Note
Go to the end to download the full example code.
Tutorial 5: Creating a dataset class#
# Author: Gregoire Cattan
#
# https://github.com/plcrodrigues/Workshop-MOABB-BCI-Graz-2019
from pyriemann.classification import MDM
from pyriemann.estimation import ERPCovariances
from sklearn.pipeline import make_pipeline
from moabb.datasets import Cattan2019_VR
from moabb.datasets.braininvaders import BI2014a
from moabb.datasets.compound_dataset import CompoundDataset
from moabb.datasets.utils import blocks_reps
from moabb.evaluations import WithinSessionEvaluation
from moabb.paradigms.p300 import P300
Initialization#
This tutorial illustrates how to use the CompoundDataset to: 1) Select a few subjects/sessions/runs in an existing dataset 2) Merge two CompoundDataset into a new one 3) … and finally use this new dataset on a pipeline (this steps is not specific to CompoundDataset)
Let’s define a paradigm and a pipeline for evaluation first.
paradigm = P300()
pipelines = {}
pipelines["MDM"] = make_pipeline(ERPCovariances(estimator="lwf"), MDM(metric="riemann"))
Creation a selection of subject#
We are going to great two CompoundDataset, namely CustomDataset1 & 2. A CompoundDataset accepts a subjects_list of subjects. It is a list of tuple. A tuple contains 4 values:
the original dataset
the subject number to select
the sessions. It can be:
a session name (‘0’)
a list of sessions ([‘0’, ‘1’])
None to select all the sessions attributed to a subject
the runs. As for sessions, it can be a single run name, a list or None` (to select all runs).
class CustomDataset1(CompoundDataset):
def __init__(self):
biVR = Cattan2019_VR(virtual_reality=True, screen_display=True)
runs = blocks_reps([0, 2], [0, 1, 2, 3, 4], biVR.n_repetitions)
subjects_list = [
(biVR, 1, "0VR", runs),
(biVR, 2, "0VR", runs),
]
CompoundDataset.__init__(
self,
subjects_list=subjects_list,
code="CustomDataset1",
interval=[0, 1.0],
)
class CustomDataset2(CompoundDataset):
def __init__(self):
bi2014 = BI2014a()
subjects_list = [
(bi2014, 4, None, None),
(bi2014, 7, None, None),
]
CompoundDataset.__init__(
self,
subjects_list=subjects_list,
code="CustomDataset2",
interval=[0, 1.0],
)
Merging the datasets#
We are now going to merge the two CompoundDataset into a single one. The implementation is straight forward. Instead of providing a list of subjects, you should provide a list of CompoundDataset. subjects_list = [CustomDataset1(), CustomDataset2()]
class CustomDataset3(CompoundDataset):
def __init__(self):
subjects_list = [CustomDataset1(), CustomDataset2()]
CompoundDataset.__init__(
self,
subjects_list=subjects_list,
code="CustomDataset3",
interval=[0, 1.0],
)
Evaluate and display#
Let’s use a WithinSessionEvaluation to evaluate our new dataset. If you already new how to do this, nothing changed: The CompoundDataset can be used as a normal dataset.
datasets = [CustomDataset3()]
evaluation = WithinSessionEvaluation(
paradigm=paradigm, datasets=datasets, overwrite=False, suffix="newdataset"
)
scores = evaluation.process(pipelines)
print(scores)
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81%|██████████████████████████████ | 60.3M/74.3M [00:53<00:11, 1.20MB/s]
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82%|██████████████████████████████▏ | 60.6M/74.3M [00:53<00:09, 1.40MB/s]
82%|██████████████████████████████▎ | 60.8M/74.3M [00:53<00:09, 1.47MB/s]
82%|██████████████████████████████▍ | 61.0M/74.3M [00:53<00:09, 1.43MB/s]
82%|██████████████████████████████▍ | 61.1M/74.3M [00:53<00:09, 1.39MB/s]
82%|██████████████████████████████▌ | 61.3M/74.3M [00:54<00:09, 1.36MB/s]
83%|██████████████████████████████▌ | 61.4M/74.3M [00:54<00:09, 1.33MB/s]
83%|██████████████████████████████▋ | 61.5M/74.3M [00:54<00:09, 1.30MB/s]
83%|██████████████████████████████▋ | 61.7M/74.3M [00:54<00:09, 1.27MB/s]
83%|██████████████████████████████▊ | 61.8M/74.3M [00:54<00:10, 1.24MB/s]
83%|██████████████████████████████▊ | 61.9M/74.3M [00:54<00:10, 1.21MB/s]
84%|██████████████████████████████▉ | 62.0M/74.3M [00:54<00:10, 1.17MB/s]
84%|██████████████████████████████▉ | 62.1M/74.3M [00:54<00:10, 1.14MB/s]
84%|███████████████████████████████ | 62.3M/74.3M [00:54<00:10, 1.12MB/s]
84%|███████████████████████████████ | 62.4M/74.3M [00:55<00:10, 1.09MB/s]
84%|███████████████████████████████▏ | 62.5M/74.3M [00:55<00:11, 1.07MB/s]
84%|███████████████████████████████▏ | 62.6M/74.3M [00:55<00:11, 1.04MB/s]
84%|███████████████████████████████▏ | 62.7M/74.3M [00:55<00:11, 1.02MB/s]
85%|███████████████████████████████▎ | 62.8M/74.3M [00:55<00:10, 1.06MB/s]
85%|███████████████████████████████▎ | 62.9M/74.3M [00:55<00:10, 1.03MB/s]
85%|███████████████████████████████▍ | 63.1M/74.3M [00:55<00:10, 1.08MB/s]
85%|███████████████████████████████▍ | 63.2M/74.3M [00:55<00:09, 1.16MB/s]
85%|███████████████████████████████▌ | 63.3M/74.3M [00:55<00:09, 1.13MB/s]
85%|███████████████████████████████▌ | 63.4M/74.3M [00:56<00:09, 1.10MB/s]
86%|███████████████████████████████▋ | 63.6M/74.3M [00:56<00:09, 1.08MB/s]
86%|███████████████████████████████▊ | 63.8M/74.3M [00:56<00:08, 1.31MB/s]
86%|███████████████████████████████▊ | 63.9M/74.3M [00:56<00:08, 1.27MB/s]
86%|███████████████████████████████▉ | 64.0M/74.3M [00:56<00:08, 1.25MB/s]
86%|███████████████████████████████▉ | 64.1M/74.3M [00:56<00:08, 1.24MB/s]
87%|████████████████████████████████ | 64.4M/74.3M [00:56<00:06, 1.54MB/s]
87%|████████████████████████████████▏ | 64.5M/74.3M [00:56<00:06, 1.50MB/s]
87%|████████████████████████████████▏ | 64.7M/74.3M [00:56<00:06, 1.46MB/s]
87%|████████████████████████████████▎ | 64.8M/74.3M [00:57<00:06, 1.43MB/s]
88%|████████████████████████████████▍ | 65.0M/74.3M [00:57<00:06, 1.40MB/s]
88%|████████████████████████████████▍ | 65.1M/74.3M [00:57<00:06, 1.37MB/s]
88%|████████████████████████████████▌ | 65.3M/74.3M [00:57<00:06, 1.33MB/s]
88%|████████████████████████████████▌ | 65.4M/74.3M [00:57<00:06, 1.31MB/s]
88%|████████████████████████████████▋ | 65.5M/74.3M [00:57<00:06, 1.28MB/s]
88%|████████████████████████████████▋ | 65.7M/74.3M [00:57<00:06, 1.31MB/s]
89%|████████████████████████████████▊ | 65.8M/74.3M [00:57<00:06, 1.28MB/s]
89%|████████████████████████████████▊ | 65.9M/74.3M [00:57<00:06, 1.25MB/s]
89%|████████████████████████████████▉ | 66.1M/74.3M [00:57<00:06, 1.28MB/s]
89%|█████████████████████████████████ | 66.3M/74.3M [00:58<00:05, 1.43MB/s]
89%|█████████████████████████████████ | 66.4M/74.3M [00:58<00:05, 1.40MB/s]
90%|█████████████████████████████████▏ | 66.6M/74.3M [00:58<00:05, 1.36MB/s]
90%|█████████████████████████████████▏ | 66.7M/74.3M [00:58<00:05, 1.33MB/s]
90%|█████████████████████████████████▎ | 66.8M/74.3M [00:58<00:05, 1.30MB/s]
90%|█████████████████████████████████▎ | 67.0M/74.3M [00:58<00:05, 1.27MB/s]
90%|█████████████████████████████████▍ | 67.1M/74.3M [00:58<00:05, 1.25MB/s]
91%|█████████████████████████████████▌ | 67.4M/74.3M [00:58<00:04, 1.63MB/s]
91%|█████████████████████████████████▋ | 67.5M/74.3M [00:58<00:04, 1.59MB/s]
91%|█████████████████████████████████▋ | 67.7M/74.3M [00:59<00:04, 1.55MB/s]
91%|█████████████████████████████████▊ | 67.9M/74.3M [00:59<00:05, 1.17MB/s]
92%|█████████████████████████████████▊ | 68.0M/74.3M [00:59<00:05, 1.17MB/s]
92%|█████████████████████████████████▉ | 68.1M/74.3M [00:59<00:05, 1.17MB/s]
92%|█████████████████████████████████▉ | 68.2M/74.3M [00:59<00:05, 1.16MB/s]
92%|██████████████████████████████████ | 68.4M/74.3M [00:59<00:05, 1.14MB/s]
92%|██████████████████████████████████ | 68.5M/74.3M [00:59<00:05, 1.13MB/s]
92%|██████████████████████████████████▏ | 68.6M/74.3M [00:59<00:05, 1.11MB/s]
93%|██████████████████████████████████▏ | 68.7M/74.3M [01:00<00:05, 1.08MB/s]
93%|██████████████████████████████████▎ | 68.8M/74.3M [01:00<00:05, 1.06MB/s]
93%|██████████████████████████████████▎ | 68.9M/74.3M [01:00<00:05, 1.01MB/s]
93%|███████████████████████████████████▎ | 69.0M/74.3M [01:00<00:05, 950kB/s]
93%|███████████████████████████████████▎ | 69.1M/74.3M [01:00<00:05, 933kB/s]
93%|███████████████████████████████████▍ | 69.2M/74.3M [01:00<00:05, 945kB/s]
93%|███████████████████████████████████▍ | 69.3M/74.3M [01:00<00:05, 925kB/s]
94%|███████████████████████████████████▌ | 69.4M/74.3M [01:00<00:04, 972kB/s]
94%|██████████████████████████████████▋ | 69.6M/74.3M [01:00<00:04, 1.08MB/s]
94%|██████████████████████████████████▋ | 69.7M/74.3M [01:01<00:04, 1.06MB/s]
94%|██████████████████████████████████▊ | 69.8M/74.3M [01:01<00:04, 1.07MB/s]
94%|██████████████████████████████████▉ | 70.0M/74.3M [01:01<00:03, 1.29MB/s]
94%|██████████████████████████████████▉ | 70.1M/74.3M [01:01<00:03, 1.26MB/s]
95%|███████████████████████████████████ | 70.3M/74.3M [01:01<00:02, 1.33MB/s]
95%|███████████████████████████████████ | 70.5M/74.3M [01:01<00:02, 1.38MB/s]
95%|███████████████████████████████████▏ | 70.6M/74.3M [01:01<00:02, 1.35MB/s]
95%|███████████████████████████████████▏ | 70.8M/74.3M [01:01<00:02, 1.31MB/s]
95%|███████████████████████████████████▎ | 70.9M/74.3M [01:01<00:02, 1.29MB/s]
96%|███████████████████████████████████▍ | 71.0M/74.3M [01:02<00:02, 1.25MB/s]
96%|███████████████████████████████████▍ | 71.1M/74.3M [01:02<00:02, 1.23MB/s]
96%|███████████████████████████████████▌ | 71.3M/74.3M [01:02<00:02, 1.20MB/s]
96%|███████████████████████████████████▌ | 71.4M/74.3M [01:02<00:02, 1.17MB/s]
96%|███████████████████████████████████▌ | 71.5M/74.3M [01:02<00:02, 1.14MB/s]
96%|███████████████████████████████████▋ | 71.6M/74.3M [01:02<00:02, 1.12MB/s]
97%|███████████████████████████████████▋ | 71.7M/74.3M [01:02<00:02, 1.12MB/s]
97%|███████████████████████████████████▊ | 71.8M/74.3M [01:02<00:02, 1.09MB/s]
97%|███████████████████████████████████▊ | 72.0M/74.3M [01:02<00:02, 1.07MB/s]
97%|███████████████████████████████████▉ | 72.1M/74.3M [01:03<00:01, 1.17MB/s]
97%|███████████████████████████████████▉ | 72.2M/74.3M [01:03<00:01, 1.14MB/s]
97%|████████████████████████████████████ | 72.4M/74.3M [01:03<00:01, 1.24MB/s]
98%|████████████████████████████████████▏| 72.5M/74.3M [01:03<00:01, 1.21MB/s]
98%|████████████████████████████████████▏| 72.6M/74.3M [01:03<00:01, 1.18MB/s]
98%|████████████████████████████████████▎| 72.8M/74.3M [01:03<00:01, 1.23MB/s]
98%|████████████████████████████████████▎| 72.9M/74.3M [01:03<00:01, 1.20MB/s]
98%|████████████████████████████████████▍| 73.0M/74.3M [01:03<00:01, 1.17MB/s]
99%|████████████████████████████████████▍| 73.2M/74.3M [01:03<00:00, 1.32MB/s]
99%|████████████████████████████████████▌| 73.3M/74.3M [01:04<00:00, 1.28MB/s]
99%|████████████████████████████████████▌| 73.5M/74.3M [01:04<00:00, 1.25MB/s]
99%|████████████████████████████████████▋| 73.6M/74.3M [01:04<00:00, 1.22MB/s]
99%|████████████████████████████████████▋| 73.7M/74.3M [01:04<00:00, 1.19MB/s]
99%|████████████████████████████████████▊| 73.9M/74.3M [01:04<00:00, 1.28MB/s]
100%|████████████████████████████████████▊| 74.0M/74.3M [01:04<00:00, 1.25MB/s]
100%|████████████████████████████████████▉| 74.1M/74.3M [01:04<00:00, 1.21MB/s]
100%|████████████████████████████████████▉| 74.3M/74.3M [01:04<00:00, 1.19MB/s]
0%| | 0.00/74.3M [00:00<?, ?B/s]
100%|██████████████████████████████████████| 74.3M/74.3M [00:00<00:00, 323GB/s]
CustomDataset3-WithinSession: 100%|██████████| 4/4 [03:03<00:00, 54.38s/it]
CustomDataset3-WithinSession: 100%|██████████| 4/4 [03:03<00:00, 45.89s/it]
score time samples ... n_sessions dataset pipeline
0 0.612500 0.367694 120.0 ... 1 CustomDataset3 MDM
1 0.605000 0.360520 120.0 ... 1 CustomDataset3 MDM
2 0.634851 2.177838 768.0 ... 1 CustomDataset3 MDM
3 0.514413 4.575572 1356.0 ... 1 CustomDataset3 MDM
[4 rows x 9 columns]
Total running time of the script: (3 minutes 4.761 seconds)
Estimated memory usage: 568 MB