--- license: cc-by-sa-4.0 language: - en configs: - config_name: xxz_300_z.seed03.gt_fim data_files: - split: test path: xxz_300_z/seed_03/gt_fim.parquet - config_name: xxz_300_z.seed04.gt_fim data_files: - split: test path: xxz_300_z/seed_04/gt_fim.parquet - config_name: xxz_300_z.seed05 data_files: - split: train path: xxz_300_z/seed_05/d_train.parquet - split: test path: xxz_300_z/seed_05/d_test.parquet - config_name: xxz_300_z.seed06 data_files: - split: train path: xxz_300_z/seed_06/d_train.parquet - split: test path: xxz_300_z/seed_06/d_test.parquet - config_name: xxz_300_z.seed07 data_files: - split: train path: xxz_300_z/seed_07/d_train.parquet - split: test path: xxz_300_z/seed_07/d_test.parquet - config_name: xxz_300_z.seed08 data_files: - split: train path: xxz_300_z/seed_08/d_train.parquet - split: test path: xxz_300_z/seed_08/d_test.parquet - config_name: xxz_300_z.seed09 data_files: - split: train path: xxz_300_z/seed_09/d_train.parquet - split: test path: xxz_300_z/seed_09/d_test.parquet - config_name: xxz_300_z.seed10 data_files: - split: train path: xxz_300_z/seed_10/d_train.parquet - split: test path: xxz_300_z/seed_10/d_test.parquet - config_name: xxz_300_z.seed11 data_files: - split: train path: xxz_300_z/seed_11/d_train.parquet - split: test path: xxz_300_z/seed_11/d_test.parquet - config_name: xxz_300_z.seed12 data_files: - split: train path: xxz_300_z/seed_12/d_train.parquet - split: test path: xxz_300_z/seed_12/d_test.parquet - config_name: xxz_300_z.seed13 data_files: - split: train path: xxz_300_z/seed_13/d_train.parquet - split: test path: xxz_300_z/seed_13/d_test.parquet - config_name: xxz_300_z.seed14 data_files: - split: train path: xxz_300_z/seed_14/d_train.parquet - split: test path: xxz_300_z/seed_14/d_test.parquet - config_name: xxz_300_z.seed15 data_files: - split: train path: xxz_300_z/seed_15/d_train.parquet - split: test path: xxz_300_z/seed_15/d_test.parquet - config_name: isnnn_400.seed01 data_files: - split: train path: isnnn_400/seed_01/d_train.parquet - split: test path: isnnn_400/seed_01/d_test.parquet description: >- Samples for IsNNN400 statistical manifold generated with seed=1. `sample` column is formatted as bytearray of length 50 bytes (400 bits) and represents a spin configuration of 20x20 lattice with bit 0 corresponding to Z=+1 and bit 1 corresponding to Z=-1. - config_name: isnnn_400.seed01.gt_fim data_files: - split: test path: isnnn_400/seed_01/gt_fim.parquet - config_name: isnnn_400.seed02 data_files: - split: train path: isnnn_400/seed_02/d_train.parquet - split: test path: isnnn_400/seed_02/d_test.parquet - config_name: isnnn_400.seed02.gt_fim data_files: - split: test path: isnnn_400/seed_02/gt_fim.parquet - config_name: isnnn_400.seed03 data_files: - split: train path: isnnn_400/seed_03/d_train.parquet - split: test path: isnnn_400/seed_03/d_test.parquet - config_name: isnnn_400.seed03.gt_fim data_files: - split: test path: isnnn_400/seed_03/gt_fim.parquet - config_name: isnnn_400.seed04 data_files: - split: train path: isnnn_400/seed_04/d_train.parquet - split: test path: isnnn_400/seed_04/d_test.parquet - config_name: isnnn_400.seed04.gt_fim data_files: - split: test path: isnnn_400/seed_04/gt_fim.parquet - config_name: isnnn_400.seed05 data_files: - split: train path: isnnn_400/seed_05/d_train.parquet - split: test path: isnnn_400/seed_05/d_test.parquet - config_name: isnnn_400.seed05.gt_fim data_files: - split: test path: isnnn_400/seed_05/gt_fim.parquet - config_name: isnnn_400.seed06 data_files: - split: train path: isnnn_400/seed_06/d_train.parquet - split: test path: isnnn_400/seed_06/d_test.parquet - config_name: isnnn_400.seed06.gt_fim data_files: - split: test path: isnnn_400/seed_06/gt_fim.parquet - config_name: isnnn_400.seed07 data_files: - split: train path: isnnn_400/seed_07/d_train.parquet - split: test path: isnnn_400/seed_07/d_test.parquet - config_name: isnnn_400.seed07.gt_fim data_files: - split: test path: isnnn_400/seed_07/gt_fim.parquet - config_name: isnnn_400.seed08 data_files: - split: train path: isnnn_400/seed_08/d_train.parquet - split: test path: isnnn_400/seed_08/d_test.parquet - config_name: isnnn_400.seed08.gt_fim data_files: - split: test path: isnnn_400/seed_08/gt_fim.parquet - config_name: isnnn_400.seed09 data_files: - split: train path: isnnn_400/seed_09/d_train.parquet - split: test path: isnnn_400/seed_09/d_test.parquet - config_name: isnnn_400.seed09.gt_fim data_files: - split: test path: isnnn_400/seed_09/gt_fim.parquet - config_name: isnnn_400.seed10 data_files: - split: train path: isnnn_400/seed_10/d_train.parquet - split: test path: isnnn_400/seed_10/d_test.parquet - config_name: isnnn_400.seed10.gt_fim data_files: - split: test path: isnnn_400/seed_10/gt_fim.parquet - config_name: hubbard_12.gt_fim data_files: - split: test path: hubbard_12/gt_fim.parquet - config_name: hubbard_12.seed42 data_files: - split: train path: hubbard_12/seed_42/d_train.parquet - split: test path: hubbard_12/seed_42/d_test.parquet - config_name: hubbard_12.seed43 data_files: - split: train path: hubbard_12/seed_43/d_train.parquet - split: test path: hubbard_12/seed_43/d_test.parquet - config_name: hubbard_12.seed44 data_files: - split: train path: hubbard_12/seed_44/d_train.parquet - split: test path: hubbard_12/seed_44/d_test.parquet - config_name: hubbard_12.seed45 data_files: - split: train path: hubbard_12/seed_45/d_train.parquet - split: test path: hubbard_12/seed_45/d_test.parquet - config_name: hubbard_12.seed46 data_files: - split: train path: hubbard_12/seed_46/d_train.parquet - split: test path: hubbard_12/seed_46/d_test.parquet - config_name: hubbard_12.seed47 data_files: - split: train path: hubbard_12/seed_47/d_train.parquet - split: test path: hubbard_12/seed_47/d_test.parquet - config_name: hubbard_12.seed48 data_files: - split: train path: hubbard_12/seed_48/d_train.parquet - split: test path: hubbard_12/seed_48/d_test.parquet - config_name: hubbard_12.seed49 data_files: - split: train path: hubbard_12/seed_49/d_train.parquet - split: test path: hubbard_12/seed_49/d_test.parquet - config_name: hubbard_12.seed50 data_files: - split: train path: hubbard_12/seed_50/d_train.parquet - split: test path: hubbard_12/seed_50/d_test.parquet - config_name: hubbard_12.seed51 data_files: - split: train path: hubbard_12/seed_51/d_train.parquet - split: test path: hubbard_12/seed_51/d_test.parquet - config_name: fil_24.gt_fim data_files: - split: test path: fil_24/gt_fim.parquet - config_name: fil_24.seed41 data_files: - split: train path: fil_24/seed_41/d_train.parquet - split: test path: fil_24/seed_41/d_test.parquet - config_name: fil_24.seed42 data_files: - split: train path: fil_24/seed_42/d_train.parquet - split: test path: fil_24/seed_42/d_test.parquet - config_name: fil_24.seed43 data_files: - split: train path: fil_24/seed_43/d_train.parquet - split: test path: fil_24/seed_43/d_test.parquet - config_name: fil_24.seed44 data_files: - split: train path: fil_24/seed_44/d_train.parquet - split: test path: fil_24/seed_44/d_test.parquet - config_name: fil_24.seed45 data_files: - split: train path: fil_24/seed_45/d_train.parquet - split: test path: fil_24/seed_45/d_test.parquet - config_name: fil_24.seed46 data_files: - split: train path: fil_24/seed_46/d_train.parquet - split: test path: fil_24/seed_46/d_test.parquet - config_name: fil_24.seed47 data_files: - split: train path: fil_24/seed_47/d_train.parquet - split: test path: fil_24/seed_47/d_test.parquet - config_name: fil_24.seed48 data_files: - split: train path: fil_24/seed_48/d_train.parquet - split: test path: fil_24/seed_48/d_test.parquet - config_name: fil_24.seed49 data_files: - split: train path: fil_24/seed_49/d_train.parquet - split: test path: fil_24/seed_49/d_test.parquet - config_name: fil_24.seed50 data_files: - split: train path: fil_24/seed_50/d_train.parquet - split: test path: fil_24/seed_50/d_test.parquet - config_name: fil_24.seed51 data_files: - split: train path: fil_24/seed_51/d_train.parquet - split: test path: fil_24/seed_51/d_test.parquet - config_name: kitaev_20.gt_fim data_files: - split: test path: kitaev_20/gt_fim.parquet - config_name: kitaev_20.seed00 data_files: - split: train path: kitaev_20/seed_00/d_train.parquet - split: test path: kitaev_20/seed_00/d_test.parquet - config_name: kitaev_20.seed01 data_files: - split: train path: kitaev_20/seed_01/d_train.parquet - split: test path: kitaev_20/seed_01/d_test.parquet - config_name: kitaev_20.seed02 data_files: - split: train path: kitaev_20/seed_02/d_train.parquet - split: test path: kitaev_20/seed_02/d_test.parquet - config_name: kitaev_20.seed03 data_files: - split: train path: kitaev_20/seed_03/d_train.parquet - split: test path: kitaev_20/seed_03/d_test.parquet - config_name: kitaev_20.seed04 data_files: - split: train path: kitaev_20/seed_04/d_train.parquet - split: test path: kitaev_20/seed_04/d_test.parquet - config_name: kitaev_20.seed05 data_files: - split: train path: kitaev_20/seed_05/d_train.parquet - split: test path: kitaev_20/seed_05/d_test.parquet - config_name: kitaev_20.seed06 data_files: - split: train path: kitaev_20/seed_06/d_train.parquet - split: test path: kitaev_20/seed_06/d_test.parquet - config_name: kitaev_20.seed07 data_files: - split: train path: kitaev_20/seed_07/d_train.parquet - split: test path: kitaev_20/seed_07/d_test.parquet - config_name: kitaev_20.seed08 data_files: - split: train path: kitaev_20/seed_08/d_train.parquet - split: test path: kitaev_20/seed_08/d_test.parquet - config_name: kitaev_20.seed09 data_files: - split: train path: kitaev_20/seed_09/d_train.parquet - split: test path: kitaev_20/seed_09/d_test.parquet --- # Dataset Card for FIM-Estimation ## Dataset Description ### Dataset Summary In a FIM-Estimation task, the input consists of the following components: 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. 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. 3. Optionally, additional information about the statistical manifold. This could involve, e.g., the symmetries of the system used to generate the statistical manifold. The task is to estimate Fisher Information Metric (FIM) as a matrix-valued function of parameter $\mathbf{\lambda}$. 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`. ### Additional information We (TODO:plan to) present datasets corresponding to 6 statistical manifolds: `XXZ300_Z`, `FIL24`, etc. The data is stored as follows: `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). `data/xxz300_z/meta.json` (TODO) represents the metadata (including information listed in #2 and #3 above) `data/xxz300_z/fim_ground_truth.json` (TODO) represents the ground truth FIM. 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`.