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)
CustomDataset3-WithinSession: 0%| | 0/4 [00:00<?, ?it/s]No hdf5_path provided, models will not be saved.
CustomDataset3-WithinSession: 25%|██▌ | 1/4 [00:57<02:51, 57.14s/it]No hdf5_path provided, models will not be saved.
CustomDataset3-WithinSession: 50%|█████ | 2/4 [01:52<01:52, 56.35s/it]
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91%|██████████████████████████████████▍ | 42.1M/46.4M [01:02<00:05, 745kB/s]
91%|██████████████████████████████████▌ | 42.2M/46.4M [01:02<00:05, 788kB/s]
91%|██████████████████████████████████▋ | 42.4M/46.4M [01:02<00:05, 761kB/s]
92%|██████████████████████████████████▊ | 42.5M/46.4M [01:02<00:04, 802kB/s]
92%|██████████████████████████████████▉ | 42.7M/46.4M [01:03<00:04, 830kB/s]
92%|███████████████████████████████████ | 42.7M/46.4M [01:03<00:04, 759kB/s]
92%|███████████████████████████████████ | 42.8M/46.4M [01:03<00:05, 681kB/s]
92%|███████████████████████████████████▏ | 42.9M/46.4M [01:03<00:05, 656kB/s]
93%|███████████████████████████████████▏ | 43.0M/46.4M [01:03<00:05, 609kB/s]
93%|███████████████████████████████████▎ | 43.1M/46.4M [01:03<00:05, 606kB/s]
93%|███████████████████████████████████▍ | 43.3M/46.4M [01:04<00:03, 780kB/s]
94%|███████████████████████████████████▌ | 43.5M/46.4M [01:04<00:03, 815kB/s]
94%|███████████████████████████████████▋ | 43.6M/46.4M [01:04<00:03, 808kB/s]
94%|███████████████████████████████████▊ | 43.7M/46.4M [01:04<00:03, 745kB/s]
94%|███████████████████████████████████▊ | 43.8M/46.4M [01:04<00:03, 669kB/s]
95%|███████████████████████████████████▉ | 43.9M/46.4M [01:04<00:03, 677kB/s]
95%|████████████████████████████████████ | 44.0M/46.4M [01:05<00:03, 653kB/s]
95%|████████████████████████████████████ | 44.1M/46.4M [01:05<00:03, 607kB/s]
95%|████████████████████████████████████▏ | 44.2M/46.4M [01:05<00:03, 692kB/s]
95%|████████████████████████████████████▎ | 44.3M/46.4M [01:05<00:03, 662kB/s]
96%|████████████████████████████████████▎ | 44.4M/46.4M [01:05<00:03, 613kB/s]
96%|████████████████████████████████████▍ | 44.5M/46.4M [01:05<00:03, 578kB/s]
96%|████████████████████████████████████▍ | 44.5M/46.4M [01:06<00:03, 554kB/s]
96%|████████████████████████████████████▌ | 44.6M/46.4M [01:06<00:03, 567kB/s]
96%|████████████████████████████████████▋ | 44.7M/46.4M [01:06<00:02, 576kB/s]
97%|████████████████████████████████████▊ | 44.9M/46.4M [01:06<00:02, 669kB/s]
97%|████████████████████████████████████▊ | 45.0M/46.4M [01:06<00:02, 618kB/s]
97%|████████████████████████████████████▉ | 45.1M/46.4M [01:06<00:02, 581kB/s]
97%|█████████████████████████████████████ | 45.2M/46.4M [01:06<00:01, 674kB/s]
98%|█████████████████████████████████████ | 45.3M/46.4M [01:07<00:01, 595kB/s]
98%|█████████████████████████████████████▏| 45.4M/46.4M [01:07<00:01, 679kB/s]
98%|█████████████████████████████████████▎| 45.5M/46.4M [01:07<00:01, 654kB/s]
98%|█████████████████████████████████████▎| 45.6M/46.4M [01:07<00:01, 696kB/s]
99%|█████████████████████████████████████▍| 45.8M/46.4M [01:07<00:00, 694kB/s]
99%|█████████████████████████████████████▌| 45.9M/46.4M [01:07<00:00, 723kB/s]
99%|█████████████████████████████████████▋| 46.0M/46.4M [01:08<00:00, 655kB/s]
99%|█████████████████████████████████████▋| 46.1M/46.4M [01:08<00:00, 606kB/s]
99%|█████████████████████████████████████▊| 46.2M/46.4M [01:08<00:00, 603kB/s]
100%|█████████████████████████████████████▉| 46.3M/46.4M [01:08<00:00, 690kB/s]
100%|█████████████████████████████████████▉| 46.4M/46.4M [01:08<00:00, 632kB/s]
0%| | 0.00/46.4M [00:00<?, ?B/s]
100%|██████████████████████████████████████| 46.4M/46.4M [00:00<00:00, 218GB/s]
No hdf5_path provided, models will not be saved.
CustomDataset3-WithinSession: 75%|███████▌ | 3/4 [03:14<01:08, 68.03s/it]
0%| | 0.00/74.3M [00:00<?, ?B/s]
0%| | 15.4k/74.3M [00:00<15:10, 81.5kB/s]
0%| | 48.1k/74.3M [00:00<08:25, 147kB/s]
0%| | 100k/74.3M [00:00<05:33, 222kB/s]
0%| | 219k/74.3M [00:00<02:58, 414kB/s]
0%|▏ | 313k/74.3M [00:00<02:37, 470kB/s]
1%|▏ | 407k/74.3M [00:01<02:27, 502kB/s]
1%|▎ | 488k/74.3M [00:01<02:27, 500kB/s]
1%|▎ | 570k/74.3M [00:01<02:27, 498kB/s]
1%|▎ | 685k/74.3M [00:01<02:11, 559kB/s]
1%|▍ | 831k/74.3M [00:01<01:51, 659kB/s]
1%|▍ | 913k/74.3M [00:01<02:00, 609kB/s]
1%|▌ | 1.04M/74.3M [00:02<01:50, 665kB/s]
2%|▌ | 1.13M/74.3M [00:02<01:59, 614kB/s]
2%|▌ | 1.21M/74.3M [00:02<02:06, 578kB/s]
2%|▋ | 1.36M/74.3M [00:02<01:48, 672kB/s]
2%|▊ | 1.47M/74.3M [00:02<01:47, 676kB/s]
2%|▊ | 1.60M/74.3M [00:02<01:42, 709kB/s]
2%|▊ | 1.68M/74.3M [00:03<01:52, 645kB/s]
2%|▉ | 1.81M/74.3M [00:03<01:45, 689kB/s]
3%|▉ | 1.91M/74.3M [00:03<01:49, 658kB/s]
3%|█ | 2.06M/74.3M [00:03<01:39, 727kB/s]
3%|█ | 2.16M/74.3M [00:03<01:44, 687kB/s]
3%|█▏ | 2.24M/74.3M [00:03<01:54, 629kB/s]
3%|█▏ | 2.39M/74.3M [00:03<01:41, 708kB/s]
3%|█▎ | 2.48M/74.3M [00:04<01:46, 671kB/s]
3%|█▎ | 2.57M/74.3M [00:04<01:56, 618kB/s]
4%|█▍ | 2.70M/74.3M [00:04<01:46, 670kB/s]
4%|█▍ | 2.83M/74.3M [00:04<01:41, 706kB/s]
4%|█▌ | 2.97M/74.3M [00:04<01:33, 759kB/s]
4%|█▌ | 3.09M/74.3M [00:04<01:36, 739kB/s]
4%|█▌ | 3.16M/74.3M [00:05<01:48, 654kB/s]
4%|█▋ | 3.24M/74.3M [00:05<02:00, 590kB/s]
5%|█▋ | 3.35M/74.3M [00:05<01:54, 621kB/s]
5%|█▊ | 3.48M/74.3M [00:05<01:45, 670kB/s]
5%|█▊ | 3.56M/74.3M [00:05<01:54, 617kB/s]
5%|█▉ | 3.69M/74.3M [00:05<01:45, 668kB/s]
5%|█▉ | 3.79M/74.3M [00:06<01:49, 643kB/s]
5%|█▉ | 3.87M/74.3M [00:06<01:57, 599kB/s]
5%|██ | 3.96M/74.3M [00:06<02:03, 568kB/s]
6%|██ | 4.10M/74.3M [00:06<01:45, 663kB/s]
6%|██▏ | 4.20M/74.3M [00:06<01:49, 641kB/s]
6%|██▏ | 4.33M/74.3M [00:06<01:42, 685kB/s]
6%|██▎ | 4.48M/74.3M [00:07<01:33, 746kB/s]
6%|██▎ | 4.61M/74.3M [00:07<01:32, 757kB/s]
6%|██▍ | 4.69M/74.3M [00:07<01:42, 679kB/s]
6%|██▍ | 4.77M/74.3M [00:07<01:51, 624kB/s]
7%|██▌ | 4.92M/74.3M [00:07<01:38, 704kB/s]
7%|██▌ | 5.00M/74.3M [00:07<01:47, 642kB/s]
7%|██▋ | 5.13M/74.3M [00:08<01:40, 685kB/s]
7%|██▋ | 5.28M/74.3M [00:08<01:32, 746kB/s]
7%|██▊ | 5.39M/74.3M [00:08<01:34, 730kB/s]
7%|██▊ | 5.49M/74.3M [00:08<01:39, 689kB/s]
8%|██▉ | 5.64M/74.3M [00:08<01:31, 748kB/s]
8%|██▉ | 5.72M/74.3M [00:08<01:42, 672kB/s]
8%|██▉ | 5.85M/74.3M [00:09<01:36, 708kB/s]
8%|███ | 5.93M/74.3M [00:09<01:46, 644kB/s]
8%|███ | 6.03M/74.3M [00:09<01:48, 629kB/s]
8%|███▏ | 6.11M/74.3M [00:09<01:56, 587kB/s]
8%|███▏ | 6.26M/74.3M [00:09<01:40, 679kB/s]
9%|███▎ | 6.38M/74.3M [00:09<01:39, 681kB/s]
9%|███▎ | 6.51M/74.3M [00:10<01:34, 714kB/s]
9%|███▍ | 6.60M/74.3M [00:10<01:39, 678kB/s]
9%|███▍ | 6.70M/74.3M [00:10<01:43, 651kB/s]
9%|███▌ | 6.85M/74.3M [00:10<01:33, 723kB/s]
9%|███▌ | 6.98M/74.3M [00:10<01:30, 744kB/s]
10%|███▋ | 7.10M/74.3M [00:10<01:32, 729kB/s]
10%|███▋ | 7.18M/74.3M [00:11<01:42, 657kB/s]
10%|███▋ | 7.27M/74.3M [00:11<01:45, 638kB/s]
10%|███▊ | 7.37M/74.3M [00:11<01:47, 625kB/s]
10%|███▊ | 7.45M/74.3M [00:11<01:54, 586kB/s]
10%|███▊ | 7.54M/74.3M [00:11<01:59, 558kB/s]
10%|███▉ | 7.62M/74.3M [00:11<02:03, 540kB/s]
10%|███▉ | 7.70M/74.3M [00:12<02:06, 525kB/s]
11%|███▉ | 7.81M/74.3M [00:12<01:55, 574kB/s]
11%|████ | 7.90M/74.3M [00:12<02:00, 550kB/s]
11%|████ | 8.04M/74.3M [00:12<01:41, 652kB/s]
11%|████▏ | 8.13M/74.3M [00:12<01:49, 605kB/s]
11%|████▏ | 8.21M/74.3M [00:12<01:55, 570kB/s]
11%|████▎ | 8.35M/74.3M [00:13<01:38, 666kB/s]
11%|████▎ | 8.50M/74.3M [00:13<01:29, 734kB/s]
12%|████▍ | 8.65M/74.3M [00:13<01:24, 779kB/s]
12%|████▍ | 8.78M/74.3M [00:13<01:23, 781kB/s]
12%|████▌ | 8.89M/74.3M [00:13<01:26, 755kB/s]
12%|████▌ | 8.97M/74.3M [00:13<01:38, 664kB/s]
12%|████▋ | 9.06M/74.3M [00:14<01:44, 625kB/s]
12%|████▋ | 9.14M/74.3M [00:14<01:51, 587kB/s]
12%|████▋ | 9.22M/74.3M [00:14<01:56, 559kB/s]
13%|████▊ | 9.33M/74.3M [00:14<01:48, 597kB/s]
13%|████▊ | 9.43M/74.3M [00:14<01:49, 593kB/s]
13%|████▉ | 9.55M/74.3M [00:14<01:43, 623kB/s]
13%|████▉ | 9.70M/74.3M [00:15<01:31, 702kB/s]
13%|█████ | 9.84M/74.3M [00:15<01:25, 757kB/s]
13%|█████ | 9.94M/74.3M [00:15<01:30, 708kB/s]
14%|█████▏ | 10.1M/74.3M [00:15<01:31, 703kB/s]
14%|█████▏ | 10.1M/74.3M [00:15<01:40, 641kB/s]
14%|█████▎ | 10.3M/74.3M [00:15<01:29, 715kB/s]
14%|█████▎ | 10.4M/74.3M [00:16<01:41, 630kB/s]
14%|█████▎ | 10.5M/74.3M [00:16<01:35, 666kB/s]
14%|█████▍ | 10.6M/74.3M [00:16<01:26, 734kB/s]
14%|█████▍ | 10.7M/74.3M [00:16<01:35, 663kB/s]
15%|█████▌ | 10.9M/74.3M [00:16<01:26, 729kB/s]
15%|█████▌ | 10.9M/74.3M [00:16<01:36, 659kB/s]
15%|█████▋ | 11.0M/74.3M [00:17<01:43, 609kB/s]
15%|█████▋ | 11.1M/74.3M [00:17<01:44, 605kB/s]
15%|█████▋ | 11.2M/74.3M [00:17<01:50, 572kB/s]
15%|█████▊ | 11.3M/74.3M [00:17<01:54, 549kB/s]
15%|█████▊ | 11.4M/74.3M [00:17<01:58, 533kB/s]
15%|█████▉ | 11.5M/74.3M [00:17<01:38, 639kB/s]
16%|█████▉ | 11.6M/74.3M [00:18<01:50, 566kB/s]
16%|█████▉ | 11.7M/74.3M [00:18<01:38, 634kB/s]
16%|██████ | 11.8M/74.3M [00:18<01:45, 593kB/s]
16%|██████ | 11.9M/74.3M [00:18<01:31, 680kB/s]
16%|██████▏ | 12.1M/74.3M [00:18<01:27, 713kB/s]
16%|██████▏ | 12.2M/74.3M [00:18<01:31, 677kB/s]
16%|██████▎ | 12.2M/74.3M [00:19<01:39, 623kB/s]
17%|██████▎ | 12.3M/74.3M [00:19<01:40, 614kB/s]
17%|██████▎ | 12.4M/74.3M [00:19<01:46, 578kB/s]
17%|██████▍ | 12.5M/74.3M [00:19<01:46, 581kB/s]
17%|██████▍ | 12.6M/74.3M [00:19<01:45, 585kB/s]
17%|██████▌ | 12.8M/74.3M [00:19<01:30, 676kB/s]
17%|██████▌ | 12.9M/74.3M [00:20<01:22, 740kB/s]
17%|██████▋ | 13.0M/74.3M [00:20<01:33, 652kB/s]
18%|██████▋ | 13.1M/74.3M [00:20<01:44, 584kB/s]
18%|██████▊ | 13.2M/74.3M [00:20<01:30, 675kB/s]
18%|██████▊ | 13.3M/74.3M [00:20<01:38, 622kB/s]
18%|██████▊ | 13.4M/74.3M [00:20<01:44, 584kB/s]
18%|██████▉ | 13.5M/74.3M [00:21<01:49, 555kB/s]
18%|██████▉ | 13.6M/74.3M [00:21<01:32, 654kB/s]
18%|███████ | 13.7M/74.3M [00:21<01:27, 695kB/s]
19%|███████ | 13.8M/74.3M [00:21<01:35, 635kB/s]
19%|███████ | 13.9M/74.3M [00:21<01:41, 593kB/s]
19%|███████▏ | 14.0M/74.3M [00:21<01:32, 648kB/s]
19%|███████▏ | 14.1M/74.3M [00:22<01:30, 662kB/s]
19%|███████▎ | 14.2M/74.3M [00:22<01:33, 642kB/s]
19%|███████▎ | 14.4M/74.3M [00:22<01:27, 687kB/s]
19%|███████▍ | 14.5M/74.3M [00:22<01:35, 629kB/s]
20%|███████▍ | 14.6M/74.3M [00:22<01:24, 706kB/s]
20%|███████▌ | 14.7M/74.3M [00:22<01:32, 643kB/s]
20%|███████▌ | 14.8M/74.3M [00:23<01:26, 687kB/s]
20%|███████▋ | 14.9M/74.3M [00:23<01:30, 657kB/s]
20%|███████▋ | 15.1M/74.3M [00:23<01:21, 727kB/s]
20%|███████▋ | 15.1M/74.3M [00:23<01:31, 643kB/s]
21%|███████▊ | 15.3M/74.3M [00:23<01:24, 701kB/s]
21%|███████▊ | 15.4M/74.3M [00:23<01:32, 639kB/s]
21%|███████▉ | 15.5M/74.3M [00:24<01:34, 626kB/s]
21%|███████▉ | 15.5M/74.3M [00:24<01:45, 556kB/s]
21%|████████ | 15.7M/74.3M [00:24<01:29, 655kB/s]
21%|████████ | 15.7M/74.3M [00:24<01:41, 577kB/s]
21%|████████ | 15.9M/74.3M [00:24<01:27, 669kB/s]
22%|████████▏ | 16.0M/74.3M [00:24<01:30, 646kB/s]
22%|████████▏ | 16.1M/74.3M [00:25<01:24, 690kB/s]
22%|████████▎ | 16.3M/74.3M [00:25<01:18, 743kB/s]
22%|████████▍ | 16.4M/74.3M [00:25<01:13, 786kB/s]
22%|████████▍ | 16.5M/74.3M [00:25<01:22, 699kB/s]
22%|████████▌ | 16.6M/74.3M [00:25<01:16, 755kB/s]
22%|████████▌ | 16.7M/74.3M [00:25<01:25, 676kB/s]
23%|████████▌ | 16.8M/74.3M [00:26<01:32, 622kB/s]
23%|████████▋ | 16.9M/74.3M [00:26<01:25, 673kB/s]
23%|████████▋ | 17.1M/74.3M [00:26<01:17, 737kB/s]
23%|████████▊ | 17.2M/74.3M [00:26<01:25, 665kB/s]
23%|████████▊ | 17.3M/74.3M [00:26<01:12, 788kB/s]
24%|████████▉ | 17.5M/74.3M [00:26<01:12, 789kB/s]
24%|█████████ | 17.6M/74.3M [00:27<01:09, 819kB/s]
24%|█████████ | 17.7M/74.3M [00:27<01:09, 808kB/s]
24%|█████████▏ | 17.9M/74.3M [00:27<01:10, 803kB/s]
24%|█████████▏ | 18.0M/74.3M [00:27<01:07, 829kB/s]
24%|█████████▎ | 18.1M/74.3M [00:27<01:16, 730kB/s]
25%|█████████▎ | 18.2M/74.3M [00:27<01:15, 745kB/s]
25%|█████████▍ | 18.4M/74.3M [00:28<01:11, 786kB/s]
25%|█████████▍ | 18.5M/74.3M [00:28<01:19, 699kB/s]
25%|█████████▍ | 18.5M/74.3M [00:28<01:27, 638kB/s]
25%|█████████▌ | 18.6M/74.3M [00:28<01:33, 595kB/s]
25%|█████████▌ | 18.7M/74.3M [00:28<01:33, 594kB/s]
25%|█████████▋ | 18.8M/74.3M [00:28<01:33, 592kB/s]
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82%|███████████████████████████████▎ | 61.1M/74.3M [01:33<00:16, 793kB/s]
82%|███████████████████████████████▎ | 61.2M/74.3M [01:33<00:17, 763kB/s]
83%|███████████████████████████████▍ | 61.4M/74.3M [01:33<00:16, 772kB/s]
83%|███████████████████████████████▍ | 61.5M/74.3M [01:33<00:14, 868kB/s]
83%|███████████████████████████████▌ | 61.7M/74.3M [01:34<00:15, 814kB/s]
83%|███████████████████████████████▋ | 61.8M/74.3M [01:34<00:14, 867kB/s]
83%|███████████████████████████████▋ | 62.0M/74.3M [01:34<00:14, 875kB/s]
84%|███████████████████████████████▊ | 62.1M/74.3M [01:34<00:15, 791kB/s]
84%|███████████████████████████████▊ | 62.2M/74.3M [01:34<00:14, 820kB/s]
84%|███████████████████████████████▉ | 62.3M/74.3M [01:34<00:15, 782kB/s]
84%|███████████████████████████████▉ | 62.4M/74.3M [01:35<00:17, 696kB/s]
84%|███████████████████████████████▉ | 62.5M/74.3M [01:35<00:17, 666kB/s]
84%|████████████████████████████████ | 62.6M/74.3M [01:35<00:18, 615kB/s]
84%|████████████████████████████████ | 62.7M/74.3M [01:35<00:19, 607kB/s]
85%|████████████████████████████████▏ | 62.8M/74.3M [01:35<00:19, 603kB/s]
85%|████████████████████████████████▏ | 62.9M/74.3M [01:35<00:18, 631kB/s]
85%|████████████████████████████████▏ | 63.0M/74.3M [01:36<00:17, 650kB/s]
85%|████████████████████████████████▎ | 63.2M/74.3M [01:36<00:16, 693kB/s]
85%|████████████████████████████████▎ | 63.2M/74.3M [01:36<00:16, 662kB/s]
85%|████████████████████████████████▍ | 63.4M/74.3M [01:36<00:16, 672kB/s]
85%|████████████████████████████████▍ | 63.5M/74.3M [01:36<00:15, 678kB/s]
86%|████████████████████████████████▌ | 63.6M/74.3M [01:36<00:15, 683kB/s]
86%|████████████████████████████████▌ | 63.7M/74.3M [01:37<00:16, 656kB/s]
86%|████████████████████████████████▋ | 63.8M/74.3M [01:37<00:15, 665kB/s]
86%|████████████████████████████████▋ | 63.9M/74.3M [01:37<00:15, 675kB/s]
86%|████████████████████████████████▊ | 64.0M/74.3M [01:37<00:15, 650kB/s]
86%|████████████████████████████████▊ | 64.1M/74.3M [01:37<00:16, 633kB/s]
86%|████████████████████████████████▊ | 64.2M/74.3M [01:37<00:17, 592kB/s]
87%|████████████████████████████████▉ | 64.3M/74.3M [01:38<00:17, 561kB/s]
87%|████████████████████████████████▉ | 64.4M/74.3M [01:38<00:17, 572kB/s]
87%|████████████████████████████████▉ | 64.5M/74.3M [01:38<00:16, 608kB/s]
87%|█████████████████████████████████ | 64.6M/74.3M [01:38<00:16, 604kB/s]
87%|█████████████████████████████████ | 64.7M/74.3M [01:38<00:15, 631kB/s]
87%|█████████████████████████████████▏ | 64.8M/74.3M [01:38<00:14, 646kB/s]
87%|█████████████████████████████████▏ | 64.9M/74.3M [01:39<00:14, 631kB/s]
88%|█████████████████████████████████▎ | 65.0M/74.3M [01:39<00:13, 677kB/s]
88%|█████████████████████████████████▎ | 65.1M/74.3M [01:39<00:14, 623kB/s]
88%|█████████████████████████████████▎ | 65.2M/74.3M [01:39<00:15, 585kB/s]
88%|█████████████████████████████████▍ | 65.3M/74.3M [01:39<00:14, 617kB/s]
88%|█████████████████████████████████▍ | 65.4M/74.3M [01:39<00:14, 610kB/s]
88%|█████████████████████████████████▌ | 65.5M/74.3M [01:40<00:14, 606kB/s]
88%|█████████████████████████████████▌ | 65.6M/74.3M [01:40<00:14, 602kB/s]
89%|█████████████████████████████████▋ | 65.7M/74.3M [01:40<00:13, 630kB/s]
89%|█████████████████████████████████▋ | 65.8M/74.3M [01:40<00:13, 647kB/s]
89%|█████████████████████████████████▋ | 65.9M/74.3M [01:40<00:13, 631kB/s]
89%|█████████████████████████████████▊ | 66.0M/74.3M [01:40<00:13, 620kB/s]
89%|█████████████████████████████████▊ | 66.2M/74.3M [01:41<00:12, 642kB/s]
89%|█████████████████████████████████▉ | 66.3M/74.3M [01:41<00:12, 658kB/s]
89%|█████████████████████████████████▉ | 66.4M/74.3M [01:41<00:12, 637kB/s]
90%|██████████████████████████████████ | 66.6M/74.3M [01:41<00:08, 921kB/s]
90%|██████████████████████████████████▏ | 66.7M/74.3M [01:41<00:08, 846kB/s]
90%|██████████████████████████████████▏ | 66.9M/74.3M [01:41<00:08, 828kB/s]
90%|██████████████████████████████████▎ | 67.0M/74.3M [01:42<00:09, 759kB/s]
90%|██████████████████████████████████▎ | 67.1M/74.3M [01:42<00:09, 740kB/s]
90%|██████████████████████████████████▎ | 67.2M/74.3M [01:42<00:10, 665kB/s]
91%|██████████████████████████████████▍ | 67.3M/74.3M [01:42<00:10, 674kB/s]
91%|██████████████████████████████████▍ | 67.4M/74.3M [01:42<00:10, 650kB/s]
91%|██████████████████████████████████▌ | 67.5M/74.3M [01:42<00:10, 632kB/s]
91%|██████████████████████████████████▌ | 67.6M/74.3M [01:43<00:11, 591kB/s]
91%|██████████████████████████████████▋ | 67.7M/74.3M [01:43<00:08, 740kB/s]
91%|██████████████████████████████████▋ | 67.9M/74.3M [01:43<00:08, 756kB/s]
92%|██████████████████████████████████▊ | 68.0M/74.3M [01:43<00:09, 676kB/s]
92%|██████████████████████████████████▊ | 68.1M/74.3M [01:43<00:09, 651kB/s]
92%|██████████████████████████████████▊ | 68.1M/74.3M [01:43<00:10, 604kB/s]
92%|██████████████████████████████████▉ | 68.3M/74.3M [01:44<00:08, 720kB/s]
92%|███████████████████████████████████ | 68.4M/74.3M [01:44<00:07, 742kB/s]
92%|███████████████████████████████████ | 68.5M/74.3M [01:44<00:08, 665kB/s]
92%|███████████████████████████████████ | 68.6M/74.3M [01:44<00:08, 675kB/s]
93%|███████████████████████████████████▏ | 68.8M/74.3M [01:44<00:07, 739kB/s]
93%|███████████████████████████████████▏ | 68.9M/74.3M [01:44<00:07, 726kB/s]
93%|███████████████████████████████████▎ | 69.0M/74.3M [01:45<00:07, 685kB/s]
93%|███████████████████████████████████▎ | 69.1M/74.3M [01:45<00:07, 655kB/s]
93%|███████████████████████████████████▍ | 69.2M/74.3M [01:45<00:08, 607kB/s]
93%|███████████████████████████████████▍ | 69.3M/74.3M [01:45<00:08, 603kB/s]
93%|███████████████████████████████████▍ | 69.4M/74.3M [01:45<00:08, 601kB/s]
94%|███████████████████████████████████▌ | 69.4M/74.3M [01:45<00:08, 570kB/s]
94%|███████████████████████████████████▌ | 69.5M/74.3M [01:46<00:08, 575kB/s]
94%|███████████████████████████████████▋ | 69.6M/74.3M [01:46<00:07, 581kB/s]
94%|███████████████████████████████████▋ | 69.8M/74.3M [01:46<00:06, 674kB/s]
94%|███████████████████████████████████▊ | 69.9M/74.3M [01:46<00:06, 680kB/s]
94%|███████████████████████████████████▊ | 70.0M/74.3M [01:46<00:06, 655kB/s]
94%|███████████████████████████████████▊ | 70.1M/74.3M [01:46<00:06, 634kB/s]
95%|███████████████████████████████████▉ | 70.2M/74.3M [01:47<00:06, 652kB/s]
95%|███████████████████████████████████▉ | 70.3M/74.3M [01:47<00:06, 605kB/s]
95%|████████████████████████████████████ | 70.4M/74.3M [01:47<00:06, 602kB/s]
95%|████████████████████████████████████ | 70.5M/74.3M [01:47<00:06, 598kB/s]
95%|████████████████████████████████████▏ | 70.6M/74.3M [01:47<00:05, 624kB/s]
95%|████████████████████████████████████▏ | 70.8M/74.3M [01:47<00:04, 705kB/s]
95%|████████████████████████████████████▎ | 70.9M/74.3M [01:48<00:04, 694kB/s]
96%|████████████████████████████████████▎ | 71.0M/74.3M [01:48<00:04, 694kB/s]
96%|████████████████████████████████████▎ | 71.1M/74.3M [01:48<00:05, 635kB/s]
96%|████████████████████████████████████▍ | 71.2M/74.3M [01:48<00:04, 622kB/s]
96%|████████████████████████████████████▍ | 71.2M/74.3M [01:48<00:05, 583kB/s]
96%|████████████████████████████████████▌ | 71.3M/74.3M [01:48<00:04, 587kB/s]
96%|████████████████████████████████████▌ | 71.4M/74.3M [01:49<00:05, 559kB/s]
96%|████████████████████████████████████▌ | 71.5M/74.3M [01:49<00:04, 570kB/s]
96%|████████████████████████████████████▋ | 71.6M/74.3M [01:49<00:04, 576kB/s]
97%|████████████████████████████████████▋ | 71.7M/74.3M [01:49<00:04, 551kB/s]
97%|████████████████████████████████████▋ | 71.8M/74.3M [01:49<00:04, 594kB/s]
97%|████████████████████████████████████▊ | 71.9M/74.3M [01:49<00:03, 594kB/s]
97%|████████████████████████████████████▊ | 72.0M/74.3M [01:49<00:03, 622kB/s]
97%|████████████████████████████████████▉ | 72.2M/74.3M [01:50<00:03, 674kB/s]
97%|████████████████████████████████████▉ | 72.3M/74.3M [01:50<00:02, 708kB/s]
97%|█████████████████████████████████████ | 72.4M/74.3M [01:50<00:02, 673kB/s]
98%|█████████████████████████████████████ | 72.5M/74.3M [01:50<00:02, 649kB/s]
98%|█████████████████████████████████████▏| 72.6M/74.3M [01:50<00:02, 604kB/s]
98%|█████████████████████████████████████▏| 72.7M/74.3M [01:50<00:02, 600kB/s]
98%|█████████████████████████████████████▏| 72.8M/74.3M [01:51<00:02, 594kB/s]
98%|█████████████████████████████████████▎| 72.9M/74.3M [01:51<00:02, 624kB/s]
98%|█████████████████████████████████████▎| 73.0M/74.3M [01:51<00:01, 644kB/s]
98%|█████████████████████████████████████▍| 73.1M/74.3M [01:51<00:01, 629kB/s]
99%|█████████████████████████████████████▍| 73.2M/74.3M [01:51<00:01, 618kB/s]
99%|█████████████████████████████████████▍| 73.3M/74.3M [01:51<00:01, 610kB/s]
99%|█████████████████████████████████████▌| 73.4M/74.3M [01:52<00:01, 574kB/s]
99%|█████████████████████████████████████▌| 73.5M/74.3M [01:52<00:01, 669kB/s]
99%|█████████████████████████████████████▋| 73.6M/74.3M [01:52<00:00, 706kB/s]
99%|█████████████████████████████████████▋| 73.8M/74.3M [01:52<00:00, 730kB/s]
99%|█████████████████████████████████████▊| 73.9M/74.3M [01:52<00:00, 660kB/s]
100%|█████████████████████████████████████▊| 74.0M/74.3M [01:52<00:00, 670kB/s]
100%|█████████████████████████████████████▉| 74.1M/74.3M [01:53<00:00, 677kB/s]
100%|█████████████████████████████████████▉| 74.2M/74.3M [01:53<00:00, 712kB/s]
0%| | 0.00/74.3M [00:00<?, ?B/s]
100%|██████████████████████████████████████| 74.3M/74.3M [00:00<00:00, 373GB/s]
No hdf5_path provided, models will not be saved.
CustomDataset3-WithinSession: 100%|██████████| 4/4 [05:33<00:00, 96.10s/it]
CustomDataset3-WithinSession: 100%|██████████| 4/4 [05:33<00:00, 83.50s/it]
score time samples ... n_sessions dataset pipeline
0 0.605000 0.325343 120.0 ... 1 CustomDataset3 MDM
1 0.562500 0.318190 120.0 ... 1 CustomDataset3 MDM
2 0.627019 2.068216 768.0 ... 1 CustomDataset3 MDM
3 0.548684 4.507165 1356.0 ... 1 CustomDataset3 MDM
[4 rows x 9 columns]
Total running time of the script: (5 minutes 34.615 seconds)
Estimated memory usage: 543 MB