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@@ -60,6 +60,40 @@ A large-scale benchmark of 2D finite-element electromagnetic simulations for tra
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  > ⚠️ **Note:** The `Electromagnet_2D` subset is **not publicly released** as it is closely related to a real business use case. It is listed here for completeness but is excluded from the public download. The public release contains 13 subsets (143,000 samples total).
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  ## Data Format
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  Each sample is stored as an HDF5 file `Data_{i}.h5`. Inside the file, a top-level group is named after the subset (e.g., `Transformer_2D_UU`). The group contains the following structure:
 
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  > ⚠️ **Note:** The `Electromagnet_2D` subset is **not publicly released** as it is closely related to a real business use case. It is listed here for completeness but is excluded from the public download. The public release contains 13 subsets (143,000 samples total).
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+ ### Sample Visualizations
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+
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+ <table>
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+ <tr>
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+ <td align="center"><strong>Transformer_2D_UU</strong><br><img src="assets/Transformer_2D_UU.png"></td>
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+ <td align="center"><strong>Transformer_2D_PQ</strong><br><img src="assets/Transformer_2D_PQ.png"></td>
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+ </tr>
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+ <tr>
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+ <td align="center"><strong>Transformer_2D_L</strong><br><img src="assets/Transformer_2D_L.png"></td>
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+ <td align="center"><strong>Inductor_2D_I_gap</strong><br><img src="assets/Inductor_2D_I_gap.png"></td>
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+ </tr>
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+ <tr>
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+ <td align="center"><strong>Inductor_2D_EI_multi_gap</strong><br><img src="assets/Inductor_2D_EI_multi_gap.png"></td>
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+ <td align="center"><strong>Inductor_2D_EI_multi</strong><br><img src="assets/Inductor_2D_EI_multi.png"></td>
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+ </tr>
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+ <tr>
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+ <td align="center"><strong>Inductor_2D_EE_multi</strong><br><img src="assets/Inductor_2D_EE_multi.png"></td>
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+ <td align="center"><strong>Inductor_2D_UU</strong><br><img src="assets/Inductor_2D_UU.png"></td>
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+ </tr>
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+ <tr>
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+ <td align="center"><strong>Inductor_2D_Circular_Small_Gap</strong><br><img src="assets/Inductor_2D_Circular_Small_Gap.png"></td>
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+ <td align="center"><strong>Inductor_2D_Circular_Large</strong><br><img src="assets/Inductor_2D_Circular_Large.png"></td>
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+ </tr>
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+ <tr>
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+ <td align="center"><strong>Inductor_2D_Circular_Large_Gap</strong><br><img src="assets/Inductor_2D_Circular_Large_Gap.png"></td>
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+ <td align="center"><strong>Electromagnet_2D</strong><br><img src="assets/Electromagnet_2D.png"></td>
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+ </tr>
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+ <tr>
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+ <td align="center"><strong>ElectromagnetC_wire_2D</strong><br><img src="assets/Electromagnet_C_wire_2D.png"></td>
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+ <td align="center"><strong>ElectromagnetC_chunk_2D</strong><br><img src="assets/ElectromagnetC_chunk_2D.png"></td>
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+ </tr>
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+ </table>
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  ## Data Format
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  Each sample is stored as an HDF5 file `Data_{i}.h5`. Inside the file, a top-level group is named after the subset (e.g., `Transformer_2D_UU`). The group contains the following structure: