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# PaDELPy | ||
A Python wrapper for PaDEL-Descriptor software | ||
[![UML Energy & Combustion Research Laboratory](http://faculty.uml.edu/Hunter_Mack/uploads/9/7/1/3/97138798/1481826668_2.png)](http://faculty.uml.edu/Hunter_Mack/) | ||
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# PaDELPy: A Python wrapper for PaDEL-Descriptor software | ||
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[![GitHub version](https://badge.fury.io/gh/ecrl%2Fpadelpy.svg)](https://badge.fury.io/gh/ecrl%2Fpadelpy) | ||
[![PyPI version](https://badge.fury.io/py/padelpy.svg)](https://badge.fury.io/py/padelpy) | ||
[![GitHub license](https://img.shields.io/badge/license-MIT-blue.svg)](https://raw.githubusercontent.com/ecrl/padelpy/master/LICENSE.txt) | ||
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PaDELPy provides a Python wrapper for the [PaDEL-Descriptor](http://www.yapcwsoft.com/dd/padeldescriptor/) molecular descriptor calculation software. It was created to allow direct access to the PaDEL-Descriptor command-line interface via Python. | ||
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## Installation | ||
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Installation via pip: | ||
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``` | ||
$ pip install padelpy | ||
``` | ||
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Installation via cloned repository: | ||
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``` | ||
$ git clone https://github.com/ecrl/padelpy | ||
$ cd padelpy | ||
$ python setup.py install | ||
``` | ||
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PaDEL-Descriptor is bundled into PaDELPy, therefore an external installation/download of PaDEL-Descriptor is not necessary. There are currently no additional Python dependencies for PaDELPy, however it requires an installation of the [Java JRE](https://www.oracle.com/technetwork/java/javase/downloads/jre8-downloads-2133155.html) version 6+. | ||
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## Basic Usage | ||
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In addition to providing a complete interface between Python and PaDEL-Descriptor's command line tool, PaDELPy offers two functions to acquire descriptors/fingerprints within Python - obtaining descriptors/fingerprints from a SMILES string, and obtaining descriptors/fingerprints from an MDL MolFile. | ||
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### SMILES to Descriptors/Fingerprints | ||
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The "from_smiles" function accepts a SMILES string as an argument, and returns a Python dictionary with descriptor/fingerprint names/values as keys/values respectively. | ||
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```python | ||
from padelpy import from_smiles | ||
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# calculate molecular descriptors for propane | ||
descriptors = from_smiles('CCC') | ||
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# in addition to descriptors, calculate PubChem fingerprints | ||
desc_fp = from_smiles('CCC', fingerprints=True) | ||
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# only calculate fingerprints | ||
fingerprints = from_smiles('CCC', fingerprints=True, descriptors=False) | ||
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# save descriptors to a CSV file | ||
_ = from_smiles('CCC', output_csv='descriptors.csv') | ||
``` | ||
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### MDL MolFile to Descriptors/Fingerprints | ||
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The "from_mdl" function accepts a filepath (to an MDL MolFile) as an argument, and returns a list. Each list element is a dictionary with descriptors/fingerprints corresponding to each supplied molecule (indexed as they appear in the MolFile). | ||
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```python | ||
from padelpy import from_mdl | ||
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# calculate molecular descriptors for molecules in `mols.mdl` | ||
descriptors = from_mdl('mols.mdl') | ||
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# in addition to descriptors, calculate PubChem fingerprints | ||
desc_fp = from_mdl('mols.mdl', fingerprints=True) | ||
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# only calculate fingerprints | ||
fingerprints = from_mdl('mols.mdl', fingerprints=True, descriptors=False) | ||
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# save descriptors to a CSV file | ||
_ = from_mdl('mols.mdl', output_csv='descriptors.csv') | ||
``` | ||
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### Command Line Wrapper | ||
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Alternatively, you can have more control over PaDEL-Descriptor with the command-line wrapper function. Any combination of arguments supported by PaDEL-Descriptor can be accepted by the "padeldescriptor" function. | ||
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```python | ||
from padelpy import padeldescriptor | ||
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# to supply a configuration file | ||
padeldescriptor(config='\\path\\to\\config') | ||
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# to supply an input and output file | ||
padeldescriptor(mol_dir='molecules.mdl', d_file='descriptors.csv') | ||
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# a SMILES file can be supplied | ||
padeldescriptor(mol_dir='molecules.smi', d_file='descriptors.csv') | ||
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# a path to a directory containing structural files can be supplied | ||
padeldescriptor(mol_dir='\\path\\to\\mols\\', d_file='descriptors.csv') | ||
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# to calculate 2-D and 3-D descriptors | ||
padeldescriptor(d_2d=True, d_3d=True) | ||
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# to calculate PubChem fingerprints | ||
padeldescriptor(fingerprints=True) | ||
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# to convert molecule into a 3-D structure | ||
padeldescriptor(convert3d=True) | ||
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# to supply a descriptortypes file | ||
padeldescriptor(descriptortype='\\path\\to\\descriptortypes') | ||
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# to detect aromaticity | ||
padeldescriptor(detectaromaticity=True) | ||
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# to calculate fingerprints | ||
padeldescriptor(fingerprints=True) | ||
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# to save process status to a log file | ||
padeldescriptor(log=True) | ||
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# to remove salts from the molecule(s) | ||
padeldescriptor(removesalt=True) | ||
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# to retain 3-D coordinates when standardizing | ||
padeldescriptor(retain3d=True) | ||
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# to retain order (output same order as input) | ||
padeldescriptor(retainorder=True) | ||
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# to standardize nitro groups to N(:O):O | ||
padeldescriptor(standardizenitro=True) | ||
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# to standardize tautomers | ||
padeldescriptor(standardizetautomers=True) | ||
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# to specify a SMIRKS tautomers file | ||
padeldescriptor(tautomerlist='\\path\\to\\tautomers\\') | ||
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# to use filenames as molecule names | ||
padeldescriptor(usefilenamesasmolname=True) | ||
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# to set the maximum number of compounds in a resulting descriptors file | ||
padeldescriptor(maxcpdperfile=32) | ||
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# to set the maximum runtime (in mS) per molecule | ||
padeldescriptor(maxruntime=10000) | ||
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# to set the maximum number of waiting jobs in the queue | ||
padeldescriptor(waitingjobs=10) | ||
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# to set the maximum number of threads used | ||
padeldescriptor(threads=2) | ||
``` | ||
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## Contributing, Reporting Issues and Other Support | ||
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To contribute to PaDELPy, make a pull request. Contributions should include tests for new features added, as well as extensive documentation. | ||
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To report problems with the software or feature requests, file an issue. When reporting problems, include information such as error messages, your OS/environment and Python version. | ||
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For additional support/questions, contact Travis Kessler ([email protected]). |