| |
|
|
| import cellxgene_census |
| from data_config import VALUE_FILTER, VERSION |
| from typing import List |
| import os |
| import argparse |
|
|
| parser = argparse.ArgumentParser( |
| description='Build soma index list based on query') |
|
|
|
|
| parser.add_argument("--query-name", |
| type=str, |
| required=True, |
| help="query name to build the index", |
| ) |
|
|
| parser.add_argument("--output-dir", |
| type=str, |
| required=True, |
| help="Directory to store the output idx file", |
| ) |
|
|
| args = parser.parse_args() |
| |
|
|
|
|
| def retrieve_soma_idx(query_name) -> List[str]: |
| """ |
| This function is used to retrieve cell soma ids from cellxgene census based on the query name |
| """ |
|
|
| with cellxgene_census.open_soma(census_version=VERSION) as census: |
| cell_metadata = census["census_data"]["homo_sapiens"].obs.read( |
| value_filter = VALUE_FILTER[query_name], |
| column_names = ["soma_joinid"] |
| ) |
| cell_metadata = cell_metadata.concat() |
| cell_metadata = cell_metadata.to_pandas() |
| return cell_metadata["soma_joinid"].to_list() |
|
|
| def convert2file(idx_list: List[str], query_name: str, output_dir: str) -> None: |
| """ |
| This function is used to convert the retrieved idx_list to file by query_name |
| """ |
|
|
| |
| if not os.path.exists(output_dir): |
| os.makedirs(output_dir) |
| file_path = os.path.join(output_dir, f"{query_name}.idx") |
|
|
| |
| with open(file_path, 'w') as fp: |
| for item in idx_list: |
| fp.write("%s\n" % item) |
|
|
| def build_soma_idx(query_name, output_dir) -> None: |
| """ |
| This function is used to build the soma idx for cells under query_name |
| """ |
| idx_list = retrieve_soma_idx(query_name) |
| convert2file(idx_list, query_name, output_dir) |
|
|
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|
| |
| |
|
|
| build_soma_idx(args.query_name, args.output_dir) |
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