API Documentation#
lw_pipeline#
Lightweight MNE Pipeline using MNE-Python and MNE-BIDS.
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Pipeline class to run pipeline steps in sequence. |
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A class representing the configuration settings. |
Exception class for the pipeline. |
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Abstract class for a pipeline step. |
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Data representation for the pipeline. |
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Data representation of eeg/ieeg/meg files for the pipeline. |
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Manage output saving with consistent paths, metadata, and overwrite handling. |
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Registry for managing registered outputs in a pipeline step. |
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Register a method as an optional output generator. |
lw_pipeline.discovery#
Step discovery and dynamic loading utilities.
- lw_pipeline.discovery.find_all_step_classes(step_files, config)[source]#
Find and instantiate all Pipeline_Step classes from step files.
Dynamically imports Python modules from the specified step files, searches for Pipeline_Step subclasses, and instantiates them with the provided configuration.
- Parameters:
step_files (list of str) – List of Python filenames containing step definitions. Files should be in the directory specified by config.steps_dir.
config (Config) – Configuration object to pass to step constructors.
- Returns:
List of instantiated Pipeline_Step objects ready for execution.
- Return type:
list of Pipeline_Step
Notes
The function automatically discovers all Pipeline_Step subclasses in each module (excluding the base Pipeline_Step class itself).
Each class is instantiated with the provided config object.
Module names are derived from the steps_dir basename.
Examples
>>> from lw_pipeline import Config >>> config = Config("config.py") >>> step_files = find_all_step_files(config.steps_dir) >>> steps = find_all_step_classes(step_files, config) >>> len(steps) 3
- lw_pipeline.discovery.find_all_step_files(steps_dir)[source]#
Find all .py files in the steps directory.
Scans the specified directory for Python files that can contain pipeline step definitions. Excludes special files like __init__.py.
- Parameters:
steps_dir (str) – Path to the directory containing step files.
- Returns:
Sorted list of Python filenames (without path) found in the directory. Files starting with ‘__’ are excluded.
- Return type:
list of str
Examples
>>> find_all_step_files("steps/") ['00_preprocessing.py', '01_analysis.py', '02_visualization.py']
- lw_pipeline.discovery.list_all_outputs(config)[source]#
List all registered outputs in pipeline steps.
Discovers all pipeline steps and displays their registered outputs in a formatted table, showing which outputs are enabled by default.
- Parameters:
config (Config) – Configuration object containing steps_dir.
Notes
Outputs are marked with: - ✓ : Enabled by default - ○ : Disabled by default
Examples
>>> from lw_pipeline import Config >>> config = Config("config.py") >>> list_all_outputs(config)
- 00 - Preprocessing:
Preprocess raw data Outputs:
✓ cleaned_data - Cleaned EEG data ○ debug_plot - Debug visualization (disabled by default)
lw_pipeline.helper#
Helpers