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  1. pubchemqc-pm6.py +2732 -0
pubchemqc-pm6.py ADDED
@@ -0,0 +1,2732 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
2
+ #
3
+ # Licensed under the Apache License, Version 2.0 (the "License");
4
+ # you may not use this file except in compliance with the License.
5
+ # You may obtain a copy of the License at
6
+ #
7
+ # http://www.apache.org/licenses/LICENSE-2.0
8
+ #
9
+ # Unless required by applicable law or agreed to in writing, software
10
+ # distributed under the License is distributed on an "AS IS" BASIS,
11
+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12
+ # See the License for the specific language governing permissions and
13
+ # limitations under the License.
14
+ """loading script for the pubchemqc-pm6 data"""
15
+
16
+ import ijson
17
+ import datasets
18
+
19
+
20
+ _CITATION = """\
21
+ @article{Nakata:2020:5891,
22
+ author = {Maho Nakata and Tomomi Shimazaki and Masatomo Hashimoto and Toshiyuki Maeda},
23
+ doi = {10.1021/acs.jcim.0c00740},
24
+ issn = {1549960X},
25
+ issue = {12},
26
+ journal = {Journal of Chemical Information and Modeling},
27
+ month = {12},
28
+ pages = {5891-5899},
29
+ pmid = {33104339},
30
+ publisher = {American Chemical Society},
31
+ title = {PubChemQC PM6: Data Sets of 221 Million Molecules with Optimized Molecular Geometries and Electronic Properties},
32
+ volume = {60},
33
+ url = {https://pubs.acs.org/doi/abs/10.1021/acs.jcim.0c00740},
34
+ year = {2020},
35
+ }
36
+ """
37
+
38
+ _DESCRIPTION = """\
39
+ The PubChemQC PM6 dataset consists of optimized molecular geometries \
40
+ and electronic properties calculated by the PM6 method for 94.0% of the 91.6 million \
41
+ molecules cataloged in PubChem Compounds retrieved on August 29, 2016. In addition to \
42
+ neutral states, the cationic, anionic, and spin flipped electronic states of respectively \
43
+ 56.2%, 49.7%, and 41.3% of the molecules have also been studied. As such, the grand total \
44
+ of the PM6 calculations amounted to 221 million.
45
+ """
46
+
47
+ _HOMEPAGE = "https://nakatamaho.riken.jp/pubchemqc.riken.jp/pm6_datasets.html"
48
+
49
+ _LICENSE = "https://creativecommons.org/licenses/by/4.0"
50
+
51
+
52
+ _BASE_DATA_URL_FORMAT_STR = "https://huggingface.co/datasets/molssiai-hub/pubchemqc-pm6/resolve/main/data/{name}/train/{range}.json"
53
+
54
+ _CONFIG_NAMES = [
55
+ "pm6opt",
56
+ "pm6opt_chon300nosalt",
57
+ "pm6opt_chon500nosalt",
58
+ "pm6opt_chnops500nosalt"
59
+ "pm6opt_chnopsfcl300nosalt",
60
+ "pm6opt_chnopsfcl500nosalt",
61
+ "pm6opt_chnopsfclnakmgca500"
62
+ ]
63
+
64
+ _FEATURE_KEYS = [
65
+ 'cid',
66
+ 'state',
67
+ 'pubchem-inchi',
68
+ 'pubchem-charge',
69
+ 'pubchem-version',
70
+ 'name',
71
+ 'coordinates',
72
+ 'atomic-numbers',
73
+ 'atom-count',
74
+ 'heavy-atom-count',
75
+ 'core-electrons',
76
+ 'version',
77
+ 'obabel-inchi',
78
+ 'pm6-obabel-canonical-smiles',
79
+ 'charge',
80
+ 'energy-beta-gap',
81
+ 'energy-beta-homo',
82
+ 'energy-beta-lumo',
83
+ 'energy-alpha-gap',
84
+ 'energy-alpha-homo',
85
+ 'energy-alpha-lumo',
86
+ 'total-energy',
87
+ 'enthalpy',
88
+ 'homos',
89
+ 'orbital-energies',
90
+ 'mo-count',
91
+ 'basis-count',
92
+ 'temperature',
93
+ 'multiplicity',
94
+ 'number-of-atoms',
95
+ 'mulliken-partial-charges',
96
+ 'dipole-moment',
97
+ 'frequencies',
98
+ 'intensities',
99
+ 'pubchem-multiplicity',
100
+ 'pubchem-obabel-canonical-smiles',
101
+ 'pubchem-isomeric-smiles',
102
+ 'pubchem-molecular-weight',
103
+ 'pubchem-molecular-formula'
104
+ ]
105
+
106
+ _FEATURE_TYPES = datasets.Features(
107
+ {
108
+ 'cid': datasets.Value(dtype='int64', id=None),
109
+ 'state': datasets.Value(dtype='string', id=None),
110
+ 'pubchem-inchi': datasets.Value(dtype='string', id=None),
111
+ 'pubchem-charge': datasets.Value(dtype='int64', id=None),
112
+ 'pubchem-version': datasets.Value(dtype='string', id=None),
113
+ 'name': datasets.Value(dtype='string', id=None),
114
+ 'coordinates': datasets.Sequence(feature=datasets.Value(dtype='float64', id=None), length=-1, id=None),
115
+ 'atomic-numbers': datasets.Sequence(feature=datasets.Value(dtype='int64', id=None), length=-1, id=None),
116
+ 'atom-count': datasets.Value(dtype='int64', id=None),
117
+ 'heavy-atom-count': datasets.Value(dtype='int64', id=None),
118
+ 'core-electrons': datasets.Sequence(feature=datasets.Value(dtype='int64', id=None), length=-1, id=None),
119
+ 'version': datasets.Value(dtype='string', id=None),
120
+ 'obabel-inchi': datasets.Value(dtype='string', id=None),
121
+ 'pm6-obabel-canonical-smiles': datasets.Value(dtype='string', id=None),
122
+ 'charge': datasets.Value(dtype='int64', id=None),
123
+ 'energy-beta-gap': datasets.Value(dtype='float64', id=None),
124
+ 'energy-beta-homo': datasets.Value(dtype='float64', id=None),
125
+ 'energy-beta-lumo': datasets.Value(dtype='float64', id=None),
126
+ 'energy-alpha-gap': datasets.Value(dtype='float64', id=None),
127
+ 'energy-alpha-homo': datasets.Value(dtype='float64', id=None),
128
+ 'energy-alpha-lumo': datasets.Value(dtype='float64', id=None),
129
+ 'total-energy': datasets.Value(dtype='float64', id=None),
130
+ 'enthalpy': datasets.Value(dtype='float64', id=None),
131
+ 'homos': datasets.Sequence(feature=datasets.Value(dtype='int64', id=None), length=-1, id=None),
132
+ 'orbital-energies': datasets.Sequence(feature=datasets.Sequence(feature=datasets.Value(dtype='float64', id=None), length=-1, id=None), length=-1, id=None),
133
+ 'mo-count': datasets.Value(dtype='int64', id=None),
134
+ 'basis-count': datasets.Value(dtype='int64', id=None),
135
+ 'temperature': datasets.Value(dtype='float64', id=None),
136
+ 'multiplicity': datasets.Value(dtype='int64', id=None),
137
+ 'number-of-atoms': datasets.Value(dtype='int64', id=None),
138
+ 'mulliken-partial-charges': datasets.Sequence(feature=datasets.Value(dtype='float64', id=None), length=-1, id=None),
139
+ 'dipole-moment': datasets.Value(dtype='float64', id=None),
140
+ 'frequencies': datasets.Sequence(feature=datasets.Value(dtype='float64', id=None), length=-1, id=None),
141
+ 'intensities': datasets.Sequence(feature=datasets.Value(dtype='float64', id=None), length=-1, id=None),
142
+ 'pubchem-multiplicity': datasets.Value(dtype='int64', id=None),
143
+ 'pubchem-obabel-canonical-smiles': datasets.Value(dtype='string', id=None),
144
+ 'pubchem-isomeric-smiles': datasets.Value(dtype='string', id=None),
145
+ 'pubchem-molecular-weight': datasets.Value(dtype='float64', id=None),
146
+ 'pubchem-molecular-formula': datasets.Value(dtype='string', id=None)
147
+ }
148
+ )
149
+
150
+ _ID_RANGES_PM6OPT = [
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+ "066015983-066097499"
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+ "087000776-087089527"
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+ "058677778-058765750"
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+ "110162376-110239526"
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+ "028335040-028468283"
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+ "092243704-092322956"
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+ "065860342-065940848"
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+ "058940206-059028518"
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+ "083580669-083651806"
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+ "002863460-002944485"
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+ "019303895-019404899"
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+ "119450152-119540216"
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+ "066820335-066901840"
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+ "107230203-107308139"
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+ "025163647-025254021"
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+ "054951146-055029921"
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+ "018914660-019029351"
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+ "051326288-051439489"
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+ "040446496-040597112"
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+ "043611506-043687973"
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+ "068165803-068243974"
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+ "009630576-009755333"
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+ "108566095-108637767"
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+ "067562913-067648683"
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+ "005662914-005773947"
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+ "055484028-055699688"
2206
+ "083433007-083639660"
2207
+ "059253001-059603385"
2208
+ "114632641-114897987"
2209
+ "115360793-115593142"
2210
+ "053493954-053761668"
2211
+ "002484325-002773738"
2212
+ "054123534-054486335"
2213
+ "091365432-091694465"
2214
+ "022758644-023238866"
2215
+ "118802050-119104906"
2216
+ "003952118-004277123"
2217
+ "065701365-065934099"
2218
+ "103950328-104177839"
2219
+ "108896615-109110058"
2220
+ "086907797-087219498"
2221
+ "058168668-058509576"
2222
+ "082503269-082722754"
2223
+ "056869666-057143128"
2224
+ "097653116-097878601"
2225
+ "110843475-111162866"
2226
+ "119401671-119880826"
2227
+ "056147369-056373161"
2228
+ "039370476-040150680"
2229
+ "007039558-007350543"
2230
+ "056594263-056869665"
2231
+ "042586935-042862269"
2232
+ "093173322-093392170"
2233
+ "108116718-108420533"
2234
+ "079958865-080193964"
2235
+ "098894348-099122544"
2236
+ "010001281-010355042"
2237
+ "106783442-107028712"
2238
+ "082722755-082984332"
2239
+ "008319798-008567589"
2240
+ "076921651-078812427"
2241
+ "055043209-055269386"
2242
+ ]
2243
+
2244
+ _ID_RANGES_PM6OPT_CHNOPSFCLNAKMGCA500 = [
2245
+ "019817678-020180819"
2246
+ "118055275-118386797"
2247
+ "117703549-118055274"
2248
+ "114594094-114843787"
2249
+ "023142704-023543044"
2250
+ "117403055-117703548"
2251
+ "079045764-079264091"
2252
+ "010590463-010915401"
2253
+ "080205408-080428164"
2254
+ "057543148-057901461"
2255
+ "106997187-107237950"
2256
+ "120168957-120393314"
2257
+ "055103285-055326956"
2258
+ "086604613-086896631"
2259
+ "021980480-022363701"
2260
+ "104627127-104884624"
2261
+ "057211241-057543147"
2262
+ "008271156-008510330"
2263
+ "061681961-061902212"
2264
+ "082730511-082992506"
2265
+ "065047284-065266987"
2266
+ "103590209-103922103"
2267
+ "070024429-070366891"
2268
+ "112907922-113118766"
2269
+ "104150892-104397437"
2270
+ "064146773-064379457"
2271
+ "109937366-110180141"
2272
+ "098630534-098876421"
2273
+ "020537206-020892922"
2274
+ "055326957-055541455"
2275
+ "067773759-068102006"
2276
+ "086896632-087178774"
2277
+ "061902213-062123187"
2278
+ "105826669-106050293"
2279
+ "090704677-091053273"
2280
+ "083440183-083646794"
2281
+ "100097870-100443016"
2282
+ "020180820-020537205"
2283
+ "024807641-025143639"
2284
+ "105125764-105370849"
2285
+ "078822221-079045763"
2286
+ "092249524-092481295"
2287
+ "069701611-070024428"
2288
+ "065266988-065519484"
2289
+ "053877586-054236735"
2290
+ "115321303-115551567"
2291
+ "067443374-067773757"
2292
+ "018796618-019163482"
2293
+ "060540597-060775109"
2294
+ "029397725-030369098"
2295
+ "011256448-011593759"
2296
+ "046493023-046849964"
2297
+ "093826263-094043597"
2298
+ "006912169-007280010"
2299
+ "112463912-112685456"
2300
+ "065519485-065744846"
2301
+ "003003996-003292646"
2302
+ "033082659-035276901"
2303
+ "004542391-004843211"
2304
+ "097863455-098219177"
2305
+ "061002141-061232896"
2306
+ "024566748-024807640"
2307
+ "110180142-110394419"
2308
+ "045354866-045713235"
2309
+ "096787333-096997105"
2310
+ "099859738-100097868"
2311
+ "003292647-003608816"
2312
+ "043456100-043685334"
2313
+ "083220780-083440182"
2314
+ "100443018-100778803"
2315
+ "053270652-053564052"
2316
+ "081126251-081367768"
2317
+ "041084774-041757285"
2318
+ "069377480-069701609"
2319
+ "070671543-070943633"
2320
+ "096582665-096787332"
2321
+ "095322244-095537290"
2322
+ "025948786-026645132"
2323
+ "088344701-088713207"
2324
+ "106751563-106997186"
2325
+ "101933519-102316361"
2326
+ "083868535-084088397"
2327
+ "096997106-097208507"
2328
+ "051913069-052188112"
2329
+ "111462638-111809828"
2330
+ "095959828-096167367"
2331
+ "066217381-066472148"
2332
+ "057901462-058237796"
2333
+ "062558471-062777450"
2334
+ "109601062-109937365"
2335
+ "054594087-054877868"
2336
+ "016464427-016749019"
2337
+ "007797451-008027593"
2338
+ "093376209-093604021"
2339
+ "065744847-065975551"
2340
+ "060042371-060322623"
2341
+ "114843788-115092943"
2342
+ "094679459-094902472"
2343
+ "081367770-081639111"
2344
+ "023543045-023994169"
2345
+ "101560753-101933518"
2346
+ "102641050-102890634"
2347
+ "120614111-120844196"
2348
+ "046849965-047096534"
2349
+ "096167368-096374131"
2350
+ "019499639-019817677"
2351
+ "019163484-019499637"
2352
+ "088713208-089068368"
2353
+ "109083263-109290090"
2354
+ "119485424-119709724"
2355
+ "042775566-043004122"
2356
+ "054877869-055103282"
2357
+ "082299537-082510706"
2358
+ "023994172-024348023"
2359
+ "098876424-099103940"
2360
+ "068102007-068414459"
2361
+ "100778804-101156832"
2362
+ "025517537-025948785"
2363
+ "111809830-112200149"
2364
+ "112685457-112907921"
2365
+ "111111071-111462637"
2366
+ "045713236-045936295"
2367
+ "024348024-024566747"
2368
+ "063705547-063925549"
2369
+ "108866776-109083262"
2370
+ "113349095-113589080"
2371
+ "099333223-099555501"
2372
+ "043685335-043964411"
2373
+ "022363703-022715302"
2374
+ "106050295-106286232"
2375
+ "025143640-025517535"
2376
+ "055541456-055758720"
2377
+ "115092944-115321300"
2378
+ "056207100-056432219"
2379
+ "090106841-090460109"
2380
+ "120393315-120614110"
2381
+ "062777451-063001891"
2382
+ "003896331-004218885"
2383
+ "055984342-056207099"
2384
+ "015550301-016224480"
2385
+ "104397438-104627125"
2386
+ "093155911-093376208"
2387
+ "079498950-079737610"
2388
+ "091692063-091959633"
2389
+ "084088398-084312800"
2390
+ "094043598-094255997"
2391
+ "009541875-009924481"
2392
+ "035276903-037195982"
2393
+ "087562071-087957458"
2394
+ "011927481-012629148"
2395
+ "118386799-118730309"
2396
+ "094255998-094465999"
2397
+ "017032055-017374067"
2398
+ "040603662-041084773"
2399
+ "093604022-093826262"
2400
+ "056432220-056692569"
2401
+ "089068369-089423128"
2402
+ "018433701-018796616"
2403
+ "070943634-071258680"
2404
+ "000858465-001127153"
2405
+ "000000001-000298189"
2406
+ "007562989-007797449"
2407
+ "113835771-114099716"
2408
+ "114099717-114351120"
2409
+ "009924482-010263339"
2410
+ "021197931-021573920"
2411
+ "108087016-108379630"
2412
+ "039969566-040603658"
2413
+ "082087414-082299536"
2414
+ "008510331-008765938"
2415
+ "076945829-078822220"
2416
+ "058584084-058956679"
2417
+ "094902473-095114347"
2418
+ "030369115-031432227"
2419
+ "049711825-050779850"
2420
+ "095537291-095750869"
2421
+ "104884625-105125763"
2422
+ "052466944-052729525"
2423
+ "084312801-084525089"
2424
+ "051064901-051274609"
2425
+ "014622187-015550300"
2426
+ "042429279-042775565"
2427
+ "119932596-120168955"
2428
+ "073919013-075447598"
2429
+ "016224481-016464425"
2430
+ "107474532-107768729"
2431
+ "119264143-119485423"
2432
+ "071857206-072074043"
2433
+ "118730310-119026878"
2434
+ "063001892-063222622"
2435
+ "066472149-066786139"
2436
+ "113118767-113349094"
2437
+ "056919851-057211240"
2438
+ "012629153-013490466"
2439
+ "063222623-063463293"
2440
+ "043004123-043228657"
2441
+ "092481296-092700226"
2442
+ "062342013-062558470"
2443
+ "045936298-046222507"
2444
+ "046222508-046493015"
2445
+ "064818264-065047283"
2446
+ "028766925-029397691"
2447
+ "084757188-086604608"
2448
+ "089423129-089761378"
2449
+ "081872596-082087413"
2450
+ "092700227-092924466"
2451
+ "053036841-053270651"
2452
+ "116255202-116495191"
2453
+ "051274610-051599174"
2454
+ "087178776-087562070"
2455
+ "017597264-018130067"
2456
+ "002135339-002459085"
2457
+ "072074044-072837712"
2458
+ "004218886-004542390"
2459
+ "079264093-079498949"
2460
+ "000298192-000618347"
2461
+ "056692570-056919850"
2462
+ "099103941-099333222"
2463
+ "002459086-002750683"
2464
+ "051599175-051913068"
2465
+ "028318764-028766923"
2466
+ "044292533-044909316"
2467
+ "084525090-084757187"
2468
+ "066786142-067119443"
2469
+ "095114348-095322243"
2470
+ "120844197-121080503"
2471
+ "060322624-060540596"
2472
+ "027514494-028318763"
2473
+ "059675985-060042370"
2474
+ "026645133-027514492"
2475
+ "110604556-110810365"
2476
+ "067119444-067443371"
2477
+ "069056287-069377478"
2478
+ "021573921-021980476"
2479
+ "109290091-109601060"
2480
+ "050779851-051064899"
2481
+ "108607951-108866775"
2482
+ "052729526-053036840"
2483
+ "052188113-052466942"
2484
+ "013490470-014622182"
2485
+ "043228658-043456099"
2486
+ "005463110-005956813"
2487
+ "063463294-063705546"
2488
+ "006446616-006912168"
2489
+ "041757291-042429278"
2490
+ "112200151-112463911"
2491
+ "097208508-097421575"
2492
+ "000618348-000858464"
2493
+ "009023155-009281517"
2494
+ "068414460-068736100"
2495
+ "114351121-114594093"
2496
+ "063925551-064146771"
2497
+ "089761379-090106839"
2498
+ "119709725-119932593"
2499
+ "082992507-083220779"
2500
+ "064379458-064599710"
2501
+ "092924467-093155910"
2502
+ "107768730-108087015"
2503
+ "071258681-071577885"
2504
+ "091383793-091692062"
2505
+ "010263340-010590462"
2506
+ "103922104-104150891"
2507
+ "009281519-009541874"
2508
+ "053564053-053877584"
2509
+ "043964417-044292530"
2510
+ "055758721-055984341"
2511
+ "022715303-023142703"
2512
+ "005956815-006446615"
2513
+ "121080504-121338418"
2514
+ "102890635-103119776"
2515
+ "065975552-066217380"
2516
+ "110394420-110604555"
2517
+ "010915402-011256444"
2518
+ "011593760-011927480"
2519
+ "080683248-080903159"
2520
+ "008765939-009023151"
2521
+ "101156840-101560752"
2522
+ "060775110-061002140"
2523
+ "068736101-069056286"
2524
+ "062123188-062342012"
2525
+ "115551568-115783099"
2526
+ "072837713-073919012"
2527
+ "064599711-064818263"
2528
+ "102316362-102641049"
2529
+ "096374132-096582664"
2530
+ "044909320-045354865"
2531
+ "090460110-090704675"
2532
+ "081639112-081872594"
2533
+ "054236738-054594086"
2534
+ "058956680-059325141"
2535
+ "098219180-098630533"
2536
+ "001406672-001737952"
2537
+ "070366892-070671542"
2538
+ "117187178-117403054"
2539
+ "017374068-017597263"
2540
+ "103348550-103590208"
2541
+ "001127154-001406671"
2542
+ "094466000-094679458"
2543
+ "116721684-116956007"
2544
+ "079737611-079969460"
2545
+ "082510707-082730510"
2546
+ "091959634-092249523"
2547
+ "091053274-091383787"
2548
+ "105370850-105605696"
2549
+ "031432263-033082648"
2550
+ "097421583-097637261"
2551
+ "080903160-081126250"
2552
+ "061232897-061458747"
2553
+ "119026879-119264142"
2554
+ "110810366-111111070"
2555
+ "039134454-039969565"
2556
+ "097637262-097863454"
2557
+ "058237797-058584083"
2558
+ "020892923-021197930"
2559
+ "016749020-017032054"
2560
+ "003608817-003896329"
2561
+ "061458748-061681960"
2562
+ "116495192-116721683"
2563
+ "079969461-080205407"
2564
+ "037195989-039134452"
2565
+ "047096535-049711824"
2566
+ "071577886-071857205"
2567
+ "116956008-117187177"
2568
+ "115783100-116026043"
2569
+ "116026044-116255201"
2570
+ "108379631-108607950"
2571
+ "107237951-107474531"
2572
+ "103119777-103348549"
2573
+ "106521269-106751562"
2574
+ "075447600-076945828"
2575
+ "007280011-007562988"
2576
+ "004843212-005134964"
2577
+ "083646795-083868534"
2578
+ "005134965-005463109"
2579
+ "113589081-113835770"
2580
+ "095750870-095959827"
2581
+ "087957459-088344699"
2582
+ "018130068-018433700"
2583
+ "105605697-105826668"
2584
+ "008027595-008271155"
2585
+ "001737953-002135337"
2586
+ "106286233-106521268"
2587
+ "059325143-059675984"
2588
+ "080428165-080683247"
2589
+ "002750684-003003995"
2590
+ "121338419-121494125"
2591
+ "099555502-099859737"
2592
+ ]
2593
+
2594
+
2595
+ class PubChemQCPM6Config(datasets.BuilderConfig):
2596
+ """
2597
+ Configuration class for the PubChemQC PM6 dataset.
2598
+ Args:
2599
+ features (dict): A dictionary specifying the features of the dataset.
2600
+ data_url (str): The URL to download the dataset.
2601
+ url (str): The URL to the dataset homepage.
2602
+ citation (str): The citation for the dataset.
2603
+ **kwargs: Additional keyword arguments.
2604
+ Attributes:
2605
+ version (datasets.Version): The version of the dataset.
2606
+ """
2607
+
2608
+ def __init__(self, features, url, citation, id_range, **kwargs):
2609
+ super(PubChemQCPM6Config, self).__init__(
2610
+ version=datasets.Version("2.0.0"), **kwargs
2611
+ )
2612
+ self.features = features
2613
+ self.url = url
2614
+ self.citation = citation
2615
+ self.id_range = id_range
2616
+
2617
+
2618
+ class PubChemQCPM6(datasets.GeneratorBasedBuilder):
2619
+
2620
+ BUILDER_CONFIG_CLASS = PubChemQCPM6Config
2621
+
2622
+ DEFAULT_CONFIG_NAME = "pm6opt"
2623
+
2624
+ VERSION = datasets.Version("2.0.0")
2625
+
2626
+ url = "https://huggingface.co/datasets/molssiai-hub/pubchemqc-pm6"
2627
+
2628
+ BUILDER_CONFIGS = [
2629
+ PubChemQCPM6Config(
2630
+ name="pm6opt",
2631
+ description=_DESCRIPTION,
2632
+ features=_FEATURE_KEYS,
2633
+ url=url,
2634
+ citation=_CITATION,
2635
+ id_range=_ID_RANGES_PM6OPT,
2636
+ ),
2637
+ PubChemQCPM6Config(
2638
+ name="pm6opt_chon300nosalt",
2639
+ description=_DESCRIPTION,
2640
+ features=_FEATURE_KEYS,
2641
+ url=url,
2642
+ citation=_CITATION,
2643
+ id_range=_ID_RANGES_PM6OPT_CHON300NOSALT,
2644
+ ),
2645
+ PubChemQCPM6Config(
2646
+ name="pm6opt_chon500nosalt",
2647
+ description=_DESCRIPTION,
2648
+ features=_FEATURE_KEYS,
2649
+ url=url,
2650
+ citation=_CITATION,
2651
+ id_range=_ID_RANGES_PM6OPT_CHON500NOSALT,
2652
+ ),
2653
+ PubChemQCPM6Config(
2654
+ name="pm6opt_chnops500nosalt",
2655
+ description=_DESCRIPTION,
2656
+ features=_FEATURE_KEYS,
2657
+ url=url,
2658
+ citation=_CITATION,
2659
+ id_range=_ID_RANGES_PM6OPT_CHNOPS500NOSALT,
2660
+ ),
2661
+ PubChemQCPM6Config(
2662
+ name="pm6opt_chnopsfcl300nosalt",
2663
+ description=_DESCRIPTION,
2664
+ features=_FEATURE_KEYS,
2665
+ url=url,
2666
+ citation=_CITATION,
2667
+ id_range=_ID_RANGES_PM6OPT_CHNOPSFCL300NOSALT,
2668
+ ),
2669
+ PubChemQCPM6Config(
2670
+ name="pm6opt_chnopsfcl500nosalt",
2671
+ description=_DESCRIPTION,
2672
+ features=_FEATURE_KEYS,
2673
+ url=url,
2674
+ citation=_CITATION,
2675
+ id_range=_ID_RANGES_PM6OPT_CHNOPSFCL500NOSALT,
2676
+ ),
2677
+ PubChemQCPM6Config(
2678
+ name="pm6opt_chnopsfclnakmgca500",
2679
+ description=_DESCRIPTION,
2680
+ features=_FEATURE_KEYS,
2681
+ url=url,
2682
+ citation=_CITATION,
2683
+ id_range=_ID_RANGES_PM6OPT_CHNOPSFCLNAKMGCA500,
2684
+ )
2685
+ ]
2686
+
2687
+ def _info(self):
2688
+ if self.config.name in _CONFIG_NAMES:
2689
+ features = _FEATURE_TYPES
2690
+ else:
2691
+ raise NotImplementedError("Unknown configuration in _info")
2692
+
2693
+ return datasets.DatasetInfo(
2694
+ description=_DESCRIPTION,
2695
+ features=features,
2696
+ homepage=_HOMEPAGE,
2697
+ supervised_keys=None,
2698
+ license=_LICENSE,
2699
+ citation=_CITATION,
2700
+ )
2701
+
2702
+ def _split_generators(self, dl_manager):
2703
+ if self.config.name in _CONFIG_NAMES:
2704
+ file_list = []
2705
+ for range in self.config.id_range:
2706
+ file_list.append(_BASE_DATA_URL_FORMAT_STR.format(
2707
+ name=self.config.name, range=range))
2708
+ else:
2709
+ raise NotImplementedError(
2710
+ "Unknown configuration in _split_generators")
2711
+
2712
+ return [
2713
+ datasets.SplitGenerator(
2714
+ name=datasets.Split.TRAIN,
2715
+ gen_kwargs={
2716
+ "filepaths": dl_manager.download(sorted(file_list)),
2717
+ },
2718
+ )
2719
+ ]
2720
+
2721
+ def _generate_examples(self, filepaths):
2722
+ if self.config.name in _CONFIG_NAMES:
2723
+ idx = 0
2724
+ for filepath in filepaths:
2725
+ with open(filepath, "rb") as f:
2726
+ items = ijson.items(f, "item", use_float=True)
2727
+ for data in items:
2728
+ yield idx, data
2729
+ idx += 1
2730
+ else:
2731
+ raise NotImplementedError(
2732
+ "Unknown configuration in _generate_examples")