General utilities (not related to chemistry)
Project description
RXN utilities package
This repository contains general Python utilities commonly used in the RXN universe.
For utilities related to chemistry, see our other repository rxn-chemutils
.
Links:
System Requirements
This package is supported on all operating systems. It has been tested on the following systems:
-
macOS: Big Sur (11.1)
-
Linux: Ubuntu 18.04.4
A Python version of 3.6 or greater is recommended.
Installation guide
The package can be installed from Pypi:
pip install rxn-utils
For local development, the package can be installed with:
pip install -e ".[dev]"
Package highlights
File-related utilities
load_list_from_file
: read a files into a list of strings.iterate_lines_from_file
: same asload_list_from_file
, but produces an iterator instead of a list. This can be much more memory-efficient.dump_list_to_file
andappend_to_file
: Write an iterable of strings to a file (one per line).named_temporary_path
andnamed_temporary_directory
: provide a context with a file or directory that will be deleted when the context closes. Useful for unit tests.>>> with named_temporary_path() as temporary_path: ... # do something on the temporary path. ... # The file or directory at that path will be deleted at the ... # end of the context, except if delete=False.
- ... and others.
CSV-related functionality
- The function
iterate_csv_column
and the related executablerxn-extract-csv-column
provide an easy way to extract one single column from a CSV file. - The
StreamingCsvEditor
allows for doing a series of operations onto a CSV file without loading it fully in the memory. This is for instance used inrxn-reaction-preprocessing
. See a few examples in the unit tests.
Stable shuffling
For reproducible shuffling, or for shuffling two files of identical length so that the same permutation is obtained, one can use the stable_shuffle
function.
The executable rxn-stable-shuffle
is also provided for this purpose.
Both also work with CSV files if the appropriate flag is provided.
chunker
and remove_duplicates
For batching an iterable into lists of a specified size, chunker
comes in handy.
It also does so in a memory-efficient way.
>>> from rxn.utilities.containers import chunker
>>> for chunk in chunker(range(1, 10), chunk_size=4):
... print(chunk)
[1, 2, 3, 4]
[5, 6, 7, 8]
[9]
remove_duplicates
(or iterate_unique_values
, its memory-efficient variant) removes duplicates from a container, possibly based on a callable instead of the values:
>>> from rxn.utilities.containers import remove_duplicates
>>> remove_duplicates([3, 6, 9, 2, 3, 1, 9])
[3, 6, 9, 2, 1]
>>> remove_duplicates(["ab", "cd", "efg", "hijk", "", "lmn"], key=lambda x: len(x))
['ab', 'efg', 'hijk', '']
Regex utilities
regex.py
provides a few functions that make it easier to build regex strings (considering whether segments should be optional, capturing, etc.).
Others
- A custom, more general enum class,
RxnEnum
. remove_prefix
,remove_postfix
.- Initialization of loggers, in a
logging
-compatible way:logging.py
. sandboxed_random_context
andtemporary_random_seed
, to create a context with a specific random state that will not have side effects. Especially useful for testing purposes (unit tests).- ... and others.
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