From 602061057cf00ae0ecff311b9b70e5f8def01da6 Mon Sep 17 00:00:00 2001 From: Ksenia Date: Mon, 4 Dec 2023 18:14:48 +0100 Subject: [PATCH] Add global slatm and tests todo: condensed version; mbtypes options --- environment.yml | 2 ++ qstack/qml/__init__.py | 1 + qstack/qml/slatm.py | 8 +++++- qstack/qml/test.py | 39 ------------------------------ requirements.txt | 2 ++ tests/data/slatm/0.xyz | 19 +++++++++++++++ tests/data/slatm/1.xyz | 13 ++++++++++ tests/data/slatm/2.xyz | 17 +++++++++++++ tests/data/slatm/3.xyz | 15 ++++++++++++ tests/data/slatm/4.xyz | 17 +++++++++++++ tests/data/slatm/slatm_global.npy | Bin 0 -> 257648 bytes tests/data/slatm/slatm_local.npy | Bin 0 -> 3656912 bytes tests/test_slatm.py | 25 +++++++++++++++++++ 13 files changed, 118 insertions(+), 40 deletions(-) create mode 100644 qstack/qml/__init__.py delete mode 100644 qstack/qml/test.py create mode 100644 tests/data/slatm/0.xyz create mode 100644 tests/data/slatm/1.xyz create mode 100644 tests/data/slatm/2.xyz create mode 100644 tests/data/slatm/3.xyz create mode 100644 tests/data/slatm/4.xyz create mode 100644 tests/data/slatm/slatm_global.npy create mode 100644 tests/data/slatm/slatm_local.npy create mode 100755 tests/test_slatm.py diff --git a/environment.yml b/environment.yml index 0a7510c..ad2aa2b 100644 --- a/environment.yml +++ b/environment.yml @@ -46,4 +46,6 @@ dependencies: - pytest==6.2.5 - scipy==1.7.3 - toml==0.10.2 + - ase==3.22 + - tqdm==4.66 - git+https://github.com/lab-cosmo/equistore.git@e5b9dc365369ba2584ea01e9d6a4d648008aaab8#subdirectory=python/equistore-core diff --git a/qstack/qml/__init__.py b/qstack/qml/__init__.py new file mode 100644 index 0000000..53e6300 --- /dev/null +++ b/qstack/qml/__init__.py @@ -0,0 +1 @@ +from qstack.qml import slatm diff --git a/qstack/qml/slatm.py b/qstack/qml/slatm.py index f6f246e..74fbaa8 100644 --- a/qstack/qml/slatm.py +++ b/qstack/qml/slatm.py @@ -111,6 +111,7 @@ def get_cos(a, b, c): def get_slatm(q, r, mbtypes, qml_compatible=True, stack_all=True, + global_repr=False, r0=defaults.r0, rcut=defaults.rcut, sigma2=defaults.sigma2, dgrid2=defaults.dgrid2, theta0=defaults.theta0, sigma3=defaults.sigma3, dgrid3=defaults.dgrid3): @@ -157,18 +158,22 @@ def get_slatm(q, r, mbtypes, qml_compatible=True, stack_all=True, if stack_all: slatm = np.vstack(slatm) + if global_repr: + slatm = np.sum(slatm, axis=0) + return slatm def get_slatm_for_dataset(molecules, progress=False, + global_repr=False, qml_mbtypes=True, qml_compatible=True, stack_all=True, r0=defaults.r0, rcut=defaults.rcut, sigma2=defaults.sigma2, dgrid2=defaults.dgrid2, theta0=defaults.theta0, sigma3=defaults.sigma3, dgrid3=defaults.dgrid3): if isinstance(molecules[0], str): - import ase + import ase.io molecules = [ase.io.read(xyz) for xyz in molecules] qs = [mol.numbers for mol in molecules] @@ -181,6 +186,7 @@ def get_slatm_for_dataset(molecules, slatm = [] for mol in molecules: slatm.append(get_slatm(mol.numbers, mol.positions, mbtypes, + global_repr=global_repr, qml_compatible=qml_compatible, stack_all=stack_all, r0=r0, rcut=rcut, sigma2=sigma2, dgrid2=dgrid2, theta0=theta0, sigma3=sigma3, dgrid3=dgrid3)) diff --git a/qstack/qml/test.py b/qstack/qml/test.py deleted file mode 100644 index 8856423..0000000 --- a/qstack/qml/test.py +++ /dev/null @@ -1,39 +0,0 @@ -import numpy as np -import ase.io -from slatm import get_mbtypes, get_slatm, get_slatm_for_dataset -from tqdm import tqdm - -xyzs = ['4118.xyz'] - -import os -import random - -xyzs = [f'qm7/{f}' for f in sorted(os.listdir("qm7/")) if f[0]!='.'] -random.seed(666) -random.shuffle(xyzs) - -xyzs = xyzs - -#mols = [ase.io.read(xyz) for xyz in xyzs] -# -#mbtypes = get_mbtypes([mol.numbers for mol in mols]) -#print(mbtypes[1]) -# -#print() -# -#mbtypes = get_mbtypes([mol.numbers for mol in mols], qml=True) -#print(mbtypes[1]) -# -##exit(0) -# -#for mol in tqdm(mols): -# get_slatm(mol.numbers, mol.positions, mbtypes, dgrid3=0.3, dgrid2=0.3) - - - - - - -v0 = get_slatm_for_dataset(xyzs, progress=True) #, dgrid2=0.3, dgrid3=0.3) -np.save('test', v0) - diff --git a/requirements.txt b/requirements.txt index 5e77066..97d3f03 100644 --- a/requirements.txt +++ b/requirements.txt @@ -14,5 +14,7 @@ numpy===1.22.3 scipy==1.7.3 toml==0.10.2 scikit-learn==0.24.2 +ase==3.22 +tqdm==4.66 equistore-core @ git+https://github.com/lab-cosmo/equistore.git@e5b9dc365369ba2584ea01e9d6a4d648008aaab8#subdirectory=python/equistore-core diff --git a/tests/data/slatm/0.xyz b/tests/data/slatm/0.xyz new file mode 100644 index 0000000..7185cfc --- /dev/null +++ b/tests/data/slatm/0.xyz @@ -0,0 +1,19 @@ +17 +charge = 0 + C 1.334277 0.421896 -0.503330 + O 1.606734 -0.382606 0.614935 + C 2.562285 0.137308 1.501005 + C 3.936133 0.288058 0.884991 + C 2.115760 1.334063 2.366971 + O 2.402190 0.606383 3.567262 + C 2.549701 -0.616684 2.832718 + H 0.474474 -0.017852 -1.008820 + H 2.173000 0.455753 -1.208437 + H 1.079495 1.450047 -0.212828 + H 3.949111 1.048035 0.100338 + H 4.264756 -0.662057 0.456512 + H 4.653061 0.590591 1.650946 + H 1.046433 1.556985 2.270572 + H 2.698776 2.257263 2.297841 + H 1.674223 -1.266707 2.933492 + H 3.457962 -1.159075 3.110051 diff --git a/tests/data/slatm/1.xyz b/tests/data/slatm/1.xyz new file mode 100644 index 0000000..f61c72b --- /dev/null +++ b/tests/data/slatm/1.xyz @@ -0,0 +1,13 @@ +11 +charge = 0 + C 0.737797 0.000562 0.073413 + C 2.064519 -0.031214 -0.079240 + N 2.711390 0.065790 -1.302740 + C 4.063267 0.040246 -1.527779 + O 4.541353 0.130874 -2.627340 + C 2.899768 -0.173867 1.077472 + N 3.550775 -0.288994 2.019337 + H 0.076383 0.107156 -0.777476 + H 0.302610 -0.080503 1.057996 + H 2.136563 0.166701 -2.127042 + H 4.656784 -0.071049 -0.605791 \ No newline at end of file diff --git a/tests/data/slatm/2.xyz b/tests/data/slatm/2.xyz new file mode 100644 index 0000000..c2fcb29 --- /dev/null +++ b/tests/data/slatm/2.xyz @@ -0,0 +1,17 @@ +15 +charge = 0 + O 2.634473 0.575247 -0.666752 + C 2.184265 -0.046602 0.250982 + O 2.882994 -0.627798 1.223051 + C 4.301892 -0.493465 1.148105 + C 4.942708 0.783769 1.698156 + C 6.043112 -0.116490 2.298216 + C 5.067033 -1.307379 2.185849 + H 1.111814 -0.226951 0.418138 + H 4.622887 -0.695969 0.124698 + H 4.314974 1.214015 2.481754 + H 5.218382 1.560136 0.985767 + H 6.415691 0.135583 3.290388 + H 6.892530 -0.222863 1.621469 + H 4.470240 -1.413280 3.094053 + H 5.452897 -2.283473 1.891117 \ No newline at end of file diff --git a/tests/data/slatm/3.xyz b/tests/data/slatm/3.xyz new file mode 100644 index 0000000..0a4fbba --- /dev/null +++ b/tests/data/slatm/3.xyz @@ -0,0 +1,15 @@ +13 +charge = 0 + N 0.922783 0.082122 -0.086886 + C 2.194494 0.111758 -0.036301 + N 2.983989 1.248023 -0.232815 + O 4.204400 1.227224 0.484302 + C 5.010475 0.201859 -0.046570 + C 4.293889 -1.106183 0.007541 + C 2.965284 -1.128936 0.067134 + H 0.524250 1.016312 -0.182736 + H 2.531718 2.113654 0.029945 + H 5.903984 0.190610 0.581907 + H 5.315589 0.440806 -1.077588 + H 4.877672 -2.020729 -0.001784 + H 2.387973 -2.041720 0.135840 \ No newline at end of file diff --git a/tests/data/slatm/4.xyz b/tests/data/slatm/4.xyz new file mode 100644 index 0000000..44126b8 --- /dev/null +++ b/tests/data/slatm/4.xyz @@ -0,0 +1,17 @@ +15 +charge = 0 + C 1.333783 0.656278 0.501107 + O 2.322436 0.083498 -0.324248 + C 2.926464 0.857651 -1.230538 + N 3.825087 0.402262 -2.004531 + C 4.245574 1.517329 -2.841689 + C 3.409274 2.756754 -2.410818 + N 2.597611 2.180625 -1.360752 + H 0.983716 -0.142924 1.151507 + H 0.485446 1.029742 -0.082410 + H 1.741307 1.460546 1.122987 + H 4.085435 1.277443 -3.897289 + H 5.317557 1.698653 -2.717549 + H 2.793491 3.149736 -3.225927 + H 4.034346 3.572761 -2.034656 + H 1.915074 2.679067 -0.825776 \ No newline at end of file diff --git a/tests/data/slatm/slatm_global.npy b/tests/data/slatm/slatm_global.npy new file mode 100644 index 0000000000000000000000000000000000000000..ddccd41a62d898e788a0d2ef5406dd2e238827ce GIT binary patch literal 257648 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@@ +import os +import glob +import numpy as np +from qstack.qml.slatm import get_slatm_for_dataset + + +def test_slatm_global(): + path = os.path.dirname(os.path.realpath(__file__)) + v0 = np.load(f'{path}/data/slatm/slatm_global.npy') + xyzs = [f for f in sorted(glob.glob(f"{path}/data/slatm/*.xyz"))] + v = get_slatm_for_dataset(xyzs, progress=False, global_repr=True) + assert(np.linalg.norm(v-v0)<1e-10) + + +def test_slatm_local(): + path = os.path.dirname(os.path.realpath(__file__)) + v0 = np.load(f'{path}/data/slatm/slatm_local.npy') + xyzs = [f for f in sorted(glob.glob(f"{path}/data/slatm/*.xyz"))] + v = get_slatm_for_dataset(xyzs, progress=False) + assert(np.linalg.norm(v-v0)<1e-10) + + +if __name__ == '__main__': + test_slatm_local() + test_slatm_global()

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