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z?DJlTi%ybeN^_EzRG1iU-I|%}OdtT(99TENCu?I>RF)K=aw$uniKYpKu8&n!R99E~ zpB8{dA}ZRpzdi<-Zc`Ibj<}7|OM@!G8xUBoA(MuP)uRm6A+A3rIy2PzAb)%PB!rz- zH1_M@f(~toHY8EA_oEa943|DnO-8nw>yZDYXy>fcm+Qi>g%6m5_iqSP6}1#fpPIk> EAJm%0@Bjb+ 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 5aadc08e7..1ca7e9fb8 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 16.759 seconds)

-

Estimated memory usage: 354 MB

+plot filterbank csp vs csp

Total running time of the script: ( 0 minutes 17.959 seconds)

+

Estimated memory usage: 391 MB

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

Load Best Model ParameterTotal running time of the script: ( 0 minutes 17.452 seconds)

-

Estimated memory usage: 239 MB

+

Total running time of the script: ( 0 minutes 18.299 seconds)

+

Estimated memory usage: 191 MB

@@ -902,7 +906,7 @@

Advanced MNE PipelineAdvanced MNE PipelineAdvanced MNE Pipeline @@ -966,7 +970,7 @@

Numpy-based PipelineNumpy-based PipelineNumpy-based Pipeline @@ -1020,8 +1024,8 @@

Combining Resultsplt.show() -Algorithm comparison

Total running time of the script: ( 0 minutes 48.560 seconds)

-

Estimated memory usage: 292 MB

+Algorithm comparison

Total running time of the script: ( 0 minutes 49.469 seconds)

+

Estimated memory usage: 308 MB

-plot select electrodes resample

Total running time of the script: ( 0 minutes 46.777 seconds)

-

Estimated memory usage: 414 MB

+plot select electrodes resample

Total running time of the script: ( 0 minutes 50.096 seconds)

+

Estimated memory usage: 408 MB

-Algorithm comparison

Total running time of the script: ( 0 minutes 41.446 seconds)

-

Estimated memory usage: 287 MB

+Algorithm comparison

Total running time of the script: ( 0 minutes 48.362 seconds)

+

Estimated memory usage: 294 MB

-Errorbar shows Mean-CI across permutations

Total running time of the script: ( 1 minutes 59.568 seconds)

+Errorbar shows Mean-CI across permutations

Total running time of the script: ( 2 minutes 3.394 seconds)

Estimated memory usage: 9 MB

-Errorbar shows Mean-CI across permutations

Total running time of the script: ( 0 minutes 39.454 seconds)

-

Estimated memory usage: 215 MB

+Errorbar shows Mean-CI across permutations

Total running time of the script: ( 0 minutes 40.007 seconds)

+

Estimated memory usage: 239 MB

-Errorbar shows Mean-CI across permutations

Total running time of the script: ( 1 minutes 10.631 seconds)

+Errorbar shows Mean-CI across permutations

Total running time of the script: ( 1 minutes 10.561 seconds)

Estimated memory usage: 9 MB

-
2024-09-27 14:20:38,324 INFO MainThread moabb.evaluations.base Processing dataset: Hinss2021
+
2024-10-18 16:59:19,003 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
@@ -799,152 +799,148 @@ 

Run evaluation
Averaging the session performance:
                      score      time
 pipeline
-Cov+ElSel+TS+LDA  0.770303  1.780716
-ElSel+Cov+TS+LDA  0.736622  0.433509
-Xdawn+Cov+TS+LDA  0.658810  0.339426
+Cov+ElSel+TS+LDA  0.770303  1.789952
+ElSel+Cov+TS+LDA  0.736622  0.426236
+Xdawn+Cov+TS+LDA  0.658810  0.362832
 

@@ -1167,8 +1203,8 @@

Key Observations:Total running time of the script: ( 0 minutes 49.257 seconds)

-

Estimated memory usage: 558 MB

+

Total running time of the script: ( 0 minutes 45.428 seconds)

+

Estimated memory usage: 467 MB

-

Total running time of the script: ( 0 minutes 33.685 seconds)

+

Total running time of the script: ( 0 minutes 29.196 seconds)

Estimated memory usage: 259 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]
+
+  0%|                                     | 8.19k/42.8M [00:00<10:38, 67.0kB/s]
+
+  0%|                                      | 32.8k/42.8M [00:00<04:55, 145kB/s]
+
+  0%|                                      | 96.3k/42.8M [00:00<02:16, 313kB/s]
+
+  0%|▏                                      | 209k/42.8M [00:00<01:17, 548kB/s]
+
+  1%|▍                                     | 432k/42.8M [00:00<00:42, 1.00MB/s]
+
+  2%|▊                                     | 889k/42.8M [00:00<00:21, 1.91MB/s]
+
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+
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+/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
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+/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}")
@@ -789,16 +889,6 @@ 

Running the benchmarkRunning the benchmarkRunning the benchmarkRunning the benchmarkReferencesTotal running time of the script: ( 12 minutes 1.291 seconds)

-

Estimated memory usage: 3805 MB

+

Total running time of the script: ( 12 minutes 31.078 seconds)

+

Estimated memory usage: 3826 MB

The deep learning architectures implemented in MOABB using Braindecode are:

@@ -1456,8 +1472,8 @@

ReferencesTotal running time of the script: ( 2 minutes 57.727 seconds)

-

Estimated memory usage: 643 MB

+

Total running time of the script: ( 3 minutes 2.442 seconds)

+

Estimated memory usage: 427 MB

-

Total running time of the script: ( 1 minutes 40.126 seconds)

+

Total running time of the script: ( 1 minutes 39.409 seconds)

Estimated memory usage: 189 MB

-plot cross session motor imagery

Total running time of the script: ( 0 minutes 12.799 seconds)

-

Estimated memory usage: 304 MB

+plot cross session motor imagery

Total running time of the script: ( 0 minutes 14.362 seconds)

+

Estimated memory usage: 291 MB

-dataset = Zhou2016, dataset = BNCI2014-001

Total running time of the script: ( 0 minutes 20.102 seconds)

-

Estimated memory usage: 271 MB

+dataset = Zhou2016, dataset = BNCI2014-001

Total running time of the script: ( 0 minutes 21.802 seconds)

+

Estimated memory usage: 303 MB

-plot cross subject ssvep

Total running time of the script: ( 0 minutes 30.560 seconds)

+plot cross subject ssvep

Total running time of the script: ( 0 minutes 21.662 seconds)

Estimated memory usage: 10 MB

-
Using array cache: 0.33 seconds
-Using epochs cache: 0.53 seconds
-Using raw cache: 0.85 seconds
-Without cache: 2.46 seconds
+
Using array cache: 0.35 seconds
+Using epochs cache: 0.54 seconds
+Using raw cache: 0.83 seconds
+Without cache: 2.58 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 18.040 seconds)

-

Estimated memory usage: 726 MB

+

Total running time of the script: ( 0 minutes 19.653 seconds)

+

Estimated memory usage: 724 MB

-

Total running time of the script: ( 0 minutes 34.815 seconds)

-

Estimated memory usage: 679 MB

+

Total running time of the script: ( 0 minutes 38.778 seconds)

+

Estimated memory usage: 758 MB

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