+        "slc": 0.7,
+        "smooth": true,
+        "num_spline_points": 200
+      },
+      "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_uniax_2",
+      "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/geometry.json",
+      "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_uniax_2/nk_tensor.npz",
+      "grid_shape": [
+        100,
+        100
+      ]
+    }
+  ]
+}

samples/sample_0002/ooc/oc_uniax_0/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3aef6048072893536e47656eb1cc80df93f07cf8086ffc686f8c05f86b9d4b9b
+size 12294

samples/sample_0002/ooc/oc_uniax_0/oc_manifest.json

@@ -0,0 +1,189 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T17:29:41.437249+00:00",
+  "oc_profile_label": "uniax_0",
+  "plan_index": 3,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "uniaxial",
+  "shape_symmetry": "uniaxial",
+  "shape_bg_symmetry": "uniaxial",
+  "interface_symmetry": "uniaxial",
+  "shape_delta": [
+    [
+      0.009120034192579509,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.009120034192579509,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.005846363798417063
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.008284448852745308,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.008284448852745308,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0014928212308202027
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      0.0002560923287312968,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.0002560923287312968,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.007281607919589868
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.006890364797811311,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.006890364797811311,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00841747724312279
+    ]
+  ],
+  "interface_delta": [
+    [
+      -0.0014898200519004676,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.0014898200519004676,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.009138520069067324
+    ]
+  ],
+  "interface_beta": [
+    [
+      0.008253329063847983,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.008253329063847983,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00338215312471576
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 3.0756047386577725,
+    "widths": [
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807
+    ],
+    "segment_heights": [
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682
+    ],
+    "height_bg": 3.8867650640272116,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 2,
+    "interface_width_fractions": [
+      [
+        0.7471928743145868,
+        0.6380260816568479,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55
+      ],
+      [
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55
+      ]
+    ],
+    "interface_height_fractions": [
+      [
+        0.9447168662710645,
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75
+      ],
+      [
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75
+      ]
+    ],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_uniax_0",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_uniax_0/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}

samples/sample_0002/ooc/oc_uniax_1/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5794efcd94e105c33546ede7b3c153e2126f97578951c4ac2178eda2468f1da2
+size 12295

samples/sample_0002/ooc/oc_uniax_1/oc_manifest.json

@@ -0,0 +1,189 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T17:29:41.436756+00:00",
+  "oc_profile_label": "uniax_1",
+  "plan_index": 4,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "uniaxial",
+  "shape_symmetry": "uniaxial",
+  "shape_bg_symmetry": "uniaxial",
+  "interface_symmetry": "uniaxial",
+  "shape_delta": [
+    [
+      -0.007428595944616008,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.007428595944616008,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -1.4442751197701192e-05
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.0060149835762335745,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.0060149835762335745,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0002868900837194455
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      -0.0070414783084508815,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.0070414783084508815,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.00856422045920739
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.0007042057615419683,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.0007042057615419683,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0012977394939929798
+    ]
+  ],
+  "interface_delta": [
+    [
+      0.008966569065835503,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.008966569065835503,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0024376718559276575
+    ]
+  ],
+  "interface_beta": [
+    [
+      0.00368993123729791,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.00368993123729791,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.005113900218032627
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 3.0756047386577725,
+    "widths": [
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807
+    ],
+    "segment_heights": [
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682
+    ],
+    "height_bg": 3.8867650640272116,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 2,
+    "interface_width_fractions": [
+      [
+        0.7471928743145868,
+        0.6380260816568479,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55
+      ],
+      [
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55
+      ]
+    ],
+    "interface_height_fractions": [
+      [
+        0.9447168662710645,
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75
+      ],
+      [
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75
+      ]
+    ],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_uniax_1",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_uniax_1/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}

samples/sample_0002/ooc/oc_uniax_2/nk_tensor.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ddae11345bddf1bb39b83eb839e9b4ddade3d751afa711870d17eaa8c5069be7
+size 12299

samples/sample_0002/ooc/oc_uniax_2/oc_manifest.json

@@ -0,0 +1,189 @@
+{
+  "mode": "oc_only",
+  "created_at": "2026-07-06T17:29:41.437455+00:00",
+  "oc_profile_label": "uniax_2",
+  "plan_index": 5,
+  "reference_energy_ev": 550.0,
+  "reference_wavelength_nm": 2.254258153330914,
+  "tensor_symmetry": "uniaxial",
+  "shape_symmetry": "uniaxial",
+  "shape_bg_symmetry": "uniaxial",
+  "interface_symmetry": "uniaxial",
+  "shape_delta": [
+    [
+      -0.004983510837831078,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.004983510837831078,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.008935058857188491
+    ]
+  ],
+  "shape_beta": [
+    [
+      0.001893203845397613,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.001893203845397613,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.001792914104181076
+    ]
+  ],
+  "shape_bg_delta": [
+    [
+      -0.0030022151880808503,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      -0.0030022151880808503,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      -0.005389175068201881
+    ]
+  ],
+  "shape_bg_beta": [
+    [
+      0.006704457427727847,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.006704457427727847,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.001150793821234475
+    ]
+  ],
+  "interface_delta": [
+    [
+      0.007926187474093608,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      0.007926187474093608,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.007162609781678179
+    ]
+  ],
+  "interface_beta": [
+    [
+      2.8270321866200598e-05,
+      0.0,
+      0.0
+    ],
+    [
+      0.0,
+      2.8270321866200598e-05,
+      0.0
+    ],
+    [
+      0.0,
+      0.0,
+      0.0054146616171879425
+    ]
+  ],
+  "resolved_params_nm": {
+    "pitch": 3.0756047386577725,
+    "widths": [
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807,
+      3.3473885875265807
+    ],
+    "segment_heights": [
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682,
+      0.8800193948466682
+    ],
+    "height_bg": 3.8867650640272116,
+    "top_offset": 2.0,
+    "bottom_offset": 2.0,
+    "n_interfaces": 2,
+    "interface_width_fractions": [
+      [
+        0.7471928743145868,
+        0.6380260816568479,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55
+      ],
+      [
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55,
+        0.55
+      ]
+    ],
+    "interface_height_fractions": [
+      [
+        0.9447168662710645,
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75
+      ],
+      [
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75,
+        0.75
+      ]
+    ],
+    "interface_fraction": null,
+    "interface_thickness": 1.0,
+    "substrate_y": 0.0,
+    "slc": 0.7,
+    "smooth": true,
+    "num_spline_points": 200
+  },
+  "output_dir": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_uniax_2",
+  "geometry_json": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/geometry.json",
+  "nk_tensor_path": "/global/u2/h/hdh/JCMwave_modeling/outputs/layered_stack/squiggles/sample_0002/ooc/oc_uniax_2/nk_tensor.npz",
+  "grid_shape": [
+    100,
+    100
+  ]
+}