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End of preview. Expand in Data Studio
general-shapes-1m
1,000,000 samples from the JCMwave general-shapes class (geometry + optical constants, no solves/E-fields).
Includes subclass placement (free-floating / adhered / embedded / symmetric_base convex grating teeth), irregular N-gon geometry (3–20 sides, polygon or spline with per-node smoothness), substrate/domain rectangles, optical-constant class (scalar / tensor / gradient-scalar / gradient-tensor) for shape and substrate, plus k-vector/incidence. Each shape may carry N (0–4) convex horizontal bars.
Preview
Subclass placements:
Random mosaic of 36 shapes:
Gradient optical constant (delta) across a shape:
Subclass and optical-constant-class distributions:
10 samples per class (real shapes from the dataset):
Schema
| column | type / shape |
|---|---|
id |
string |
subclass_id |
string (free_floating / adhered / embedded / symmetric_base) |
shape_kind |
string (polygon / spline) |
n_vertices |
int8 (3–20) |
vertices |
float32 [20, 2] (zero-padded) |
vertex_mask |
bool [20] |
is_spline |
bool |
area |
float32 |
shape_bbox |
float32 [4] |
substrate_present |
bool |
substrate_infinite |
bool |
embedded |
bool (symmetric_base only) |
substrate_rect |
float32 [4] |
domain_rect |
float32 [4] |
shape_oc_class |
string |
shape_delta, shape_beta |
float32 |
shape_td, shape_tb |
float32 [3] |
shape_grad_json |
string (JSON gradient or "") |
sub_oc_class |
string |
sub_delta, sub_beta |
float32 |
sub_td, sub_tb |
float32 [3] |
sub_grad_json |
string |
lambda0_m, incidence, theta_deg, phi_deg, energy_eV |
scalar |
Load
from datasets import load_dataset
ds = load_dataset("als-rixs/general-shapes-1m", split="train")
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