From f28cfbd6ee768f76525a3aa1e0f846077eb5062c Mon Sep 17 00:00:00 2001 From: Qianjun Xu <92628709+GardevoirX@users.noreply.github.com> Date: Sat, 15 Jun 2024 14:06:03 +0200 Subject: [PATCH] Remove ase dependency and update ROY dataset (#232) --- examples/selection/GCH-ROY.py | 10 ++--- pyproject.toml | 1 - src/skmatter/datasets/_base.py | 39 ++++++++---------- .../datasets/data/beran_roy_features.npz | Bin 67848 -> 0 bytes .../datasets/data/beran_roy_properties.npz | Bin 0 -> 68420 bytes .../data/beran_roy_structures.xyz.bz2 | Bin 296105 -> 0 bytes tests/test_datasets.py | 37 ++--------------- 7 files changed, 26 insertions(+), 61 deletions(-) delete mode 100644 src/skmatter/datasets/data/beran_roy_features.npz create mode 100644 src/skmatter/datasets/data/beran_roy_properties.npz delete mode 100644 src/skmatter/datasets/data/beran_roy_structures.xyz.bz2 diff --git a/examples/selection/GCH-ROY.py b/examples/selection/GCH-ROY.py index 7cc5df38d..0767b3a98 100644 --- a/examples/selection/GCH-ROY.py +++ b/examples/selection/GCH-ROY.py @@ -27,11 +27,9 @@ roy_data = load_roy_dataset() -structures = roy_data["structures"] - -density = np.array([s.info["density"] for s in structures]) -energy = np.array([s.info["energy"] for s in structures]) -structype = np.array([s.info["type"] for s in structures]) +density = roy_data["densities"] +energy = roy_data["energies"] +structype = roy_data["structure_types"] iknown = np.where(structype == "known")[0] iothers = np.where(structype != "known")[0] @@ -247,3 +245,5 @@ }, ) """ + +# %% diff --git a/pyproject.toml b/pyproject.toml index 019f9b395..20399c980 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -44,7 +44,6 @@ dynamic = ["version"] [project.optional-dependencies] examples = [ - "ase", "matplotlib", "pandas", "tqdm", diff --git a/src/skmatter/datasets/_base.py b/src/skmatter/datasets/_base.py index ac8287daf..90dd7f38c 100644 --- a/src/skmatter/datasets/_base.py +++ b/src/skmatter/datasets/_base.py @@ -119,32 +119,27 @@ def load_who_dataset(): def load_roy_dataset(): - """Load and returns the ROY dataset, which contains structures, - energies and SOAP-derived descriptors for 264 polymorphs of ROY, from [Beran et Al, - Chemical Science (2022)](https://doi.org/10.1039/D1SC06074K) + """Load and returns the ROY dataset, which contains densities, + energies and SOAP-derived descriptors for 264 structures of polymorphs of ROY, + from [Beran et Al, Chemical Science (2022)](https://doi.org/10.1039/D1SC06074K) + Each structure is labeled as "Known" or "Unknown". Returns ------- roy_dataset : sklearn.utils.Bunch Dictionary-like object, with the following attributes: - structures : `ase.Atoms` -- the roy structures as ASE objects - features: `np.array` -- SOAP-derived descriptors for the structures - energies: `np.array` -- energies of the structures + densities : `np.array` -- the densities of the structures + structure_types : `np.array` -- the type of the structures + features : `np.array` -- SOAP-derived descriptors for the structures + energies : `np.array` -- energies of the structures """ module_path = dirname(__file__) - target_structures = join(module_path, "data", "beran_roy_structures.xyz.bz2") - - try: - from ase.io import read - except ImportError: - raise ImportError("load_roy_dataset requires the ASE package.") - - import bz2 - - structures = read(bz2.open(target_structures, "rt"), ":", format="extxyz") - energies = np.array([f.info["energy"] for f in structures]) - - target_features = join(module_path, "data", "beran_roy_features.npz") - features = np.load(target_features)["feats"] - - return Bunch(structures=structures, features=features, energies=energies) + target_properties = join(module_path, "data", "beran_roy_properties.npz") + properties = np.load(target_properties) + + return Bunch( + densities=properties["densities"], + energies=properties["energies"], + structure_types=properties["structure_types"], + features=properties["feats"], + ) diff --git a/src/skmatter/datasets/data/beran_roy_features.npz b/src/skmatter/datasets/data/beran_roy_features.npz deleted file mode 100644 index ba307e4330dfc43dd9f21e5714f6217e478766af..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 67848 zcmbSy_d6Bt8^4M|C>qKL$ta_gkj8D36-l;8h?2ec-g_K-@4Yv7cFIbLl2WOV%6uCc z-}Cu?|AX&yUFV1MoO500T<6@+eZSVDqHuupILZH8Y$O}YvJ772`$+!xpddL;Vq$D) zXUqT0%6T8j(f_;ozc>Ex#s95XWpyPLt$id8B(7YKjBSl8f`?ik_t&EA!xi1R|^0HpJe4dxpo%R23QO+`o$?jMnUJN+= 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