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--- |
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license: cc-by-sa-4.0 |
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language: |
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- en |
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configs: |
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- config_name: xxz_300_z.seed03.gt_fim |
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data_files: |
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- split: test |
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path: xxz_300_z/seed_03/gt_fim.parquet |
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- config_name: xxz_300_z.seed04.gt_fim |
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data_files: |
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- split: test |
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path: xxz_300_z/seed_04/gt_fim.parquet |
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- config_name: xxz_300_z.seed05 |
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data_files: |
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- split: train |
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path: xxz_300_z/seed_05/d_train.parquet |
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- split: test |
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path: xxz_300_z/seed_05/d_test.parquet |
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- config_name: xxz_300_z.seed06 |
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data_files: |
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- split: train |
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path: xxz_300_z/seed_06/d_train.parquet |
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- split: test |
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path: xxz_300_z/seed_06/d_test.parquet |
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- config_name: xxz_300_z.seed07 |
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data_files: |
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- split: train |
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path: xxz_300_z/seed_07/d_train.parquet |
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- split: test |
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path: xxz_300_z/seed_07/d_test.parquet |
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- config_name: xxz_300_z.seed08 |
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data_files: |
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- split: train |
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path: xxz_300_z/seed_08/d_train.parquet |
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- split: test |
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path: xxz_300_z/seed_08/d_test.parquet |
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- config_name: xxz_300_z.seed09 |
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data_files: |
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- split: train |
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path: xxz_300_z/seed_09/d_train.parquet |
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- split: test |
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path: xxz_300_z/seed_09/d_test.parquet |
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- config_name: xxz_300_z.seed10 |
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data_files: |
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- split: train |
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path: xxz_300_z/seed_10/d_train.parquet |
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- split: test |
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path: xxz_300_z/seed_10/d_test.parquet |
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- config_name: xxz_300_z.seed11 |
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data_files: |
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- split: train |
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path: xxz_300_z/seed_11/d_train.parquet |
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- split: test |
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path: xxz_300_z/seed_11/d_test.parquet |
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- config_name: xxz_300_z.seed12 |
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data_files: |
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- split: train |
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path: xxz_300_z/seed_12/d_train.parquet |
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- split: test |
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path: xxz_300_z/seed_12/d_test.parquet |
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- config_name: xxz_300_z.seed13 |
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data_files: |
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- split: train |
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path: xxz_300_z/seed_13/d_train.parquet |
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- split: test |
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path: xxz_300_z/seed_13/d_test.parquet |
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- config_name: xxz_300_z.seed14 |
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data_files: |
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- split: train |
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path: xxz_300_z/seed_14/d_train.parquet |
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- split: test |
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path: xxz_300_z/seed_14/d_test.parquet |
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- config_name: xxz_300_z.seed15 |
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data_files: |
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- split: train |
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path: xxz_300_z/seed_15/d_train.parquet |
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- split: test |
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path: xxz_300_z/seed_15/d_test.parquet |
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- config_name: isnnn_400.seed01 |
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data_files: |
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- split: train |
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path: isnnn_400/seed_01/d_train.parquet |
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- split: test |
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path: isnnn_400/seed_01/d_test.parquet |
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description: >- |
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Samples for IsNNN400 statistical manifold generated with seed=1. |
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`sample` column is formatted as bytearray of length 50 bytes (400 bits) |
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and represents a spin configuration of 20x20 lattice |
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with bit 0 corresponding to Z=+1 and bit 1 corresponding to Z=-1. |
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- config_name: isnnn_400.seed01.gt_fim |
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data_files: |
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- split: test |
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path: isnnn_400/seed_01/gt_fim.parquet |
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- config_name: isnnn_400.seed02 |
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data_files: |
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- split: train |
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path: isnnn_400/seed_02/d_train.parquet |
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- split: test |
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path: isnnn_400/seed_02/d_test.parquet |
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- config_name: isnnn_400.seed02.gt_fim |
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data_files: |
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- split: test |
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path: isnnn_400/seed_02/gt_fim.parquet |
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- config_name: isnnn_400.seed03 |
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data_files: |
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- split: train |
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path: isnnn_400/seed_03/d_train.parquet |
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- split: test |
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path: isnnn_400/seed_03/d_test.parquet |
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- config_name: isnnn_400.seed03.gt_fim |
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data_files: |
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- split: test |
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path: isnnn_400/seed_03/gt_fim.parquet |
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- config_name: isnnn_400.seed04 |
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data_files: |
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- split: train |
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path: isnnn_400/seed_04/d_train.parquet |
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- split: test |
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path: isnnn_400/seed_04/d_test.parquet |
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- config_name: isnnn_400.seed04.gt_fim |
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data_files: |
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- split: test |
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path: isnnn_400/seed_04/gt_fim.parquet |
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- config_name: isnnn_400.seed05 |
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data_files: |
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- split: train |
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path: isnnn_400/seed_05/d_train.parquet |
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- split: test |
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path: isnnn_400/seed_05/d_test.parquet |
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- config_name: isnnn_400.seed05.gt_fim |
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data_files: |
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- split: test |
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path: isnnn_400/seed_05/gt_fim.parquet |
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- config_name: isnnn_400.seed06 |
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data_files: |
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- split: train |
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path: isnnn_400/seed_06/d_train.parquet |
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- split: test |
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path: isnnn_400/seed_06/d_test.parquet |
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- config_name: isnnn_400.seed06.gt_fim |
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data_files: |
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- split: test |
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path: isnnn_400/seed_06/gt_fim.parquet |
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- config_name: isnnn_400.seed07 |
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data_files: |
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- split: train |
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path: isnnn_400/seed_07/d_train.parquet |
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- split: test |
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path: isnnn_400/seed_07/d_test.parquet |
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- config_name: isnnn_400.seed07.gt_fim |
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data_files: |
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- split: test |
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path: isnnn_400/seed_07/gt_fim.parquet |
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- config_name: isnnn_400.seed08 |
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data_files: |
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- split: train |
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path: isnnn_400/seed_08/d_train.parquet |
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- split: test |
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path: isnnn_400/seed_08/d_test.parquet |
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- config_name: isnnn_400.seed08.gt_fim |
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data_files: |
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- split: test |
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path: isnnn_400/seed_08/gt_fim.parquet |
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- config_name: isnnn_400.seed09 |
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data_files: |
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- split: train |
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path: isnnn_400/seed_09/d_train.parquet |
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- split: test |
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path: isnnn_400/seed_09/d_test.parquet |
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- config_name: isnnn_400.seed09.gt_fim |
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data_files: |
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- split: test |
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path: isnnn_400/seed_09/gt_fim.parquet |
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- config_name: isnnn_400.seed10 |
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data_files: |
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- split: train |
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path: isnnn_400/seed_10/d_train.parquet |
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- split: test |
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path: isnnn_400/seed_10/d_test.parquet |
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- config_name: isnnn_400.seed10.gt_fim |
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data_files: |
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- split: test |
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path: isnnn_400/seed_10/gt_fim.parquet |
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- config_name: hubbard_12.gt_fim |
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data_files: |
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- split: test |
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path: hubbard_12/gt_fim.parquet |
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- config_name: hubbard_12.seed42 |
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data_files: |
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- split: train |
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path: hubbard_12/seed_42/d_train.parquet |
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- split: test |
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path: hubbard_12/seed_42/d_test.parquet |
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- config_name: hubbard_12.seed43 |
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data_files: |
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- split: train |
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path: hubbard_12/seed_43/d_train.parquet |
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- split: test |
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path: hubbard_12/seed_43/d_test.parquet |
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- config_name: hubbard_12.seed44 |
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data_files: |
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- split: train |
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path: hubbard_12/seed_44/d_train.parquet |
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- split: test |
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path: hubbard_12/seed_44/d_test.parquet |
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- config_name: hubbard_12.seed45 |
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data_files: |
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- split: train |
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path: hubbard_12/seed_45/d_train.parquet |
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- split: test |
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path: hubbard_12/seed_45/d_test.parquet |
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- config_name: hubbard_12.seed46 |
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data_files: |
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- split: train |
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path: hubbard_12/seed_46/d_train.parquet |
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- split: test |
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path: hubbard_12/seed_46/d_test.parquet |
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- config_name: hubbard_12.seed47 |
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data_files: |
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- split: train |
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path: hubbard_12/seed_47/d_train.parquet |
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- split: test |
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path: hubbard_12/seed_47/d_test.parquet |
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- config_name: hubbard_12.seed48 |
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data_files: |
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- split: train |
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path: hubbard_12/seed_48/d_train.parquet |
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- split: test |
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path: hubbard_12/seed_48/d_test.parquet |
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- config_name: hubbard_12.seed49 |
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data_files: |
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- split: train |
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path: hubbard_12/seed_49/d_train.parquet |
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- split: test |
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path: hubbard_12/seed_49/d_test.parquet |
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- config_name: hubbard_12.seed50 |
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data_files: |
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- split: train |
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path: hubbard_12/seed_50/d_train.parquet |
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- split: test |
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path: hubbard_12/seed_50/d_test.parquet |
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- config_name: hubbard_12.seed51 |
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data_files: |
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- split: train |
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path: hubbard_12/seed_51/d_train.parquet |
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- split: test |
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path: hubbard_12/seed_51/d_test.parquet |
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- config_name: fil_24.gt_fim |
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data_files: |
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- split: test |
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path: fil_24/gt_fim.parquet |
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- config_name: fil_24.seed41 |
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data_files: |
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- split: train |
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path: fil_24/seed_41/d_train.parquet |
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- split: test |
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path: fil_24/seed_41/d_test.parquet |
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- config_name: fil_24.seed42 |
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data_files: |
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- split: train |
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path: fil_24/seed_42/d_train.parquet |
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- split: test |
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path: fil_24/seed_42/d_test.parquet |
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- config_name: fil_24.seed43 |
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data_files: |
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- split: train |
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path: fil_24/seed_43/d_train.parquet |
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- split: test |
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path: fil_24/seed_43/d_test.parquet |
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- config_name: fil_24.seed44 |
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data_files: |
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- split: train |
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path: fil_24/seed_44/d_train.parquet |
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- split: test |
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path: fil_24/seed_44/d_test.parquet |
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- config_name: fil_24.seed45 |
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data_files: |
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- split: train |
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path: fil_24/seed_45/d_train.parquet |
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- split: test |
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path: fil_24/seed_45/d_test.parquet |
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- config_name: fil_24.seed46 |
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data_files: |
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- split: train |
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path: fil_24/seed_46/d_train.parquet |
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- split: test |
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path: fil_24/seed_46/d_test.parquet |
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- config_name: fil_24.seed47 |
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data_files: |
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- split: train |
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path: fil_24/seed_47/d_train.parquet |
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- split: test |
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path: fil_24/seed_47/d_test.parquet |
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- config_name: fil_24.seed48 |
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data_files: |
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- split: train |
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path: fil_24/seed_48/d_train.parquet |
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- split: test |
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path: fil_24/seed_48/d_test.parquet |
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- config_name: fil_24.seed49 |
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data_files: |
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- split: train |
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path: fil_24/seed_49/d_train.parquet |
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- split: test |
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path: fil_24/seed_49/d_test.parquet |
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- config_name: fil_24.seed50 |
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data_files: |
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- split: train |
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path: fil_24/seed_50/d_train.parquet |
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- split: test |
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path: fil_24/seed_50/d_test.parquet |
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- config_name: fil_24.seed51 |
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data_files: |
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- split: train |
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path: fil_24/seed_51/d_train.parquet |
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- split: test |
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path: fil_24/seed_51/d_test.parquet |
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- config_name: kitaev_20.gt_fim |
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data_files: |
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- split: test |
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path: kitaev_20/gt_fim.parquet |
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- config_name: kitaev_20.seed00 |
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data_files: |
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- split: train |
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path: kitaev_20/seed_00/d_train.parquet |
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- split: test |
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path: kitaev_20/seed_00/d_test.parquet |
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- config_name: kitaev_20.seed01 |
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data_files: |
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- split: train |
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path: kitaev_20/seed_01/d_train.parquet |
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- split: test |
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path: kitaev_20/seed_01/d_test.parquet |
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- config_name: kitaev_20.seed02 |
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data_files: |
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- split: train |
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path: kitaev_20/seed_02/d_train.parquet |
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- split: test |
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path: kitaev_20/seed_02/d_test.parquet |
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- config_name: kitaev_20.seed03 |
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data_files: |
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- split: train |
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path: kitaev_20/seed_03/d_train.parquet |
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- split: test |
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path: kitaev_20/seed_03/d_test.parquet |
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- config_name: kitaev_20.seed04 |
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data_files: |
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- split: train |
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path: kitaev_20/seed_04/d_train.parquet |
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- split: test |
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path: kitaev_20/seed_04/d_test.parquet |
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- config_name: kitaev_20.seed05 |
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data_files: |
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- split: train |
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path: kitaev_20/seed_05/d_train.parquet |
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- split: test |
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path: kitaev_20/seed_05/d_test.parquet |
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- config_name: kitaev_20.seed06 |
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data_files: |
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- split: train |
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path: kitaev_20/seed_06/d_train.parquet |
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- split: test |
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path: kitaev_20/seed_06/d_test.parquet |
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- config_name: kitaev_20.seed07 |
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data_files: |
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- split: train |
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path: kitaev_20/seed_07/d_train.parquet |
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- split: test |
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path: kitaev_20/seed_07/d_test.parquet |
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- config_name: kitaev_20.seed08 |
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data_files: |
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- split: train |
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path: kitaev_20/seed_08/d_train.parquet |
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- split: test |
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path: kitaev_20/seed_08/d_test.parquet |
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- config_name: kitaev_20.seed09 |
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data_files: |
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- split: train |
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path: kitaev_20/seed_09/d_train.parquet |
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- split: test |
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path: kitaev_20/seed_09/d_test.parquet |
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--- |
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# Dataset Card for FIM-Estimation |
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## Dataset Description |
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### Dataset Summary |
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In a FIM-Estimation task, the input consists of the following components: |
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1. A dataset of the form $\mathcal{D}_ {train} = \{(\mathbf{\lambda}_ i, x_ i)\}_ {i=1}^{\left|\mathcal{D}\right|}$, where $\vlambda_ i$ is a point in the parameter space and $x_ i$ is a sample. |
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2. The structure of each sample $x_ i$. For example, if $x_ i\in\{0,1\}^n$ is a bitstring representing a measurement of a quantum system on a lattice with $n$ sites, then the said structure is the lattice and the correspondence between the bitstring bits and the lattice sites. |
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3. Optionally, additional information about the statistical manifold. This could involve, e.g., the symmetries of the system used to generate the statistical manifold. |
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The task is to estimate Fisher Information Metric (FIM) as a matrix-valued function of parameter $\mathbf{\lambda}$. |
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In this dataset we present multiple such tasks (parameterised by task name and random seed). E.g. in order to solve the IsNNN400 task with seed=4 one would download config `isnnn_400.seed04`, split `train`, estimate the FIM, and compare the results with `isnnn_400.seed04.gt_fim`. |
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### Additional information |
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We (TODO:plan to) present datasets corresponding to 6 statistical manifolds: `XXZ300_Z`, `FIL24`, etc. |
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The data is stored as follows: |
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`data/xxz300_z` contains the data for `XXZ300_Z` datasets. Within that directory, there are subdirectories of the form `seed_??` each containing a dataset describing the same statistical manifold, but generated using a different seed (e.g. `seed_05`). We have `seed_05/d_train.parquet`, which is the dataset as described in #1 above. `seed_05/d_test.parquet` is a hold-out dataset which should not be used in estimation of $\mathbf{\lambda}$ (not even for hyperparameter tuning). |
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`data/xxz300_z/meta.json` (TODO) represents the metadata (including information listed in #2 and #3 above) |
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`data/xxz300_z/fim_ground_truth.json` (TODO) represents the ground truth FIM. |
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An algorithm attempting to solve the FIM-Estimation task `XXZ300_Z(seed=05)` shall take `data/xxz300_z/seed_05/d_train.parquet` and `data/xxz300_z/meta.json` as inputs and produce FIM estimates to be compared with `data/xxz300_z/fim_ground_truth.json`. |
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