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a/docs/_images/sphx_glr_plot_within_session_ssvep_002.png b/docs/_images/sphx_glr_plot_within_session_ssvep_002.png index d3cb50b2e..641417355 100644 Binary files a/docs/_images/sphx_glr_plot_within_session_ssvep_002.png and b/docs/_images/sphx_glr_plot_within_session_ssvep_002.png differ diff --git a/docs/auto_examples/advanced_examples/plot_filterbank_csp_vs_csp.html b/docs/auto_examples/advanced_examples/plot_filterbank_csp_vs_csp.html index 46a856717..55c7399a5 100644 --- a/docs/auto_examples/advanced_examples/plot_filterbank_csp_vs_csp.html +++ b/docs/auto_examples/advanced_examples/plot_filterbank_csp_vs_csp.html @@ -827,7 +827,7 @@

Evaluationplt.show() -plot filterbank csp vs csp

Total running time of the script: ( 0 minutes 16.579 seconds)

-

Estimated memory usage: 297 MB

+plot filterbank csp vs csp

Total running time of the script: ( 0 minutes 16.492 seconds)

+

Estimated memory usage: 373 MB

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

Load Best Model ParameterTotal running time of the script: ( 0 minutes 17.489 seconds)

-

Estimated memory usage: 176 MB

+

Total running time of the script: ( 0 minutes 17.326 seconds)

+

Estimated memory usage: 244 MB

 @@ -908,7 +906,7 @@

Advanced MNE PipelineAdvanced MNE PipelineAdvanced MNE Pipeline @@ -972,7 +970,7 @@

Numpy-based PipelineNumpy-based PipelineNumpy-based Pipeline @@ -1026,8 +1024,8 @@

Combining Resultsplt.show() -Algorithm comparison

Total running time of the script: ( 0 minutes 49.157 seconds)

-

Estimated memory usage: 292 MB

+Algorithm comparison

Total running time of the script: ( 0 minutes 48.122 seconds)

+

Estimated memory usage: 350 MB

-plot select electrodes resample

Total running time of the script: ( 0 minutes 47.531 seconds)

-

Estimated memory usage: 411 MB

+plot select electrodes resample

Total running time of the script: ( 0 minutes 47.012 seconds)

+

Estimated memory usage: 456 MB

-Algorithm comparison

Total running time of the script: ( 0 minutes 50.610 seconds)

-

Estimated memory usage: 257 MB

+Algorithm comparison

Total running time of the script: ( 0 minutes 49.960 seconds)

+

Estimated memory usage: 324 MB

-Errorbar shows Mean-CI across permutations

Total running time of the script: ( 2 minutes 0.032 seconds)

+Errorbar shows Mean-CI across permutations

Total running time of the script: ( 2 minutes 0.088 seconds)

Estimated memory usage: 15 MB

-Errorbar shows Mean-CI across permutations

Total running time of the script: ( 0 minutes 39.517 seconds)

-

Estimated memory usage: 176 MB

+Errorbar shows Mean-CI across permutations

Total running time of the script: ( 0 minutes 40.358 seconds)

+

Estimated memory usage: 276 MB

-Errorbar shows Mean-CI across permutations

Total running time of the script: ( 1 minutes 11.503 seconds)

-

Estimated memory usage: 12 MB

+Errorbar shows Mean-CI across permutations

Total running time of the script: ( 1 minutes 10.504 seconds)

+

Estimated memory usage: 10 MB

-
2024-07-15 11:44:47,352 INFO MainThread moabb.evaluations.base Processing dataset: Hinss2021
+
2024-08-21 13:12:34,542 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
@@ -799,178 +799,154 @@ 
Run evaluation
Averaging the session performance:
                      score      time
 pipeline
-Cov+ElSel+TS+LDA  0.770303  1.775651
-ElSel+Cov+TS+LDA  0.736622  0.431360
-Xdawn+Cov+TS+LDA  0.658810  0.384399
+Cov+ElSel+TS+LDA  0.770303  1.786872
+ElSel+Cov+TS+LDA  0.736622  0.432571
+Xdawn+Cov+TS+LDA  0.658810  0.373837
 

 

 
@@ -1203,8 +3441,8 @@ 
Key Observations:Total running time of the script: ( 0 minutes  50.781 seconds)

-
Estimated memory usage:  626 MB

+
Total running time of the script: ( 3 minutes  35.629 seconds)

+
Estimated memory usage:  592 MB

 
-
Total running time of the script: ( 0 minutes  33.497 seconds)

-
Estimated memory usage:  259 MB

+
Total running time of the script: ( 0 minutes  30.932 seconds)

+
Estimated memory usage:  251 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:1063: 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]
+
+  0%|                                     | 8.19k/42.8M [00:00<13:00, 54.9kB/s]
+
+  0%|                                      | 32.8k/42.8M [00:00<06:00, 119kB/s]
+
+  0%|                                      | 96.3k/42.8M [00:00<02:46, 257kB/s]
+
+  0%|▏                                      | 209k/42.8M [00:00<01:34, 450kB/s]
+
+  1%|▍                                      | 432k/42.8M [00:00<00:51, 822kB/s]
+
+  2%|▊                                     | 889k/42.8M [00:00<00:26, 1.57MB/s]
+
+  4%|█▌                                   | 1.80M/42.8M [00:01<00:13, 3.03MB/s]
+
+  8%|███▏                                 | 3.62M/42.8M [00:01<00:06, 5.85MB/s]
+
+ 16%|█████▊                               | 6.70M/42.8M [00:01<00:03, 10.4MB/s]
+
+ 22%|████████▎                            | 9.59M/42.8M [00:01<00:02, 13.1MB/s]
+
+ 28%|██████████▍                          | 12.1M/42.8M [00:01<00:02, 14.2MB/s]
+
+ 35%|████████████▊                        | 14.8M/42.8M [00:01<00:01, 15.2MB/s]
+
+ 41%|███████████████▏                     | 17.5M/42.8M [00:01<00:01, 16.1MB/s]
+
+ 48%|█████████████████▌                   | 20.3M/42.8M [00:02<00:01, 16.9MB/s]
+
+ 54%|███████████████████▉                 | 23.1M/42.8M [00:02<00:01, 17.3MB/s]
+
+ 60%|██████████████████████▎              | 25.9M/42.8M [00:02<00:00, 17.5MB/s]
+
+ 67%|████████████████████████▊            | 28.7M/42.8M [00:02<00:00, 17.8MB/s]
+
+ 74%|███████████████████████████▎         | 31.6M/42.8M [00:02<00:00, 18.2MB/s]
+
+ 80%|█████████████████████████████▊       | 34.4M/42.8M [00:02<00:00, 18.5MB/s]
+
+ 87%|████████████████████████████████▎    | 37.3M/42.8M [00:03<00:00, 18.7MB/s]
+
+ 94%|██████████████████████████████████▊  | 40.3M/42.8M [00:03<00:00, 18.9MB/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:1063: 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%|                                              | 0.00/43.8M [00:00<?, ?B/s]
+
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+  8%|███                                  | 3.62M/43.8M [00:01<00:07, 5.70MB/s]
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+ 15%|█████▋                               | 6.74M/43.8M [00:01<00:03, 10.2MB/s]
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+ 22%|████████▏                            | 9.68M/43.8M [00:01<00:02, 12.9MB/s]
+
+ 28%|██████████▍                          | 12.4M/43.8M [00:01<00:02, 14.3MB/s]
+
+ 35%|████████████▉                        | 15.3M/43.8M [00:01<00:01, 15.6MB/s]
+
+ 41%|███████████████▎                     | 18.2M/43.8M [00:02<00:01, 16.5MB/s]
+
+ 48%|█████████████████▊                   | 21.1M/43.8M [00:02<00:01, 17.2MB/s]
+
+ 55%|████████████████████▎                | 24.0M/43.8M [00:02<00:01, 17.7MB/s]
+
+ 61%|██████████████████████▋              | 26.9M/43.8M [00:02<00:00, 17.9MB/s]
+
+ 68%|█████████████████████████▏           | 29.8M/43.8M [00:02<00:00, 18.3MB/s]
+
+ 75%|███████████████████████████▋         | 32.8M/43.8M [00:02<00:00, 18.5MB/s]
+
+ 82%|██████████████████████████████▎      | 35.8M/43.8M [00:02<00:00, 18.8MB/s]
+
+ 88%|████████████████████████████████▋    | 38.6M/43.8M [00:03<00:00, 18.5MB/s]
+
+ 95%|███████████████████████████████████▏ | 41.6M/43.8M [00:03<00:00, 18.8MB/s]
+
+  0%|                                              | 0.00/43.8M [00:00<?, ?B/s]
+100%|██████████████████████████████████████| 43.8M/43.8M [00:00<00:00, 191GB/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}")
@@ -769,6 +869,11 @@ 
Running the benchmarkRunning the benchmarkRunning the benchmarkRunning the benchmarkRunning the benchmarkRunning the benchmarkRunning the benchmarkRunning the benchmarkRunning the benchmarkRunning the benchmarkReferencesTotal running time of the script: ( 12 minutes  8.658 seconds)

-
Estimated memory usage:  4104 MB

+
Total running time of the script: ( 12 minutes  27.681 seconds)

+
Estimated memory usage:  4187 MB

 

 

-plot cross session motor imagery
Total running time of the script: ( 0 minutes  12.896 seconds)

-
Estimated memory usage:  257 MB

+plot cross session motor imagery
Total running time of the script: ( 0 minutes  12.839 seconds)

+
Estimated memory usage:  345 MB
-dataset = Zhou2016, dataset = BNCI2014-001

Total running time of the script: ( 0 minutes 20.324 seconds)

-

Estimated memory usage: 248 MB

+dataset = Zhou2016, dataset = BNCI2014-001

Total running time of the script: ( 0 minutes 20.094 seconds)

+

Estimated memory usage: 339 MB

-plot cross subject ssvep

Total running time of the script: ( 0 minutes 22.094 seconds)

-

Estimated memory usage: 18 MB

+plot cross subject ssvep

Total running time of the script: ( 0 minutes 22.681 seconds)

+

Estimated memory usage: 20 MB

-
Using array cache: 0.35 seconds
-Using epochs cache: 0.50 seconds
-Using raw cache: 0.79 seconds
+
Using array cache: 0.33 seconds
+Using epochs cache: 0.47 seconds
+Using raw cache: 0.81 seconds
 Without cache: 2.36 seconds
 

 

@@ -980,8 +980,8 @@ 
Cleanup
shutil.rmtree(temp_dir)
-

Total running time of the script: ( 0 minutes 17.901 seconds)

-

Estimated memory usage: 741 MB

+

Total running time of the script: ( 0 minutes 17.701 seconds)

+

Estimated memory usage: 819 MB

-

Total running time of the script: ( 0 minutes 34.987 seconds)

-

Estimated memory usage: 491 MB

+

Total running time of the script: ( 0 minutes 34.278 seconds)

+

Estimated memory usage: 586 MB