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Evaluationplt.show() -plot filterbank csp vs csp

Total running time of the script: ( 0 minutes 16.711 seconds)

-

Estimated memory usage: 220 MB

+plot filterbank csp vs csp

Total running time of the script: ( 0 minutes 17.143 seconds)

+

Estimated memory usage: 391 MB

@@ -883,8 +883,8 @@

Load Best Model ParameterTotal running time of the script: ( 0 minutes 17.569 seconds)

-

Estimated memory usage: 66 MB

+

Total running time of the script: ( 0 minutes 18.064 seconds)

+

Estimated memory usage: 209 MB

@@ -906,7 +906,7 @@

Advanced MNE PipelineAdvanced MNE PipelineAdvanced MNE Pipeline @@ -970,7 +970,7 @@

Numpy-based PipelineNumpy-based PipelineNumpy-based Pipeline @@ -1024,8 +1024,8 @@

Combining Resultsplt.show() -Algorithm comparison

Total running time of the script: ( 0 minutes 48.374 seconds)

-

Estimated memory usage: 125 MB

+Algorithm comparison

Total running time of the script: ( 0 minutes 48.917 seconds)

+

Estimated memory usage: 321 MB

-plot select electrodes resample

Total running time of the script: ( 0 minutes 47.561 seconds)

-

Estimated memory usage: 216 MB

+plot select electrodes resample

Total running time of the script: ( 0 minutes 49.017 seconds)

+

Estimated memory usage: 474 MB

-Algorithm comparison

Total running time of the script: ( 0 minutes 40.790 seconds)

-

Estimated memory usage: 66 MB

+Algorithm comparison

Total running time of the script: ( 0 minutes 46.779 seconds)

+

Estimated memory usage: 306 MB

-Errorbar shows Mean-CI across permutations

Total running time of the script: ( 2 minutes 1.411 seconds)

-

Estimated memory usage: 9 MB

+Errorbar shows Mean-CI across permutations

Total running time of the script: ( 2 minutes 1.887 seconds)

+

Estimated memory usage: 11 MB

-Errorbar shows Mean-CI across permutations

Total running time of the script: ( 0 minutes 40.820 seconds)

-

Estimated memory usage: 66 MB

+Errorbar shows Mean-CI across permutations

Total running time of the script: ( 0 minutes 39.831 seconds)

+

Estimated memory usage: 209 MB

-Errorbar shows Mean-CI across permutations

Total running time of the script: ( 1 minutes 10.161 seconds)

+Errorbar shows Mean-CI across permutations

Total running time of the script: ( 1 minutes 11.433 seconds)

Estimated memory usage: 9 MB

-
2024-10-18 20:50:53,167 INFO MainThread moabb.evaluations.base Processing dataset: Hinss2021
+
2024-10-24 08:51:29,775 INFO MainThread moabb.evaluations.base Processing dataset: Hinss2021
 
 Hinss2021-CrossSession:   0%|          | 0/2 [00:00<?, ?it/s]MNE_DATA is not already configured. It will be set to default location in the home directory - /home/runner/mne_data
 All datasets will be downloaded to this location, if anything is already downloaded, please move manually to this location
@@ -799,1561 +799,3255 @@ 

Run evaluation
Averaging the session performance:
                      score      time
 pipeline
-Cov+ElSel+TS+LDA  0.770303  1.782250
-ElSel+Cov+TS+LDA  0.736622  0.429593
-Xdawn+Cov+TS+LDA  0.658810  0.360877
+Cov+ElSel+TS+LDA  0.770303  1.758169
+ElSel+Cov+TS+LDA  0.736622  0.422598
+Xdawn+Cov+TS+LDA  0.658810  0.378571
 

@@ -2421,8 +4115,8 @@

Key Observations:Total running time of the script: ( 2 minutes 39.148 seconds)

-

Estimated memory usage: 538 MB

+

Total running time of the script: ( 3 minutes 38.625 seconds)

+

Estimated memory usage: 580 MB

-

Total running time of the script: ( 0 minutes 31.280 seconds)

-

Estimated memory usage: 297 MB

+

Total running time of the script: ( 0 minutes 32.384 seconds)

+

Estimated memory usage: 325 MB

-
BNCI2014-001-WithinSession:   0%|          | 0/2 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:279: UserWarning: warnEpochs <Epochs | 24 events (all good), 2 – 6 s (baseline off), ~4.1 MB, data loaded,
+
BNCI2014-001-WithinSession:   0%|          | 0/2 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/urllib3/connectionpool.py:1064: InsecureRequestWarning: Unverified HTTPS request is being made to host 'lampx.tugraz.at'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings
+  warnings.warn(
+
+
+  0%|                                              | 0.00/42.8M [00:00<?, ?B/s]
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+  4%|█▌                                   | 1.80M/42.8M [00:00<00:11, 3.72MB/s]
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+  8%|███▏                                 | 3.62M/42.8M [00:00<00:05, 7.26MB/s]
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+ 16%|█████▊                               | 6.72M/42.8M [00:01<00:02, 12.9MB/s]
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+ 23%|████████▎                            | 9.64M/42.8M [00:01<00:02, 16.2MB/s]
+
+ 30%|███████████                          | 12.8M/42.8M [00:01<00:01, 19.1MB/s]
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+ 37%|█████████████▌                       | 15.8M/42.8M [00:01<00:01, 20.6MB/s]
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+ 44%|████████████████▏                    | 18.7M/42.8M [00:01<00:01, 21.8MB/s]
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+ 51%|██████████████████▉                  | 21.8M/42.8M [00:01<00:00, 22.8MB/s]
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+ 58%|█████████████████████▍               | 24.8M/42.8M [00:01<00:00, 23.2MB/s]
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+ 65%|████████████████████████             | 27.8M/42.8M [00:01<00:00, 23.5MB/s]
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+ 72%|██████████████████████████▋          | 30.8M/42.8M [00:02<00:00, 24.0MB/s]
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+ 79%|█████████████████████████████▏       | 33.8M/42.8M [00:02<00:00, 23.9MB/s]
+
+ 86%|███████████████████████████████▋     | 36.7M/42.8M [00:02<00:00, 23.8MB/s]
+
+ 93%|██████████████████████████████████▎  | 39.8M/42.8M [00:02<00:00, 24.2MB/s]
+
+  0%|                                              | 0.00/42.8M [00:00<?, ?B/s]
+100%|██████████████████████████████████████| 42.8M/42.8M [00:00<00:00, 136GB/s]
+/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/urllib3/connectionpool.py:1064: InsecureRequestWarning: Unverified HTTPS request is being made to host 'lampx.tugraz.at'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings
+  warnings.warn(
+
+
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+ 36%|█████████████▎                       | 15.8M/43.8M [00:01<00:01, 20.7MB/s]
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+ 57%|█████████████████████                | 24.9M/43.8M [00:01<00:00, 23.3MB/s]
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+ 70%|█████████████████████████▉           | 30.7M/43.8M [00:02<00:00, 23.2MB/s]
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+ 83%|██████████████████████████████▊      | 36.5M/43.8M [00:02<00:00, 23.4MB/s]
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+ 90%|█████████████████████████████████▍   | 39.5M/43.8M [00:02<00:00, 23.7MB/s]
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+ 97%|███████████████████████████████████▊ | 42.4M/43.8M [00:02<00:00, 23.4MB/s]
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+100%|██████████████████████████████████████| 43.8M/43.8M [00:00<00:00, 128GB/s]
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:279: UserWarning: warnEpochs <Epochs | 24 events (all good), 2 – 6 s (baseline off), ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
@@ -840,7 +938,107 @@ 

Running the benchmarkRunning the benchmarkReferencesTotal running time of the script: ( 11 minutes 48.271 seconds)

-

Estimated memory usage: 3805 MB

+

Total running time of the script: ( 12 minutes 5.965 seconds)

+

Estimated memory usage: 3821 MB

The deep learning architectures implemented in MOABB using Braindecode are:

@@ -1470,8 +1482,8 @@

ReferencesTotal running time of the script: ( 3 minutes 0.438 seconds)

-

Estimated memory usage: 642 MB

+

Total running time of the script: ( 3 minutes 1.870 seconds)

+

Estimated memory usage: 562 MB

-

Total running time of the script: ( 1 minutes 38.185 seconds)

-

Estimated memory usage: 36 MB

+

Total running time of the script: ( 1 minutes 36.764 seconds)

+

Estimated memory usage: 233 MB

-plot cross session motor imagery

Total running time of the script: ( 0 minutes 12.747 seconds)

-

Estimated memory usage: 121 MB

+plot cross session motor imagery

Total running time of the script: ( 0 minutes 13.023 seconds)

+

Estimated memory usage: 307 MB

-dataset = Zhou2016, dataset = BNCI2014-001

Total running time of the script: ( 0 minutes 19.683 seconds)

-

Estimated memory usage: 113 MB

+dataset = Zhou2016, dataset = BNCI2014-001

Total running time of the script: ( 0 minutes 20.311 seconds)

+

Estimated memory usage: 266 MB

-plot cross subject ssvep

Total running time of the script: ( 0 minutes 22.026 seconds)

-

Estimated memory usage: 11 MB

+plot cross subject ssvep

Total running time of the script: ( 0 minutes 29.945 seconds)

+

Estimated memory usage: 10 MB

-
Using array cache: 0.36 seconds
+
Using array cache: 0.32 seconds
 Using epochs cache: 0.51 seconds
-Using raw cache: 0.84 seconds
-Without cache: 2.41 seconds
+Using raw cache: 0.76 seconds
+Without cache: 2.62 seconds
 

As you can see, using a raw cache is more than 5 times faster than @@ -980,8 +980,8 @@

Cleanup

-

Total running time of the script: ( 0 minutes 17.744 seconds)

-

Estimated memory usage: 614 MB

+

Total running time of the script: ( 0 minutes 18.320 seconds)

+

Estimated memory usage: 763 MB

-

Total running time of the script: ( 0 minutes 34.367 seconds)

-

Estimated memory usage: 565 MB

+

Total running time of the script: ( 0 minutes 34.485 seconds)

+

Estimated memory usage: 681 MB

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