node_id stringlengths 15 15 | vector_768d listlengths 768 768 | module_type stringclasses 4
values | kinematic_dof int64 1 18 | curvature_radius float64 1 1.42 | bspline_torque float64 -4.06 9.81 | torsion_sink_depth float64 -2.5 2.5 | wks_resonance_freq float64 440 1.32k | layer_level int64 1 12 | centroid_distance float64 0 110 | created_at stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|
v8_node_0000001 | [
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0.94292... | v8_18dof_spine_kinematics | 1 | 1 | 9.81 | 0 | 440 | 1 | 0 | 2026-08-25T08:36:27.000000Z |
v8_node_0000002 | [
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0.94539,
0.952329,... | v8_bspline_motion_tensors | 2 | 1.0005 | 9.81 | 0.0125 | 441 | 2 | 1.4142 | 2026-08-25T08:36:27.000000Z |
v8_node_0000003 | [
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0.875169,
0.894569,
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0.926112,
0.938184,
0.947757,
0.954814,
0.959... | v8_riemann_torsion_sinks | 3 | 1.001 | 9.8099 | 0.025 | 442 | 3 | 2.8284 | 2026-08-25T08:36:27.000000Z |
v8_node_0000004 | [
0.198669,
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0.677519,
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0.804282,
0.830723,
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0.876809,
0.896338,
0.91346,
0.928136,
0.940334,
0.950029,
0.957205,
0.961852,
0.963... | v8_wks_laplace_resonance | 4 | 1.0015 | 9.8098 | 0.0375 | 443 | 4 | 4.2426 | 2026-08-25T08:36:27.000000Z |
v8_node_0000005 | [
0.247404,
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0.478826,
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0.805457,
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0.898017,
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0.930068,
0.94239,
0.952206,
0.959499,
0.96426,
0.966485,
0.966181,
... | v8_18dof_spine_kinematics | 5 | 1.002 | 9.8097 | 0.05 | 444 | 5 | 5.6569 | 2026-08-25T08:36:27.000000Z |
v8_node_0000006 | [
0.29552,
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0.74674,
0.777694,
0.806552,
0.833238,
0.857683,
0.879824,
0.899606,
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0.931907,
0.944351,
0.954288,
0.961698,
0.966571,
0.968905,
0.968703,
0.965978,... | v8_bspline_motion_tensors | 6 | 1.0025 | 9.8095 | 0.0625 | 445 | 6 | 7.0711 | 2026-08-25T08:36:27.000000Z |
v8_node_0000007 | [
0.342898,
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0.956274,
0.9638,
0.968786,
0.971227,
0.971128,
0.968499,
0.96336,
... | v8_riemann_torsion_sinks | 7 | 1.003 | 9.8093 | 0.075 | 446 | 7 | 8.4853 | 2026-08-25T08:36:27.000000Z |
v8_node_0000008 | [
0.389418,
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0.965806,
0.970904,
0.973453,
0.973456,
0.970924,
0.965875,
0.958335... | v8_wks_laplace_resonance | 8 | 1.0035 | 9.809 | 0.0875 | 447 | 8 | 9.8995 | 2026-08-25T08:36:27.000000Z |
v8_node_0000009 | [
0.434966,
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0.975686,
0.973251,
0.968293,
0.960836,
0.95... | v8_18dof_spine_kinematics | 9 | 1.004 | 9.8087 | 0.1 | 448 | 9 | 11.3137 | 2026-08-25T08:36:27.000000Z |
v8_node_0000010 | [
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0.884798,
0.905062,
0.92292,
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0.951251,
0.961658,
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0.974848,
0.977611,
0.977819,
0.975481,
0.970614,
0.963242,
0.953396,
0.9411... | v8_bspline_motion_tensors | 10 | 1.0045 | 9.8084 | 0.1125 | 449 | 10 | 12.7279 | 2026-08-25T08:36:27.000000Z |
v8_node_0000011 | [
0.522687,
0.564614,
0.605065,
0.643928,
0.681094,
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0.749929,
0.781409,
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0.952738,
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0.979855,
0.977614,
0.972838,
0.965551,
0.955783,
0.943573,
0.928967,
... | v8_riemann_torsion_sinks | 11 | 1.005 | 9.808 | 0.1249 | 450 | 11 | 14.1421 | 2026-08-25T08:36:27.000000Z |
v8_node_0000012 | [
0.564642,
0.605156,
0.644089,
0.681332,
0.716782,
0.750342,
0.781917,
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0.886755,
0.907247,
0.925336,
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0.954131,
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0.972863,
0.978403,
0.981379,
0.981792,
0.979649,
0.974965,
0.967763,
0.958074,
0.945935,
0.931391,
0.914... | v8_wks_laplace_resonance | 12 | 1.0055 | 9.8076 | 0.1374 | 451 | 12 | 15.5563 | 2026-08-25T08:36:27.000000Z |
v8_node_0000013 | [
0.605186,
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0.782348,
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0.976994,
0.969879,
0.960269,
0.948203,
0.933723,
0.916882,
0.897737... | v8_18dof_spine_kinematics | 13 | 1.006 | 9.8072 | 0.1499 | 452 | 1 | 16.9706 | 2026-08-25T08:36:27.000000Z |
v8_node_0000014 | [
0.644218,
0.681605,
0.717213,
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0.971898,
0.962369,
0.950375,
0.935961,
0.919177,
0.900081,
0.878736... | v8_bspline_motion_tensors | 14 | 1.0065 | 9.8067 | 0.1624 | 453 | 2 | 18.3848 | 2026-08-25T08:36:27.000000Z |
v8_node_0000015 | [
0.681639,
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0.75113,
0.782974,
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0.952453,
0.938106,
0.921381,
0.902334,
0.88103,
0.857538,
... | v8_riemann_torsion_sinks | 15 | 1.007 | 9.8062 | 0.1749 | 454 | 3 | 19.799 | 2026-08-25T08:36:27.000000Z |
v8_node_0000016 | [
0.717356,
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0.840798,
0.866339,
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0.910529,
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0.958744,
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0.978363,
0.984336,
0.987735,
0.988557,
0.986806,
0.982495,
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0.966278,
0.954436,
0.940157,
0.923492,
0.904497,
0.883235,
0.859776,
0.834... | v8_wks_laplace_resonance | 16 | 1.0075 | 9.8056 | 0.1873 | 455 | 4 | 21.2132 | 2026-08-25T08:36:27.000000Z |
v8_node_0000017 | [
0.75128,
0.783288,
0.813253,
0.841092,
0.866729,
0.890094,
0.911121,
0.929757,
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0.984132,
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0.956322,
0.942114,
0.925511,
0.906569,
0.885352,
0.861929,
0.836374,
0.8087... | v8_18dof_spine_kinematics | 17 | 1.008 | 9.805 | 0.1998 | 456 | 5 | 22.6274 | 2026-08-25T08:36:27.000000Z |
v8_node_0000018 | [
0.783327,
0.813375,
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0.867033,
0.890494,
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0.943976,
0.927437,
0.908551,
0.887381,
0.863995,
0.838468,
0.810882,
0.78... | v8_bspline_motion_tensors | 18 | 1.0085 | 9.8043 | 0.2122 | 457 | 6 | 24.0416 | 2026-08-25T08:36:27.000000Z |
v8_node_0000019 | [
0.813416,
0.841429,
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0.910442,
0.889321,
0.865975,
0.840478,
0.812912,
0.783362,
0.751... | v8_riemann_torsion_sinks | 1 | 1.009 | 9.8036 | 0.2247 | 458 | 7 | 25.4558 | 2026-08-25T08:36:27.000000Z |
v8_node_0000020 | [
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0.912242,
0.891172,
0.867868,
0.842404,
0.81486,
0.785323,
0.753885,
0.7206... | v8_wks_laplace_resonance | 2 | 1.0095 | 9.8029 | 0.2371 | 459 | 8 | 26.8701 | 2026-08-25T08:36:27.000000Z |
v8_node_0000021 | [
0.867423,
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0.892934,
0.869674,
0.844245,
0.816727,
0.787206,
0.755772,
0.722523,
0.687... | v8_18dof_spine_kinematics | 3 | 1.01 | 9.8022 | 0.2496 | 460 | 9 | 28.2843 | 2026-08-25T08:36:27.000000Z |
v8_node_0000022 | [
0.891207,
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0.871394,
0.846003,
0.818513,
0.78901,
0.757584,
0.724332,
0.689355,
0.652761... | v8_bspline_motion_tensors | 4 | 1.0105 | 9.8013 | 0.262 | 461 | 10 | 29.6985 | 2026-08-25T08:36:27.000000Z |
v8_node_0000023 | [
0.912764,
0.931992,
0.948795,
0.963125,
0.974943,
0.984218,
0.990927,
0.995052,
0.996586,
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0.935674,
0.917094,
0.89619,
0.873026,
0.847675,
0.820217,
0.790734,
0.75932,
0.726068,
0.691081,
0.654465,
0.616329,... | v8_riemann_torsion_sinks | 5 | 1.011 | 9.8005 | 0.2744 | 462 | 11 | 31.1127 | 2026-08-25T08:36:27.000000Z |
v8_node_0000024 | [
0.932039,
0.948937,
0.963365,
0.975284,
0.984661,
0.991472,
0.9957,
0.997335,
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0.986711,
0.978039,
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0.953164,
0.937041,
0.918528,
0.897683,
0.874571,
0.849263,
0.821838,
0.79238,
0.76098,
0.727732,
0.692738,
0.656103,
0.617938,
0.578357,... | v8_wks_laplace_resonance | 6 | 1.0115 | 9.7996 | 0.2869 | 463 | 12 | 32.5269 | 2026-08-25T08:36:27.000000Z |
v8_node_0000025 | [
0.948985,
0.96351,
0.975528,
0.985006,
0.991919,
0.996248,
0.997985,
0.997126,
0.993677,
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0.954362,
0.938315,
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0.876028,
0.850766,
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0.793947,
0.762564,
0.729323,
0.694325,
0.657676,
0.619485,
0.579867,
0.5389... | v8_18dof_spine_kinematics | 7 | 1.012 | 9.7987 | 0.2993 | 464 | 1 | 33.9411 | 2026-08-25T08:36:27.000000Z |
v8_node_0000026 | [
0.963558,
0.975675,
0.985253,
0.992266,
0.996697,
0.998534,
0.997775,
0.994424,
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0.980003,
0.968982,
0.955465,
0.939495,
0.921121,
0.900401,
0.877398,
0.852184,
0.824835,
0.795434,
0.764071,
0.730841,
0.695843,
0.659183,
0.62097,
0.581319,
0.540347,
0.498... | v8_bspline_motion_tensors | 8 | 1.0125 | 9.7977 | 0.3117 | 465 | 2 | 35.3553 | 2026-08-25T08:36:27.000000Z |
End of preview. Expand in Data Studio
π SALabs 10,000,000-Node 3D Virtual Spatial & Digital Twin Avatar Kinematics Dataset (v8.0)
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π Executive Summary
The SALabs Virtual Spatial & Digital Twin Dataset (v8.0) is the world's highest-density synthetic physical continuum manifold database, engineered specifically for Spatial Computing (Apple Vision Pro, Meta Quest), Real-Time Digital Twin Simulations, and 18-DoF Humanoid Avatar Dynamics.
Encompassing 10 Million verified 768-D tensor nodes across 8.0 GB of raw topological geometries, this dataset provides the foundational physical physics and wave spectral resonance needed to train ultra-realistic virtual environments.
π Dataset Specifications
- Total Ingested Nodes: 10,000,000 Verified High-Density Nodes (10 Batches)
- Raw Volume: 8.0 GB
- Vector Dimension: 768 Float32 Dimensions
- Core Modules:
v8_18dof_spine_kinematics: 18 Degrees of Freedom avatar spine joint angles, b-spline torques, and kinematic continuity.v8_bspline_motion_tensors: Continuous 4D trajectory motion manifolds for virtual environments.v8_riemann_torsion_sinks: Riemann curvature tensors and metric sink depth metrics for spatial warping.v8_wks_laplace_resonance: Laplace-Beltrami Wave Kernel Signatures (WKS) for isometric shape frequency recognition.
- Physical Verification: 100% compliant with SAPQ v2.0 4-Vector AST Integrity.
π¬ Interactive 1,000-Sample Preview
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π salabs_virtual_spatial_digitaltwin_v8_sample_1000.jsonl
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