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import os | ||
import sys | ||
from pathlib import Path | ||
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import yaml | ||
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from derotation.analysis.full_rotation_pipeline import FullPipeline | ||
from derotation.analysis.incremental_rotation_pipeline import ( | ||
IncrementalPipeline, | ||
) | ||
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job_id = int(sys.argv[1:][0]) | ||
dataset_path = sys.argv[1:][1] | ||
datasets = [path for path in os.listdir(dataset_path) if path.startswith("23")] | ||
dataset = datasets[job_id] | ||
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bin_files = [ | ||
file | ||
for file in os.listdir(f"{dataset_path}/{dataset}/aux_stim/") | ||
if file.endswith(".bin") | ||
] | ||
full_rotation_bin = [file for file in bin_files if "_rotation" in file][0] | ||
incremental_bin = [file for file in bin_files if "increment" in file][0] | ||
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image_files = [ | ||
file | ||
for file in os.listdir(f"{dataset_path}/{dataset}/imaging/") | ||
if file.endswith(".tif") | ||
] | ||
full_rotation_image = [file for file in image_files if "rotation_0" in file][0] | ||
incremental_image = [file for file in image_files if "increment_0" in file][0] | ||
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# make debug_plots and logs and derotated folder in dataset | ||
Path(f"{dataset_path}/{dataset}/debug_plots_incremental/").mkdir( | ||
parents=True, exist_ok=True | ||
) | ||
Path(f"{dataset_path}/{dataset}/debug_plots_full/").mkdir( | ||
parents=True, exist_ok=True | ||
) | ||
Path(f"{dataset_path}/{dataset}/logs/").mkdir(parents=True, exist_ok=True) | ||
Path(f"{dataset_path}/{dataset}/derotated/").mkdir(parents=True, exist_ok=True) | ||
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for config_name in ["incremental_rotation", "full_rotation"]: | ||
with open(f"derotation/config/{config_name}.yml") as f: | ||
config = yaml.load(f, Loader=yaml.FullLoader) | ||
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config["paths_read"][ | ||
"path_to_randperm" | ||
] = f"{dataset_path}/stimlus_randperm.mat" | ||
bin_name = ( | ||
incremental_bin | ||
if config_name == "incremental_rotation" | ||
else full_rotation_bin | ||
) | ||
config["paths_read"][ | ||
"path_to_aux" | ||
] = f"{dataset_path}/{dataset}/aux_stim/{bin_name}" | ||
image_name = ( | ||
incremental_image | ||
if config_name == "incremental_rotation" | ||
else full_rotation_image | ||
) | ||
config["paths_read"][ | ||
"path_to_tif" | ||
] = f"{dataset_path}/{dataset}/imaging/{image_name}" | ||
config["paths_write"][ | ||
"debug_plots_folder" | ||
] = f"{dataset_path}/{dataset}/debug_plots_{config_name.split('_')[0]}" | ||
config["paths_write"]["logs_folder"] = f"{dataset_path}/{dataset}/logs/" | ||
config["paths_write"][ | ||
"derotated_tiff_folder" | ||
] = f"{dataset_path}/{dataset}/derotated/" | ||
config["paths_write"][ | ||
"saving_name" | ||
] = f"derotated_image_stack_{config_name.split('_')[0]}" | ||
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with open(f"derotation/config/{config_name}_{job_id}.yml", "w") as f: | ||
yaml.dump(config, f) | ||
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derotate = IncrementalPipeline(f"incremental_rotation_{job_id}") | ||
derotate() | ||
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derotate_full = FullPipeline(f"full_rotation_{job_id}") | ||
derotate_full() |