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0 0 0 0 L L L L 0 0 V 0 0 0 0 1 1 0 0 0 0 0 0 0 V 1 1 0 0 0 0 0 V 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 V 0 0 0 0 0 V 1 0 0 0 0 0 0 0 0 V 1 0 V 0 0 0 0 0 0 1 1 V 0 0 0 0 0 0 0 1 1 V 0 0 V 0 0 0 S S S S S S
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V V 0 0 L L L L L L 0 0 0 V 0 1 V 1 1 0 0 0 0 0 0 1 1 1 1 0 V 0 0 0 0 0 1 1 0 0 0 V 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 V 1 0 0 0 0 0 0 0 0 1 1 0 0 V 0 V 0 S S S S S S
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V V 0 0 0 L L L 0 0 0 0 0 0 0 0 1 0 V 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 V 0 0 0 0 V 0 0 V 1 0 0 0 V 0 0 0 0 0 1 0 0 0 0 V 0 0 0 0 V 0 0 0 0 0 0 0 0 1 1 1 V 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 S S S S S S
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0 0 0 0 0 L L L L 0 0 0 0 0 0 0 1 1 V 0 0 V V 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 V 0 1 1 0 0 0 V 0 0 0 0 1 1 0 0 0 0 V V 0 V 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 V V 0 0 S S S S S S
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0 0 0 0 0 L L L L L 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 V 0 0 V 0 V 0 1 0 V 0 0 V 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 V 0 0 0 0 0 V 0 V 0 0 0 0 S S S S S S
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0 0 0 0 0 0 L L L 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 V 1 0 0 0 V 0 0 0 0 V 1 V 0 0 0 0 0 V 0 0 1 0 0 0 0 0 0 0 0 0 V 0 0 0 0 0 0 0 0 1 1 V 0 0 0 0 0 0 0 1 1 1 0 0 V 0 0 0 V 1 1 1 0 0 0 0 0 S S S S S S
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V 0 0 0 0 0 V L L L 0 0 0 0 0 0 0 1 V 0 0 0 0 V V V 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 S S V S S S
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0 0 0 0 0 0 0 L V L 0 0 0 0 0 0 0 0 1 0 V 0 0 0 0 0 0 1 1 1 0 0 0 V 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 V V 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 1 V 0 0 0 0 0 V 0 0 1 0 0 V V 0 S S S S S S
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0 0 0 0 0 0 0 L L L 0 0 0 0 0 0 0 0 V 0 0 0 0 V 0 0 V 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 V 0 V 1 1 1 0 0 0 0 0 1 1 0 1 1 0 0 0 V 1 1 1 1 V 0 V 0 0 1 1 1 0 1 1 0 0 0 1 1 1 1 V V 0 0 0 S S S S S 1 0 0 0 0
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L L L 0 0 0 0 0 0 0 V 1 0 0 0 0 0 0 0 0 V 1 V 0 0 0 0 0 0 0 0 1 0 0 V 0 0 0 0 0 0 1 1 0 0 0 0 0 0 V 0 V 1 1 1 0 0 0 0 0 0 1 V 0 1 1 1 0 0 0 0 0 1 1 0 1 1 0 0 0 0 0 0 1 1 1 1 0 0 0 0 V 0 0 1 S V S 0 0
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L L V L 0 0 0 V 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 V 0 0 0 0 0 1 1 0 0 0 0 0 0 V 0 V 1 1 0 0 0 0 V 0 0 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 V 0 0 0 0 0 1 1 0 1 V 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 S S S 0 0
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L L L L L 0 0 0 0 0 0 V 1 1 0 0 0 0 0 0 0 0 1 0 0 V 0 0 0 0 0 0 1 0 0 0 0 0 0 V 0 0 V 0 0 0 V 0 0 0 0 0 1 1 1 0 0 0 0 0 0 V 1 1 1 1 0 0 0 0 0 0 0 1 0 1 V 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 V S S S 0 0
L L L L L 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 S S S 0 0
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L L L L L L 0 V 0 0 0 1 1 1 1 0 0 0 0 V 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 V 0 1 1 0 0 0 V 0 V 0 0 1 1 0 0 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 V 1 1 0 0 0 0 0 V 1 1 1 1 0 0 0 0 0 0 0 1 S V V 0 0
L L L L L L 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 S S S 0 0
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V L L L L L L V 0 0 0 1 1 0 1 1 0 0 0 0 V V 1 0 1 0 V 0 0 0 0 0 V 1 1 0 0 0 0 0 0 0 V 1 0 0 V 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 V 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 V 0 1 1 1 0 0 0 0 0 0 0 1 S S S 0 0
L L L L L L L 0 0 0 0 1 1 0 1 1 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 S S S 0 0
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V L L L L L L L 0 0 0 1 1 1 1 1 1 0 V 0 0 0 1 1 1 1 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 1 0 0 V 0 V 0 0 0 V 1 0 0 0 V 0 0 0 0 1 V 0 0 0 0 0 0 0 0 1 1 1 0 0 V 0 0 0 V V 1 1 1 0 0 0 0 0 0 0 0 S S S 0 0
L L L L L L L L 0 0 0 1 1 1 1 1 1 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 S S S 0 0
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L L L L V L L L V 0 0 1 1 0 1 V 1 1 0 0 0 0 V 1 1 V 1 0 0 0 0 0 1 1 0 1 1 0 0 0 0 0 0 1 1 1 0 0 V 0 0 V 0 1 1 1 0 0 V 0 0 0 0 0 1 0 0 0 0 0 0 0 V 0 1 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 V S S S 0 0
L L L L L L L L L 0 0 1 1 0 1 0 1 1 0 0 0 0 1 1 1 1 1 0 0 0 0 0 1 1 0 1 1 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 S S S 0 0
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V L L L L L L L L L 0 1 1 1 1 1 V V 1 0 0 0 1 1 1 1 1 1 0 0 0 0 1 1 1 1 1 1 0 0 0 0 0 V 1 1 1 0 V 0 0 0 0 1 1 V 1 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 V 0 0 0 1 1 0 0 0 0 0 0 0 0 0 V S S 0 0
L L L L L L L L L L 0 1 1 1 1 1 0 1 1 0 0 0 1 1 1 1 1 1 0 0 0 0 1 1 1 1 1 1 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 S S S 0 0
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0 L V L 0 0 0 V 0 V 0 0 1 0 0 V 0 0 V 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 V 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 V 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 0 1 1 0 0 V 0 0 0 1 1 1 V V 0 0 0 0 0 0 1 S S S 0 0
0 L L L 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 S S S 0 0
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0 L L L L 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 V 1 V 0 0 0 V 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 V 0 0 0 0 0 0 V 1 1 0 0 0 0 0 0 V 0 1 1 1 1 0 0 0 V 0 0 0 1 1 1 1 0 V 0 0 0 0 1 V 1 1 V 0 0 0 0 0 0 1 S S S 0 0
0 L L L L 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 1 S S S 0 0
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L L L V 0 0 0 0 0 0 0 1 0 V 0 0 0 0 0 0 1 1 1 V 0 0 V 0 0 0 1 1 1 0 0 0 0 0 V 0 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 V 1 1 1 0 V 0 0 0 0 0 V 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 V S S S S S S 0 0 0 0
L L L 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 S S S S S S 0 0 0 0
End of preview. Expand in Data Studio

SPhyR

How to Evaluate

Subjects

Legend:

  • L - Load
  • S - Support
  • V - Void

Easy

Note: Here we use 0 and 1 for material distribution

1_random_cell_easy
5_random_cell_easy
10_random_cell_easy
1_random_row_easy
3_random_row_easy
1_random_column_easy
3_random_column_easy
full_easy

Hard

Note: Here we use floating point numbers 0-1 for material distribution

1_random_cell_hard
5_random_cell_hard
10_random_cell_hard
1_random_row_hard
3_random_row_hard
1_random_column_hard
3_random_column_hard
full_hard

🔁 How to Re-Generate the Dataset

Please refer to the dataset repository on GitHub if you want to re-generate the dataset or interested in how this has been done: https://github.com/philippds/SPhyR

Paper

https://arxiv.org/abs/2505.16048

Downloads last month
168
Size of downloaded dataset files:
14.1 MB
Size of the auto-converted Parquet files:
2.58 MB
Number of rows:
20,736