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test_convert.py
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test_convert.py
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import numpy as np
import pytest
from numpy.testing import assert_equal
from vflow.convert import *
from vflow.subkey import Subkey as sm
@pytest.mark.parametrize(
'in_dicts,out_dict',
[
# first or second dict has only one key
(
# in_dicts
[
{
(sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling')):'RF_fitted',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('LR', 'modeling')):'LR_fitted',
PREV_KEY:('prev_0',)
},
{(sm('X_test', 'init'),):'X_test_data', PREV_KEY:('prev_1',)}
],
# out_dict
{
PREV_KEY:('prev_0','prev_1',),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling'),sm('X_test', 'init')):('RF_fitted','X_test_data'),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('LR', 'modeling'),sm('X_test', 'init')):('LR_fitted','X_test_data')
}
),
(
# in_dicts
[
{
PREV_KEY:('prev_0','prev_1',),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling'),sm('X_test', 'init')):['RF_fitted','X_test_data'],
(sm('X_train', 'init'),sm('y_train', 'init'),sm('LR', 'modeling'),sm('X_test', 'init')):['LR_fitted','X_test_data']
},
{
(sm('y_test', 'init'),):'y_test_data', (sm('y_test', 'init'),):'y_test_data',
PREV_KEY:('prev_2',),
}
],
# out_dict
{
PREV_KEY:('prev_0','prev_1','prev_2',),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
['RF_fitted','X_test_data'],'y_test_data'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('LR', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
['LR_fitted','X_test_data'],'y_test_data'
)
}
),
(
# in_dicts
[
{(sm('X_train', 'init'),sm('y_train', 'init'),sm('subsampling_0', 'subsample'),sm('RF', 'modeling')):'RF_fitted_0',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subsampling_1', 'subsample'),sm('RF', 'modeling')):'RF_fitted_1',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subsampling_0', 'subsample'),sm('LR', 'modeling')):'LR_fitted_0',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subsampling_1', 'subsample'),sm('LR', 'modeling')):'LR_fitted_1'},
{(sm('X_test', 'init'),):'X_test_data'},
{(sm('y_test', 'init'),):'y_test_data'}
],
# out_dict
{
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subsampling_0', 'subsample'),
sm('RF', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
'RF_fitted_0','X_test_data','y_test_data'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subsampling_1', 'subsample'),
sm('RF', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
'RF_fitted_1','X_test_data','y_test_data'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subsampling_0', 'subsample'),
sm('LR', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
'LR_fitted_0','X_test_data','y_test_data'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subsampling_1', 'subsample'),
sm('LR', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
'LR_fitted_1','X_test_data','y_test_data'
),
PREV_KEY:()
}
),
(
# in_dicts
[
{
(sm('X_train', 'init'),sm('y_train', 'init'), sm('subsampling_0', 'origin_0', True),sm('RF', 'modeling')):'RF_fitted_0',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subsampling_1', 'origin_0', True),sm('RF', 'modeling')):'RF_fitted_1',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subsampling_0', 'origin_0', True),sm('LR', 'modeling')):'LR_fitted_0',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subsampling_1', 'origin_0', True),sm('LR', 'modeling')):'LR_fitted_1',
},
{
(sm('X_train', 'init'),sm('subsampling_0', 'origin_0', True)):'X_train_data_0',
(sm('X_train', 'init'),sm('subsampling_1', 'origin_0', True)):'X_train_data_1',
},
{
(sm('y_train', 'init'),sm('subsampling_0', 'origin_0', True)):'y_train_data_0',
(sm('y_train', 'init'),sm('subsampling_1', 'origin_0', True)):'y_train_data_1',
}
],
# out_dict
{
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subsampling_0', 'origin_0', True),
sm('RF', 'modeling'),sm('X_train', 'init'),sm('y_train', 'init')):(
'RF_fitted_0','X_train_data_0','y_train_data_0'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subsampling_1', 'origin_0', True),
sm('RF', 'modeling'),sm('X_train', 'init'),sm('y_train', 'init')):(
'RF_fitted_1','X_train_data_1','y_train_data_1'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subsampling_0', 'origin_0', True),
sm('LR', 'modeling'),sm('X_train', 'init'),sm('y_train', 'init')):(
'LR_fitted_0','X_train_data_0','y_train_data_0'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subsampling_1', 'origin_0', True),
sm('LR', 'modeling'),sm('X_train', 'init'),sm('y_train', 'init')):(
'LR_fitted_1','X_train_data_1','y_train_data_1'
),
PREV_KEY:()
}
),
(
# in_dicts
[
{
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling')):'RF_fitted_00',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling')):'RF_fitted_01',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling')):'RF_fitted_10',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling')):'RF_fitted_11',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'modeling')):'LR_fitted_00',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'modeling')):'LR_fitted_01',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'modeling')):'LR_fitted_10',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'modeling')):'LR_fitted_11'
},
{
(sm('X_test', 'init'),sm('subgroup_0', 's_origin', True),sm('voxel_extract_0', 'v_origin', True)):'X_test_data_00',
(sm('X_test', 'init'),sm('subgroup_0', 's_origin', True),sm('voxel_extract_1', 'v_origin', True)):'X_test_data_01',
(sm('X_test', 'init'),sm('subgroup_1', 's_origin', True),sm('voxel_extract_0', 'v_origin', True)):'X_test_data_10',
(sm('X_test', 'init'),sm('subgroup_1', 's_origin', True),sm('voxel_extract_1', 'v_origin', True)):'X_test_data_11'
}
],
# out_dict
{
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling'),sm('X_test', 'init')):(
'RF_fitted_00','X_test_data_00'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling'),sm('X_test', 'init')):(
'RF_fitted_01','X_test_data_01'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling'),sm('X_test', 'init')):(
'RF_fitted_10','X_test_data_10'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling'),sm('X_test', 'init')):(
'RF_fitted_11','X_test_data_11'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'modeling'),sm('X_test', 'init')):(
'LR_fitted_00','X_test_data_00'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'modeling'),sm('X_test', 'init')):(
'LR_fitted_01','X_test_data_01'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'modeling'),sm('X_test', 'init')):(
'LR_fitted_10','X_test_data_10'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'modeling'),sm('X_test', 'init')):(
'LR_fitted_11','X_test_data_11'
),
PREV_KEY:()
}
),
(
# in_dicts
[
{
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling')):'RF_fitted_00',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling')):'RF_fitted_01',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling')):'RF_fitted_10',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling')):'RF_fitted_11',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'modeling')):'LR_fitted_00',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'modeling')):'LR_fitted_01',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'modeling')):'LR_fitted_10',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'modeling')):'LR_fitted_11'
},
{
(sm('X_test', 'init'),sm('subgroup_0', 's_origin', True),sm('voxel_extract_0', 'v_origin', True)):'X_test_data_00',
(sm('X_test', 'init'),sm('subgroup_0', 's_origin', True),sm('voxel_extract_1', 'v_origin', True)):'X_test_data_01',
(sm('X_test', 'init'),sm('subgroup_1', 's_origin', True),sm('voxel_extract_0', 'v_origin', True)):'X_test_data_10',
(sm('X_test', 'init'),sm('subgroup_1', 's_origin', True),sm('voxel_extract_1', 'v_origin', True)):'X_test_data_11'
}
],
# out_dict
{
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling'),sm('X_test', 'init')):(
'RF_fitted_00','X_test_data_00'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling'),sm('X_test', 'init')):(
'RF_fitted_01','X_test_data_01'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling'),sm('X_test', 'init')):(
'RF_fitted_10','X_test_data_10'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling'),sm('X_test', 'init')):(
'RF_fitted_11','X_test_data_11'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'modeling'),sm('X_test', 'init')):(
'LR_fitted_00','X_test_data_00'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'modeling'),sm('X_test', 'init')):(
'LR_fitted_01','X_test_data_01'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'modeling'),sm('X_test', 'init')):(
'LR_fitted_10','X_test_data_10'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'modeling'),sm('X_test', 'init')):(
'LR_fitted_11','X_test_data_11'
),
PREV_KEY:()
}
),
(
# in_dicts
[
{
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling'),sm('X_test', 'init')):[
'RF_fitted_00','X_test_data_00'
],
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling'),sm('X_test', 'init')):[
'RF_fitted_01','X_test_data_01'
],
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling'),sm('X_test', 'init')):[
'RF_fitted_10','X_test_data_10'
],
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling'),sm('X_test', 'init')):[
'RF_fitted_11','X_test_data_11'
],
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'modeling'),sm('X_test', 'init')):[
'LR_fitted_00','X_test_data_00'
],
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'modeling'),sm('X_test', 'init')):[
'LR_fitted_01','X_test_data_01'
],
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'modeling'),sm('X_test', 'init')):[
'LR_fitted_10','X_test_data_10'
],
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'modeling'),sm('X_test', 'init')):[
'LR_fitted_11','X_test_data_11'
],
PREV_KEY:()
},
{
(sm('y_test', 'init'),sm('subgroup_0', 's_origin', True),sm('voxel_extract_0', 'v_origin', True)):'y_test_data_00',
(sm('y_test', 'init'),sm('subgroup_0', 's_origin', True),sm('voxel_extract_1', 'v_origin', True)):'y_test_data_01',
(sm('y_test', 'init'),sm('subgroup_1', 's_origin', True),sm('voxel_extract_0', 'v_origin', True)):'y_test_data_10',
(sm('y_test', 'init'),sm('subgroup_1', 's_origin', True),sm('voxel_extract_1', 'v_origin', True)):'y_test_data_11'
}
],
# out_dict
{
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
['RF_fitted_00','X_test_data_00'],'y_test_data_00'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
['RF_fitted_01','X_test_data_01'],'y_test_data_01'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
['RF_fitted_10','X_test_data_10'],'y_test_data_10'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
['RF_fitted_11','X_test_data_11'],'y_test_data_11'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
['LR_fitted_00','X_test_data_00'],'y_test_data_00'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
['LR_fitted_01','X_test_data_01'],'y_test_data_01'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
['LR_fitted_10','X_test_data_10'],'y_test_data_10'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
['LR_fitted_11','X_test_data_11'],'y_test_data_11'
),
PREV_KEY:()
}
),
(
# in_dicts
[
{
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init')):[
['RF_fitted_00','X_test_data_00'],'y_test_data'
],
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init')):[
['RF_fitted_01','X_test_data_01'],'y_test_data'
],
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init')):[
['RF_fitted_10','X_test_data_10'],'y_test_data'
],
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init')):[
['RF_fitted_11','X_test_data_11'],'y_test_data'
],
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init')):[
['LR_fitted_00','X_test_data_00'],'y_test_data'
],
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init')):[
['LR_fitted_01','X_test_data_01'],'y_test_data'
],
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init')):[
['LR_fitted_10','X_test_data_10'],'y_test_data'
],
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init')):[
['LR_fitted_11','X_test_data_11'],'y_test_data'
],
PREV_KEY:()
},
{
(sm('LR', 'm_origin', True),sm('acc', 'metrics')):'LR_acc_func',
(sm('LR', 'm_origin', True),sm('bal_acc', 'metrics')):'LR_bal_acc_func',
(sm('RF', 'm_origin', True),sm('acc', 'metrics')):'RF_acc_func',
(sm('RF', 'm_origin', True),sm('feat_imp', 'metrics')):'RF_feat_imp_func'
}
],
# out_dict
{
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init'),sm('acc', 'metrics')):(
[['RF_fitted_00','X_test_data_00'],'y_test_data'],'RF_acc_func'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init'),sm('feat_imp', 'metrics')):(
[['RF_fitted_00','X_test_data_00'],'y_test_data'],'RF_feat_imp_func'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init'),sm('acc', 'metrics')):(
[['RF_fitted_01','X_test_data_01'],'y_test_data'],'RF_acc_func'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init'),sm('feat_imp', 'metrics')):(
[['RF_fitted_01','X_test_data_01'],'y_test_data'],'RF_feat_imp_func'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init'),sm('acc', 'metrics')):(
[['RF_fitted_10','X_test_data_10'],'y_test_data'],'RF_acc_func'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init'),sm('feat_imp', 'metrics')):(
[['RF_fitted_10','X_test_data_10'],'y_test_data'],'RF_feat_imp_func'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init'),sm('acc', 'metrics')):(
[['RF_fitted_11','X_test_data_11'],'y_test_data'],'RF_acc_func'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init'),sm('feat_imp', 'metrics')):(
[['RF_fitted_11','X_test_data_11'],'y_test_data'],'RF_feat_imp_func'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init'),sm('acc', 'metrics')):(
[['LR_fitted_00','X_test_data_00'],'y_test_data'],'LR_acc_func'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init'),sm('bal_acc', 'metrics')):(
[['LR_fitted_00','X_test_data_00'],'y_test_data'],'LR_bal_acc_func'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init'),sm('acc', 'metrics')):(
[['LR_fitted_01','X_test_data_01'],'y_test_data'],'LR_acc_func'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_0', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init'),sm('bal_acc', 'metrics')):(
[['LR_fitted_01','X_test_data_01'],'y_test_data'],'LR_bal_acc_func'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init'),sm('acc', 'metrics')):(
[['LR_fitted_10','X_test_data_10'],'y_test_data'],'LR_acc_func'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_0', 'v_origin', True),sm('LR', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init'),sm('bal_acc', 'metrics')):(
[['LR_fitted_10','X_test_data_10'],'y_test_data'],'LR_bal_acc_func'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init'),sm('acc', 'metrics')):(
[['LR_fitted_11','X_test_data_11'],'y_test_data'],'LR_acc_func'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('subgroup_1', 's_origin', True),
sm('voxel_extract_1', 'v_origin', True),sm('LR', 'm_origin', True),sm('X_test', 'init'),sm('y_test', 'init'),sm('bal_acc', 'metrics')):(
[['LR_fitted_11','X_test_data_11'],'y_test_data'],'LR_bal_acc_func'
),
PREV_KEY:()
}
),
pytest.param(
# in_dicts
[
{
PREV_KEY: 'prev_0' # not wrapped in tuple
},
{
PREV_KEY: ('prev_1',)
}
],
# out_dict
{
PREV_KEY: ('prev_0', 'prev_1')
},
# this test is expected to fail because combine_dicts() makes the
# assumption that PREV_KEY entries are wrapped in tuples
marks=pytest.mark.xfail(strict=True)
),
(
# in_dicts
[
{
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('subgroup_0', 's_origin', True), sm('RF', 'modeling')):'RF_00',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('subgroup_1', 's_origin', True), sm('RF', 'modeling')):'RF_01',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('subgroup_0', 's_origin', True), sm('RF', 'modeling')):'RF_10',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('subgroup_1', 's_origin', True), sm('RF', 'modeling')):'RF_11',
},
{
(sm('X_test', 'init'),sm('subgroup_0', 's_origin', True)):'X_test_data_0',
(sm('X_test', 'init'),sm('subgroup_1', 's_origin', True)):'X_test_data_1'
},
{
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_0', 's_origin', True)):'y_test_data_00',
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_1', 's_origin', True)):'y_test_data_01',
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_0', 's_origin', True)):'y_test_data_10',
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_1', 's_origin', True)):'y_test_data_11',
}
],
# out_dict
{
PREV_KEY:(),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_0', 's_origin', True),
sm('RF', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
'RF_00', 'X_test_data_0', 'y_test_data_00'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_1', 's_origin', True),
sm('RF', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
'RF_01', 'X_test_data_1', 'y_test_data_01'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_0', 's_origin', True),
sm('RF', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
'RF_10', 'X_test_data_0', 'y_test_data_10'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_1', 's_origin', True),
sm('RF', 'modeling'),sm('X_test', 'init'),sm('y_test', 'init')):(
'RF_11', 'X_test_data_1', 'y_test_data_11'
)
},
),
(
# in_dicts
[
{
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('subgroup_0', 's_origin', True), sm('RF', 'modeling')):'RF_00',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('subgroup_1', 's_origin', True), sm('RF', 'modeling')):'RF_01',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('subgroup_0', 's_origin', True), sm('RF', 'modeling')):'RF_10',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('subgroup_1', 's_origin', True), sm('RF', 'modeling')):'RF_11',
},
{
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_0', 's_origin', True)):'y_test_data_00',
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_1', 's_origin', True)):'y_test_data_01',
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_0', 's_origin', True)):'y_test_data_10',
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_1', 's_origin', True)):'y_test_data_11',
},
{
(sm('X_test', 'init'),sm('subgroup_0', 's_origin', True)):'X_test_data_0',
(sm('X_test', 'init'),sm('subgroup_1', 's_origin', True)):'X_test_data_1'
},
],
# out_dict
{
PREV_KEY:(),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('subgroup_0', 's_origin', True),sm('RF', 'modeling'),sm('y_test', 'init'),sm('X_test', 'init')):(
'RF_00', 'y_test_data_00', 'X_test_data_0'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('subgroup_1', 's_origin', True),sm('RF', 'modeling'),sm('y_test', 'init'),sm('X_test', 'init')):(
'RF_01', 'y_test_data_01', 'X_test_data_1'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('subgroup_0', 's_origin', True),sm('RF', 'modeling'),sm('y_test', 'init'),sm('X_test', 'init')):(
'RF_10', 'y_test_data_10', 'X_test_data_0'
),
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('subgroup_1', 's_origin', True),sm('RF', 'modeling'),sm('y_test', 'init'),sm('X_test', 'init')):(
'RF_11', 'y_test_data_11', 'X_test_data_1'
)
},
),
(
# in_dicts
[
{
(sm('X_test', 'init'),sm('subgroup_0', 's_origin', True)):'X_test_data_0',
(sm('X_test', 'init'),sm('subgroup_1', 's_origin', True)):'X_test_data_1'
},
{
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('subgroup_0', 's_origin', True), sm('RF', 'modeling')):'RF_00',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('subgroup_1', 's_origin', True), sm('RF', 'modeling')):'RF_01',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('subgroup_0', 's_origin', True), sm('RF', 'modeling')):'RF_10',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('subgroup_1', 's_origin', True), sm('RF', 'modeling')):'RF_11',
},
{
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_0', 's_origin', True)):'y_test_data_00',
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_1', 's_origin', True)):'y_test_data_01',
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_0', 's_origin', True)):'y_test_data_10',
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_1', 's_origin', True)):'y_test_data_11',
}
],
# out_dict
{
PREV_KEY:(),
(sm('X_test', 'init'),sm('subgroup_0', 's_origin', True),sm('X_train', 'init'),sm('y_train', 'init'),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling'),sm('y_test', 'init')):(
'X_test_data_0', 'RF_00', 'y_test_data_00'
),
(sm('X_test', 'init'),sm('subgroup_1', 's_origin', True),sm('X_train', 'init'),sm('y_train', 'init'),
sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling'),sm('y_test', 'init')):(
'X_test_data_1', 'RF_01', 'y_test_data_01'
),
(sm('X_test', 'init'),sm('subgroup_0', 's_origin', True),sm('X_train', 'init'),sm('y_train', 'init'),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling'),sm('y_test', 'init')):(
'X_test_data_0', 'RF_10', 'y_test_data_10'
),
(sm('X_test', 'init'),sm('subgroup_1', 's_origin', True),sm('X_train', 'init'),sm('y_train', 'init'),
sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling'),sm('y_test', 'init')):(
'X_test_data_1', 'RF_11', 'y_test_data_11'
)
},
),
(
# in_dicts
[
{
(sm('X_test', 'init'),sm('subgroup_0', 's_origin', True)):'X_test_data_0',
(sm('X_test', 'init'),sm('subgroup_1', 's_origin', True)):'X_test_data_1'
},
{
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_0', 's_origin', True)):'y_test_data_00',
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_1', 's_origin', True)):'y_test_data_01',
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_0', 's_origin', True)):'y_test_data_10',
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_1', 's_origin', True)):'y_test_data_11',
},
{
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('subgroup_0', 's_origin', True), sm('RF', 'modeling')):'RF_00',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('subgroup_1', 's_origin', True), sm('RF', 'modeling')):'RF_01',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('subgroup_0', 's_origin', True), sm('RF', 'modeling')):'RF_10',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('subgroup_1', 's_origin', True), sm('RF', 'modeling')):'RF_11',
},
],
# out_dict
{
PREV_KEY:(),
(sm('X_test', 'init'),sm('subgroup_0', 's_origin', True),sm('y_test', 'init'),
sm('voxel_extract_0', 'v_origin', True),sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling')):(
'X_test_data_0', 'y_test_data_00', 'RF_00'
),
(sm('X_test', 'init'),sm('subgroup_1', 's_origin', True),sm('y_test', 'init'),
sm('voxel_extract_0', 'v_origin', True),sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling')):(
'X_test_data_1', 'y_test_data_01', 'RF_01'
),
(sm('X_test', 'init'),sm('subgroup_0', 's_origin', True),sm('y_test', 'init'),
sm('voxel_extract_1', 'v_origin', True),sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling')):(
'X_test_data_0', 'y_test_data_10', 'RF_10'
),
(sm('X_test', 'init'),sm('subgroup_1', 's_origin', True),sm('y_test', 'init'),
sm('voxel_extract_1', 'v_origin', True),sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling')):(
'X_test_data_1', 'y_test_data_11', 'RF_11'
)
},
),
(
# in_dicts
[
{
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_0', 's_origin', True)):'y_test_data_00',
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_1', 's_origin', True)):'y_test_data_01',
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_0', 's_origin', True)):'y_test_data_10',
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_1', 's_origin', True)):'y_test_data_11',
},
{
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('subgroup_0', 's_origin', True), sm('RF', 'modeling')):'RF_00',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('subgroup_1', 's_origin', True), sm('RF', 'modeling')):'RF_01',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('subgroup_0', 's_origin', True), sm('RF', 'modeling')):'RF_10',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('subgroup_1', 's_origin', True), sm('RF', 'modeling')):'RF_11',
},
{
(sm('X_test', 'init'),sm('subgroup_0', 's_origin', True)):'X_test_data_0',
(sm('X_test', 'init'),sm('subgroup_1', 's_origin', True)):'X_test_data_1'
},
],
# out_dict
{
PREV_KEY:(),
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_0', 's_origin', True),
sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling'),sm('X_test', 'init')):(
'y_test_data_00', 'RF_00', 'X_test_data_0'
),
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_1', 's_origin', True),
sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling'),sm('X_test', 'init')):(
'y_test_data_01', 'RF_01', 'X_test_data_1'
),
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_0', 's_origin', True),
sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling'),sm('X_test', 'init')):(
'y_test_data_10', 'RF_10', 'X_test_data_0'
),
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_1', 's_origin', True),
sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling'),sm('X_test', 'init')):(
'y_test_data_11', 'RF_11', 'X_test_data_1'
)
},
),
(
# in_dicts
[
{
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_0', 's_origin', True)):'y_test_data_00',
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_1', 's_origin', True)):'y_test_data_01',
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_0', 's_origin', True)):'y_test_data_10',
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_1', 's_origin', True)):'y_test_data_11',
},
{
(sm('X_test', 'init'),sm('subgroup_0', 's_origin', True)):'X_test_data_0',
(sm('X_test', 'init'),sm('subgroup_1', 's_origin', True)):'X_test_data_1'
},
{
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('subgroup_0', 's_origin', True), sm('RF', 'modeling')):'RF_00',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('subgroup_1', 's_origin', True), sm('RF', 'modeling')):'RF_01',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('subgroup_0', 's_origin', True), sm('RF', 'modeling')):'RF_10',
(sm('X_train', 'init'),sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('subgroup_1', 's_origin', True), sm('RF', 'modeling')):'RF_11',
},
],
# out_dict
{
PREV_KEY:(),
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_0', 's_origin', True),
sm('X_test', 'init'),sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling')):(
'y_test_data_00', 'X_test_data_0', 'RF_00'
),
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_1', 's_origin', True),
sm('X_test', 'init'),sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling')):(
'y_test_data_01', 'X_test_data_1', 'RF_01'
),
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_0', 's_origin', True),
sm('X_test', 'init'),sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling')):(
'y_test_data_10', 'X_test_data_0', 'RF_10'
),
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_1', 's_origin', True),
sm('X_test', 'init'),sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling')):(
'y_test_data_11', 'X_test_data_1', 'RF_11'
)
},
),
(
# in_dicts
[
{
(sm('X_test', 'init'),sm('feature_extraction_0', 'f_origin', True),
sm('subgroup_0', 's_origin', True)):'X_test_data_00',
(sm('X_test', 'init'),sm('feature_extraction_0', 'f_origin', True),
sm('subgroup_1', 's_origin', True)):'X_test_data_01',
(sm('X_test', 'init'),sm('feature_extraction_1', 'f_origin', True),
sm('subgroup_0', 's_origin', True)):'X_test_data_10',
(sm('X_test', 'init'),sm('feature_extraction_1', 'f_origin', True),
sm('subgroup_1', 's_origin', True)):'X_test_data_11',
},
{
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_0', 's_origin', True)):'y_test_data_00',
(sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('subgroup_1', 's_origin', True)):'y_test_data_01',
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_0', 's_origin', True)):'y_test_data_10',
(sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('subgroup_1', 's_origin', True)):'y_test_data_11',
},
{
(sm('X_train', 'init'),sm('feature_extraction_0', 'f_origin', True),sm('subgroup_0', 's_origin', True),
sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling')): 'RF_000',
(sm('X_train', 'init'),sm('feature_extraction_0', 'f_origin', True),sm('subgroup_0', 's_origin', True),
sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling')): 'RF_001',
(sm('X_train', 'init'),sm('feature_extraction_0', 'f_origin', True),sm('subgroup_1', 's_origin', True),
sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling')): 'RF_010',
(sm('X_train', 'init'),sm('feature_extraction_0', 'f_origin', True),sm('subgroup_1', 's_origin', True),
sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling')): 'RF_011',
(sm('X_train', 'init'),sm('feature_extraction_1', 'f_origin', True),sm('subgroup_0', 's_origin', True),
sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling')): 'RF_100',
(sm('X_train', 'init'),sm('feature_extraction_1', 'f_origin', True),sm('subgroup_0', 's_origin', True),
sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling')): 'RF_101',
(sm('X_train', 'init'),sm('feature_extraction_1', 'f_origin', True),sm('subgroup_1', 's_origin', True),
sm('y_train', 'init'),sm('voxel_extract_0', 'v_origin', True),sm('RF', 'modeling')): 'RF_110',
(sm('X_train', 'init'),sm('feature_extraction_1', 'f_origin', True),sm('subgroup_1', 's_origin', True),
sm('y_train', 'init'),sm('voxel_extract_1', 'v_origin', True),sm('RF', 'modeling')): 'RF_111',
},
],
# out_dict
{
PREV_KEY:(),
(sm('X_test', 'init'),sm('feature_extraction_0', 'f_origin', True),sm('subgroup_0', 's_origin', True),
sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling')): ('X_test_data_00','y_test_data_00','RF_000'),
(sm('X_test', 'init'),sm('feature_extraction_0', 'f_origin', True),sm('subgroup_0', 's_origin', True),
sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling')): ('X_test_data_00','y_test_data_10','RF_001'),
(sm('X_test', 'init'),sm('feature_extraction_0', 'f_origin', True),sm('subgroup_1', 's_origin', True),
sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling')): ('X_test_data_01','y_test_data_01', 'RF_010'),
(sm('X_test', 'init'),sm('feature_extraction_0', 'f_origin', True),sm('subgroup_1', 's_origin', True),
sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling')): ('X_test_data_01','y_test_data_11', 'RF_011'),
(sm('X_test', 'init'),sm('feature_extraction_1', 'f_origin', True),sm('subgroup_0', 's_origin', True),
sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling')): ('X_test_data_10','y_test_data_00', 'RF_100'),
(sm('X_test', 'init'),sm('feature_extraction_1', 'f_origin', True),sm('subgroup_0', 's_origin', True),
sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling')): ('X_test_data_10','y_test_data_10', 'RF_101'),
(sm('X_test', 'init'),sm('feature_extraction_1', 'f_origin', True),sm('subgroup_1', 's_origin', True),
sm('y_test', 'init'),sm('voxel_extract_0', 'v_origin', True),
sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling')): ('X_test_data_11','y_test_data_01', 'RF_110'),
(sm('X_test', 'init'),sm('feature_extraction_1', 'f_origin', True),sm('subgroup_1', 's_origin', True),
sm('y_test', 'init'),sm('voxel_extract_1', 'v_origin', True),
sm('X_train', 'init'),sm('y_train', 'init'),sm('RF', 'modeling')): ('X_test_data_11','y_test_data_11', 'RF_111'),
}
),
(
# in_dicts
[
{
(sm('X_train', 'init'),sm('standardize_0', 's_origin', True)):'X_train_0',
(sm('X_train', 'init'),sm('standardize_1', 's_origin', True)):'X_train_1',
},
{(sm('y_train', 'init'),):'y_train_data'}
],
# out_dict
{
PREV_KEY:(),
(sm('X_train', 'init'),sm('standardize_0', 's_origin', True),sm('y_train', 'init')):('X_train_0','y_train_data'),
(sm('X_train', 'init'),sm('standardize_1', 's_origin', True),sm('y_train', 'init')):('X_train_1','y_train_data')
}
),
]
)
class TestCombineDicts:
def test_combine_dicts(self, in_dicts, out_dict):
result_dict = combine_dicts(*in_dicts)
print(result_dict)
assert_equal(result_dict, out_dict, verbose=True)
@pytest.mark.parametrize(
'in_dicts,out_dict',
[
(
# in_dicts
[
# modules
{
(sm('module_0', 'm_origin'),): lambda x, y: x+y,
(sm('module_1', 'm_origin'),): lambda x, y: x*y,
},
# data_dict
{(sm('data', 'init'),): [2, 3]}
],
# out_dict
{
(sm('data', 'init'), sm('module_0', 'm_origin')): 5,
(sm('data', 'init'), sm('module_1', 'm_origin')): 6
}
),
(
# in_dicts
[
# modules
{
(sm('group_0', 'g_origin', True),sm('module_0', 'm_origin'),): lambda x, y: x+y,
(sm('group_1', 'g_origin', True),sm('module_1', 'm_origin'),): lambda x, y: x*y,
},
# data_dict
{
(sm('data', 'init'),sm('group_0', 'g_origin', True)): [np.array([1,2,3]), np.array([4,5,6])],
(sm('data', 'init'),sm('group_1', 'g_origin', True)): [np.array([1,2,3]), np.array([4,5,6])],
}
],
# out_dict
{
(sm('data', 'init'),sm('group_0', 'g_origin', True),sm('module_0', 'm_origin')): np.array([5,7,9]),
(sm('data', 'init'),sm('group_1', 'g_origin', True),sm('module_1', 'm_origin')): np.array([4,10,18]),
}
),
(
# in_dicts
[
# modules
{
(sm('data', 'init'),sm('group_0', 'g_origin', True),sm('module_0', 'm_origin'),): lambda x, y: x+y,
(sm('data', 'init'),sm('group_1', 'g_origin', True),sm('module_1', 'm_origin'),): lambda x, y: x*y,
},
# data_dict
{
(sm('data', 'init2'),sm('group_0', 'g_origin', True)): [np.array([1,2,3]), np.array([4,5,6])],
(sm('data', 'init2'),sm('group_1', 'g_origin', True)): [np.array([1,2,3]), np.array([4,5,6])],
}
],
# out_dict
{
(sm('data', 'init2'),sm('group_0', 'g_origin', True),sm('data', 'init'),sm('module_0', 'm_origin')): np.array([5,7,9]),
(sm('data', 'init2'),sm('group_1', 'g_origin', True),sm('data', 'init'),sm('module_1', 'm_origin')): np.array([4,10,18]),
},
),
]
)
class TestApplyModules:
def test_apply_modules(self, in_dicts, out_dict):
result_dict = apply_modules(*in_dicts)
assert_equal(result_dict, out_dict)