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weld_pipeline.py
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weld_pipeline.py
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import pathlib
import subprocess
recipe_default = "recipe"
experiment_config_default = pathlib.Path("config/experiment.yaml")
options_config_default = pathlib.Path("config/options.yaml")
def weld_pipeline(
plate_id,
recipe_folder=recipe_default,
experiment_config_file=experiment_config_default,
options_config_file=options_config_default,
force=False,
):
"""
Send a series of subprocess jobs to execute the full weld
"""
payload = [
"--plate_id",
str(plate_id),
"--experiment_config_file",
experiment_config_file,
"--options_config_file",
options_config_default,
]
if force:
payload += ["--force"]
# Module 0 - Preprocess Sites
preprocess_dir = str(pathlib.Path(f"{recipe_folder}/0.preprocess-sites"))
preprocess_scripts = [
"0.prefilter-features.py",
"1.process-spots.py",
"2.process-cells.py",
"3.visualize-cell-summary.py",
"4.image-and-segmentation-qc.py",
]
for script in preprocess_scripts:
full_script = str(pathlib.Path(f"{preprocess_dir}/{script}"))
p = subprocess.Popen(["python", full_script] + payload, shell=False)
p.communicate()
# Module 1 - Generate Profiles
profile_dir = str(pathlib.Path(f"{recipe_folder}/1.generate-profiles"))
profile_scripts = [
"0.merge-single-cells.py",
"1.aggregate.py",
"2.normalize.py",
"3.feature-select.py",
]
for script in profile_scripts:
full_script = str(pathlib.Path(f"{profile_dir}/{script}"))
p = subprocess.Popen(["python", full_script] + payload, shell=False)
p.communicate()