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| 1 | +<div itemscope itemtype="http://schema.org/Dataset"> |
| 2 | + <div itemscope itemprop="includedInDataCatalog" itemtype="http://schema.org/DataCatalog"> |
| 3 | + <meta itemprop="name" content="TensorFlow Datasets" /> |
| 4 | + </div> |
| 5 | + <meta itemprop="name" content="qm9" /> |
| 6 | + <meta itemprop="description" content="QM9 consists of computed geometric, energetic, electronic, and thermodynamic properties for 134k stable small organic molecules made up of CHONF. To use this dataset: ```python import tensorflow_datasets as tfds ds = tfds.load('qm9', split='train') for ex in ds.take(4): print(ex) ``` See [the guide](https://www.tensorflow.org/datasets/overview) for more informations on [tensorflow_datasets](https://www.tensorflow.org/datasets). " /> |
| 7 | + <meta itemprop="url" content="https://www.tensorflow.org/datasets/catalog/qm9" /> |
| 8 | + <meta itemprop="sameAs" content="https://doi.org/10.6084/m9.figshare.c.978904.v5" /> |
| 9 | + <meta itemprop="citation" content="@article{ramakrishnan2014quantum, title={Quantum chemistry structures and properties of 134 kilo molecules}, author={Ramakrishnan, Raghunathan and Dral, Pavlo O and Rupp, Matthias and von Lilienfeld, O Anatole}, journal={Scientific Data}, volume={1}, year={2014}, publisher={Nature Publishing Group} }" /> |
| 10 | +</div> |
| 11 | + |
| 12 | +# `qm9` |
| 13 | + |
| 14 | + |
| 15 | +Note: This dataset was added recently and is only available in our |
| 16 | +`tfds-nightly` package |
| 17 | +<span class="material-icons" title="Available only in the tfds-nightly package">nights_stay</span>. |
| 18 | + |
| 19 | +* **Description**: |
| 20 | + |
| 21 | +QM9 consists of computed geometric, energetic, electronic, and thermodynamic |
| 22 | +properties for 134k stable small organic molecules made up of CHONF. |
| 23 | + |
| 24 | +* **Homepage**: |
| 25 | + [https://doi.org/10.6084/m9.figshare.c.978904.v5](https://doi.org/10.6084/m9.figshare.c.978904.v5) |
| 26 | + |
| 27 | +* **Source code**: |
| 28 | + [`tfds.datasets.qm9.Builder`](https://github.com/tensorflow/datasets/tree/master/tensorflow_datasets/datasets/qm9/qm9_dataset_builder.py) |
| 29 | + |
| 30 | +* **Versions**: |
| 31 | + |
| 32 | + * **`1.0.0`** (default): Initial release. |
| 33 | + |
| 34 | +* **Download size**: `Unknown size` |
| 35 | + |
| 36 | +* **Dataset size**: `Unknown size` |
| 37 | + |
| 38 | +* **Auto-cached** |
| 39 | + ([documentation](https://www.tensorflow.org/datasets/performances#auto-caching)): |
| 40 | + Unknown |
| 41 | + |
| 42 | +* **Splits**: |
| 43 | + |
| 44 | +Split | Examples |
| 45 | +:---- | -------: |
| 46 | + |
| 47 | +* **Feature structure**: |
| 48 | + |
| 49 | +```python |
| 50 | +FeaturesDict({ |
| 51 | + 'A': float32, |
| 52 | + 'B': float32, |
| 53 | + 'C': float32, |
| 54 | + 'Cv': float32, |
| 55 | + 'G': float32, |
| 56 | + 'G_atomization': float32, |
| 57 | + 'H': float32, |
| 58 | + 'H_atomization': float32, |
| 59 | + 'InChI': string, |
| 60 | + 'InChI_relaxed': string, |
| 61 | + 'Mulliken_charges': Tensor(shape=(29,), dtype=float32), |
| 62 | + 'SMILES': string, |
| 63 | + 'SMILES_relaxed': string, |
| 64 | + 'U': float32, |
| 65 | + 'U0': float32, |
| 66 | + 'U0_atomization': float32, |
| 67 | + 'U_atomization': float32, |
| 68 | + 'alpha': float32, |
| 69 | + 'charges': Tensor(shape=(29,), dtype=int64), |
| 70 | + 'frequencies': Tensor(shape=(None,), dtype=float32), |
| 71 | + 'gap': float32, |
| 72 | + 'homo': float32, |
| 73 | + 'index': int64, |
| 74 | + 'lumo': float32, |
| 75 | + 'mu': float32, |
| 76 | + 'num_atoms': int64, |
| 77 | + 'positions': Tensor(shape=(29, 3), dtype=float32), |
| 78 | + 'r2': float32, |
| 79 | + 'tag': string, |
| 80 | + 'zpve': float32, |
| 81 | +}) |
| 82 | +``` |
| 83 | + |
| 84 | +* **Feature documentation**: |
| 85 | + |
| 86 | +Feature | Class | Shape | Dtype | Description |
| 87 | +:--------------- | :----------- | :------ | :------ | :---------- |
| 88 | + | FeaturesDict | | | |
| 89 | +A | Tensor | | float32 | |
| 90 | +B | Tensor | | float32 | |
| 91 | +C | Tensor | | float32 | |
| 92 | +Cv | Tensor | | float32 | |
| 93 | +G | Tensor | | float32 | |
| 94 | +G_atomization | Tensor | | float32 | |
| 95 | +H | Tensor | | float32 | |
| 96 | +H_atomization | Tensor | | float32 | |
| 97 | +InChI | Tensor | | string | |
| 98 | +InChI_relaxed | Tensor | | string | |
| 99 | +Mulliken_charges | Tensor | (29,) | float32 | |
| 100 | +SMILES | Tensor | | string | |
| 101 | +SMILES_relaxed | Tensor | | string | |
| 102 | +U | Tensor | | float32 | |
| 103 | +U0 | Tensor | | float32 | |
| 104 | +U0_atomization | Tensor | | float32 | |
| 105 | +U_atomization | Tensor | | float32 | |
| 106 | +alpha | Tensor | | float32 | |
| 107 | +charges | Tensor | (29,) | int64 | |
| 108 | +frequencies | Tensor | (None,) | float32 | |
| 109 | +gap | Tensor | | float32 | |
| 110 | +homo | Tensor | | float32 | |
| 111 | +index | Tensor | | int64 | |
| 112 | +lumo | Tensor | | float32 | |
| 113 | +mu | Tensor | | float32 | |
| 114 | +num_atoms | Tensor | | int64 | |
| 115 | +positions | Tensor | (29, 3) | float32 | |
| 116 | +r2 | Tensor | | float32 | |
| 117 | +tag | Tensor | | string | |
| 118 | +zpve | Tensor | | float32 | |
| 119 | + |
| 120 | +* **Supervised keys** (See |
| 121 | + [`as_supervised` doc](https://www.tensorflow.org/datasets/api_docs/python/tfds/load#args)): |
| 122 | + `None` |
| 123 | + |
| 124 | +* **Figure** |
| 125 | + ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)): |
| 126 | + Not supported. |
| 127 | + |
| 128 | +* **Examples** |
| 129 | + ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)): |
| 130 | + Missing. |
| 131 | + |
| 132 | +* **Citation**: |
| 133 | + |
| 134 | +``` |
| 135 | +@article{ramakrishnan2014quantum, |
| 136 | + title={Quantum chemistry structures and properties of 134 kilo molecules}, |
| 137 | + author={Ramakrishnan, Raghunathan and Dral, Pavlo O and Rupp, Matthias and von Lilienfeld, O Anatole}, |
| 138 | + journal={Scientific Data}, |
| 139 | + volume={1}, |
| 140 | + year={2014}, |
| 141 | + publisher={Nature Publishing Group} |
| 142 | +} |
| 143 | +``` |
| 144 | + |
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