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Fix CLI to work with rest of updates
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'''Run MACTA_py using CLI arguments''' | ||
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from macta_annotation.annotation.annotate import annotate | ||
from utils.directory_close_mode import DirectoryCloseMode | ||
from utils.temporary_folder import TemporaryFolder | ||
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import os | ||
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from anndata import AnnData | ||
import pandas as pd | ||
import scanpy as sc | ||
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import argparse | ||
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from typing import Union | ||
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def _parse_annotation_args() -> argparse.Namespace: | ||
'''Parse command-line arguments. | ||
Returns: | ||
argparse.Namespace: contains all parsed arguments and their values | ||
''' | ||
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# Set up parser | ||
parser = argparse.ArgumentParser() | ||
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# region REQUIRED UNNAMED ARGUMENTS | ||
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# Path to expression data | ||
parser.add_argument( | ||
'expr_path', | ||
type=str, | ||
help='path to experiment data in an h5ad file', | ||
) | ||
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# endregion | ||
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# region OPTIONAL ARGUMENTS | ||
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# Tools to use | ||
parser.add_argument( | ||
'--annot-tools', | ||
type=str, | ||
default='*', | ||
help='list of tools to be used in analysis, delimited by `,`s, "*" to selec all tools possible in `annot_type`', | ||
) | ||
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# Name of column for labels in ref_data | ||
parser.add_argument( | ||
'-l', '--labels_col', | ||
type=str, | ||
help='name of the labels column in the `obs` of the expression AnnData', | ||
) | ||
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# Path to temporary folder | ||
parser.add_argument( | ||
'--tmp', | ||
type=str, | ||
default='./tmp', | ||
help='path to directory into which temporary files will be placed', | ||
) | ||
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# If selected, does NOT delete temporary folder after program runs | ||
parser.add_argument( | ||
'--keep_tmp', | ||
action='store_true', | ||
help='if selected, program will NOT delete the temporary file directory specified by --tmp', | ||
) | ||
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# endregion | ||
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# region REQUIRED NAMED ARGUMENTS | ||
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required_named = parser.add_argument_group('required named arguments') | ||
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# Experimental data argument | ||
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# Path to reference/signature data | ||
required_named.add_argument( | ||
'-r', '--ref_path', | ||
type=str, | ||
help='path to reference/marker data in an h5ad (ref) or csv (marker) file', | ||
required=True, | ||
) | ||
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# Type of automated annotation to perform | ||
required_named.add_argument( | ||
'-t', '--annot_type', | ||
type=str, | ||
choices=['ref', 'marker'], | ||
default='ref', | ||
help='type of annotation to perform. <REF/marker>', | ||
required=True | ||
) | ||
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# Path to data output | ||
required_named.add_argument( | ||
'-o', '--output-path', | ||
type=str, | ||
help='path to output csv file', | ||
required=True | ||
) | ||
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# Type of result | ||
required_named.add_argument( | ||
'--result_type', | ||
type=str, | ||
default='labels', | ||
choices=['labels'], | ||
help='type of result the output file will contain <LABELS>' | ||
) | ||
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# endregion | ||
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# Run argument parser | ||
return parser.parse_args() | ||
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def _load_ref_data(ref_path) -> Union[AnnData, pd.DataFrame]: | ||
'''Load the reference data, given the reference path. | ||
Arguments: | ||
ref_path (str): path to the reference data file | ||
Returns: | ||
`AnnData` or `DataFrame` containing the proper reference data | ||
''' | ||
file_suffix = os.path.splitext(ref_path)[1] | ||
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if file_suffix.lower() == '.h5ad': | ||
return sc.read(ref_path) | ||
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if file_suffix.lower() == '.csv': | ||
return pd.read_csv(ref_path, index_col=0) | ||
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raise ValueError('Invalid `ref_data` file type') | ||
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def main() -> None: | ||
'''Run the annotation method from CLI.''' | ||
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raw_args = _parse_annotation_args() | ||
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# Load expression and reference data | ||
expr_data = sc.read(raw_args.expr_path) | ||
ref_data = _load_ref_data(raw_args.ref_path) | ||
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unnecessary_kwargs = { | ||
'annot_tools', | ||
'expr_path', | ||
'keep_tmp', | ||
'labels_col', | ||
'output_path', | ||
'ref_path', | ||
'tmp', | ||
} | ||
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annotation_args = { | ||
**{k: v for k, v in vars(raw_args).items() if k not in unnecessary_kwargs}, | ||
'annot_tools': '*' if raw_args.annot_tools == '*' else raw_args.annot_tools.split(','), | ||
'temp_folder': raw_args.tmp, | ||
} | ||
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if raw_args.labels_col: | ||
annotation_args['labels'] = ref_data.obs[raw_args.labels_col] | ||
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with TemporaryFolder( | ||
raw_args.tmp, | ||
DirectoryCloseMode.KEEP_ALL if raw_args.keep_tmp else DirectoryCloseMode.DELETE_DIRECTORY | ||
): | ||
annotation_results = annotate( | ||
expr_data=expr_data, | ||
ref_data=ref_data, | ||
**annotation_args | ||
) | ||
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annotation_results.to_csv(raw_args.output_path) | ||
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if __name__ == '__main__': | ||
main() |
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"""Implementation of an enum for how to deal with a directory once it's no longer in use.""" | ||
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import enum | ||
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class DirectoryCloseMode(enum.Enum): | ||
KEEP_ALL = enum.auto() | ||
DELETE_CONTENTS = enum.auto() | ||
DELETE_DIRECTORY = enum.auto() |
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'''Implementation of a context manager for a temporary folder.''' | ||
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from .directory_close_mode import DirectoryCloseMode | ||
import os | ||
import shutil | ||
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class TemporaryFolder: | ||
'''Context manager for a temporary folder.''' | ||
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def __init__(self, path: str, close_mode: DirectoryCloseMode = DirectoryCloseMode.DELETE_DIRECTORY): | ||
'''Initialize temp folder context manager. | ||
Arguments: | ||
path (str): path to location of temporary folder | ||
to_delete (DirectoryClosemode): determines the action performed to the directory once the context manager is | ||
closed | ||
''' | ||
self._path: str = path | ||
self._close_mode: DirectoryCloseMode = close_mode | ||
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def __enter__(self) -> None: | ||
"""Enters context manager.""" | ||
try: | ||
os.mkdir(self._path) | ||
except FileExistsError: | ||
pass | ||
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def __exit__(self, exc_type, exc_val, traceback) -> None: | ||
"""Exits context manager. | ||
Argument: | ||
exc_type: | ||
exc_val: | ||
traceback: | ||
""" | ||
if self._close_mode in {DirectoryCloseMode.DELETE_CONTENTS, DirectoryCloseMode.DELETE_DIRECTORY}: | ||
shutil.rmtree(self._path) | ||
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if self._close_mode == DirectoryCloseMode.DELETE_CONTENTS: | ||
os.mkdir(self._path) |