Note
Go to the end to download the full example code or to run this example in your browser via Binder.
Minimal Tutorial#
Estimated reading time:1 minute
This is a minimal tutorial demonstrating how to use EEGDash with BrainDecode.
╭────────────────────── EEG 2025 Competition Data Notice ──────────────────────╮
│ This object loads the HBN dataset that has been preprocessed for the EEG │
│ Challenge: │
│ * Downsampled from 500Hz to 100Hz │
│ * Bandpass filtered (0.5-50 Hz) │
│ │
│ For full preprocessing applied for competition details, see: │
│ https://github.com/eeg2025/downsample-datasets │
│ │
│ The HBN dataset have some preprocessing applied by the HBN team: │
│ * Re-reference (Cz Channel) │
│ │
│ IMPORTANT: The data accessed via `EEGChallengeDataset` is NOT identical to │
│ what you get from EEGDashDataset directly. │
│ If you are participating in the competition, always use │
│ `EEGChallengeDataset` to ensure consistency with the challenge data. │
╰──────────────────────── Source: EEGChallengeDataset ─────────────────────────╯
/home/runner/work/EEGDash/EEGDash/.venv/lib/python3.11/site-packages/braindecode/preprocessing/preprocess.py:77: UserWarning: apply_on_array can only be True if fn is a callable function. Automatically correcting to apply_on_array=False.
warn(
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 24099 = 0.000 ... 240.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 23899 = 0.000 ... 238.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 23499 = 0.000 ... 234.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 42799 = 0.000 ... 427.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 64599 = 0.000 ... 645.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 23699 = 0.000 ... 236.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 42399 = 0.000 ... 423.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 67699 = 0.000 ... 676.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 23699 = 0.000 ... 236.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 72999 = 0.000 ... 729.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 28099 = 0.000 ... 280.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 30399 = 0.000 ... 303.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 45399 = 0.000 ... 453.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 25499 = 0.000 ... 254.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 70099 = 0.000 ... 700.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 25099 = 0.000 ... 250.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 90199 = 0.000 ... 901.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 42199 = 0.000 ... 421.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 34499 = 0.000 ... 344.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 27499 = 0.000 ... 274.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 44799 = 0.000 ... 447.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 39299 = 0.000 ... 392.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 28799 = 0.000 ... 287.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 44899 = 0.000 ... 448.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 64399 = 0.000 ... 643.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 23599 = 0.000 ... 235.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 45899 = 0.000 ... 458.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 19899 = 0.000 ... 198.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 28499 = 0.000 ... 284.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 36399 = 0.000 ... 363.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 33199 = 0.000 ... 331.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 23899 = 0.000 ... 238.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 73799 = 0.000 ... 737.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 65899 = 0.000 ... 658.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 25099 = 0.000 ... 250.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 24599 = 0.000 ... 245.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 68399 = 0.000 ... 683.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 41099 = 0.000 ... 410.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 87499 = 0.000 ... 874.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 27199 = 0.000 ... 271.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 20499 = 0.000 ... 204.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 28099 = 0.000 ... 280.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 76999 = 0.000 ... 769.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 25399 = 0.000 ... 253.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 34099 = 0.000 ... 340.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 32499 = 0.000 ... 324.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 24499 = 0.000 ... 244.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 31299 = 0.000 ... 312.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 63799 = 0.000 ... 637.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 84299 = 0.000 ... 842.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 37799 = 0.000 ... 377.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 24199 = 0.000 ... 241.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 23399 = 0.000 ... 233.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 23899 = 0.000 ... 238.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 37899 = 0.000 ... 378.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 25099 = 0.000 ... 250.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 24899 = 0.000 ... 248.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 23299 = 0.000 ... 232.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 23499 = 0.000 ... 234.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
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Sampling frequency of the instance is already 100.0, returning unmodified.
Reading 0 ... 23299 = 0.000 ... 232.990 secs...
Filtering raw data in 1 contiguous segment
Setting up band-pass filter from 1 - 35 Hz
FIR filter parameters
---------------------
Designing a one-pass, zero-phase, non-causal bandpass filter:
- Windowed time-domain design (firwin) method
- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
- Lower passband edge: 1.00
- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
- Upper passband edge: 35.00 Hz
- Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
- Filter length: 331 samples (3.310 s)
/home/runner/work/EEGDash/EEGDash/.venv/lib/python3.11/site-packages/braindecode/models/eegconformer.py:227: UserWarning: This model has only been tested on no more than 64 channels. no guarantee to work with more channels.
warnings.warn(
Epoch 0, Train Loss: 0.6597360372543335
Epoch 0, Train Loss: 0.6070406436920166
Epoch 0, Train Loss: 0.623511791229248
Epoch 0, Train Loss: 0.5646636486053467
Epoch 0, Train Loss: 0.5605955719947815
Epoch 0, Train Loss: 0.5406372547149658
Epoch 0, Train Loss: 0.5407398343086243
Epoch 0, Train Loss: 0.4498695135116577
Epoch 0, Train Loss: 0.412004292011261
Epoch 0, Train Loss: 0.427747905254364
Epoch 0, Train Loss: 0.4367704689502716
Epoch 0, Train Loss: 0.44228774309158325
Epoch 0, Train Loss: 0.399208664894104
Epoch 0, Train Loss: 0.34017181396484375
Epoch 0, Train Loss: 0.37377166748046875
Epoch 0, Train Loss: 0.42016467452049255
Epoch 0, Train Loss: 0.4259796142578125
Epoch 0, Train Loss: 0.38227012753486633
Epoch 0, Train Loss: 0.3479851484298706
Epoch 0, Train Loss: 0.3590855300426483
Epoch 0, Train Loss: 0.372324138879776
Epoch 0, Train Loss: 0.30158913135528564
Epoch 0, Train Loss: 0.277883380651474
Epoch 0, Train Loss: 0.3177049160003662
Epoch 0, Train Loss: 0.3314236104488373
Epoch 0, Train Loss: 0.2750100791454315
Epoch 0, Train Loss: 0.2517929971218109
Epoch 0, Train Loss: 0.27334097027778625
Epoch 0, Train Loss: 0.28309404850006104
Epoch 0, Train Loss: 0.2743934690952301
Epoch 0, Train Loss: 0.24971820414066315
Epoch 0, Train Loss: 0.2403714805841446
Epoch 0, Train Loss: 0.20090381801128387
Epoch 0, Train Loss: 0.19430066645145416
Epoch 0, Train Loss: 0.20876017212867737
Epoch 0, Train Loss: 0.16130943596363068
Epoch 0, Train Loss: 0.20260925590991974
Epoch 0, Train Loss: 0.15052954852581024
Epoch 0, Train Loss: 0.19927406311035156
Epoch 0, Train Loss: 0.1866021752357483
Epoch 0, Train Loss: 0.14960385859012604
Epoch 0, Train Loss: 0.153614804148674
Epoch 0, Train Loss: 0.1346585899591446
Epoch 0, Train Loss: 0.14991480112075806
Epoch 0, Train Loss: 0.1148664653301239
Epoch 0, Train Loss: 0.12305539846420288
Epoch 0, Train Loss: 0.14657434821128845
Epoch 0, Train Loss: 0.12858501076698303
Epoch 0, Train Loss: 0.13061285018920898
Epoch 0, Train Loss: 0.12403354793787003
Epoch 0, Train Loss: 0.10999086499214172
Epoch 0, Train Loss: 0.09960480034351349
Epoch 0, Train Loss: 0.09962470084428787
Epoch 0, Train Loss: 0.14549468457698822
Epoch 0, Train Loss: 0.09580245614051819
Epoch 0, Train Loss: 0.11654838919639587
Epoch 0, Train Loss: 0.07798571139574051
Epoch 0, Train Loss: 0.08266979455947876
Epoch 0, Train Loss: 0.10137319564819336
Epoch 0, Train Loss: 0.11759278178215027
Epoch 0, Train Loss: 0.10748832672834396
Epoch 0, Train Loss: 0.08643804490566254
Epoch 0, Train Loss: 0.08248713612556458
Epoch 0, Train Loss: 0.08888543397188187
Epoch 0, Train Loss: 0.08745534718036652
Epoch 0, Train Loss: 0.09844300895929337
Epoch 0, Train Loss: 0.09965385496616364
Epoch 0, Train Loss: 0.09714050590991974
Epoch 0, Train Loss: 0.08649145066738129
Epoch 0, Train Loss: 0.08027029037475586
Epoch 0, Train Loss: 0.08974064141511917
Epoch 0, Train Loss: 0.10118918120861053
Epoch 0, Train Loss: 0.11017113924026489
Epoch 0, Train Loss: 0.0938270315527916
Epoch 0, Train Loss: 0.08316066116094589
Epoch 0, Train Loss: 0.09023868292570114
Epoch 0, Train Loss: 0.08549880981445312
Epoch 0, Train Loss: 0.07265347987413406
Epoch 0, Train Loss: 0.08395560085773468
Epoch 0, Train Loss: 0.07276130467653275
Epoch 0, Train Loss: 0.08746916800737381
Epoch 0, Train Loss: 0.10609334707260132
Epoch 0, Train Loss: 0.059715691953897476
Epoch 0, Train Loss: 0.08141425997018814
Epoch 0, Train Loss: 0.09526123851537704
Epoch 0, Train Loss: 0.0961378738284111
Epoch 0, Train Loss: 0.07396376878023148
Epoch 0, Train Loss: 0.07591180503368378
Epoch 0, Train Loss: 0.10190632939338684
Epoch 0, Train Loss: 0.09465854614973068
Epoch 0, Train Loss: 0.08133003115653992
Epoch 0, Train Loss: 0.09057751297950745
Epoch 0, Train Loss: 0.06973543018102646
Epoch 0, Train Loss: 0.07731851935386658
Epoch 0, Train Loss: 0.07720412313938141
Epoch 0, Test Loss: 0.00036431290209293365
Epoch 0, Test Loss: 0.00018135969003196806
Epoch 0, Test Loss: 0.00012285260891076177
Epoch 0, Test Loss: 6.448403291869909e-05
Epoch 0, Test Loss: 0.00020047066209372133
Epoch 0, Test Loss: 0.0003286508144810796
Epoch 0, Test Loss: 0.00027982101892121136
Epoch 0, Test Loss: 0.00021723390091210604
Epoch 0, Test Loss: 0.00025600154185667634
Epoch 0, Test Loss: 0.00029029647703282535
Epoch 0, Test Loss: 0.00028961495263502
Epoch 0, Test Loss: 0.0003623065713327378
Epoch 0, Test Loss: 7.368189108092338e-05
Epoch 0, Test Loss: 7.133069448173046e-05
Epoch 0, Test Loss: 0.00010968097194563597
Epoch 0, Test Loss: 0.0014218968572095037
Epoch 0, Test Loss: 0.00013684715668205172
Epoch 0, Test Loss: 0.00032821681816130877
Epoch 0, Test Loss: 0.0015692200977355242
Epoch 0, Test Loss: 7.59928225306794e-05
Epoch 0, Test Loss: 0.0005413674516603351
Epoch 0, Test Loss: 8.332270954269916e-05
Epoch 0, Test Loss: 0.000624277803581208
Epoch 0, Test Loss: 0.00019126870029140264
import torch
import torch.nn.functional as F
from sklearn.model_selection import train_test_split
from torch.utils.data import DataLoader
from braindecode.models import EEGConformer
from braindecode.preprocessing import (
Preprocessor,
create_fixed_length_windows,
preprocess,
)
from eegdash.dataset import EEGChallengeDataset
from eegdash.paths import get_default_cache_dir
# Load data
dataset = EEGChallengeDataset(
release="R1",
task="contrastChangeDetection",
description_fields=["p_factor"],
cache_dir=get_default_cache_dir(),
)
# Filter out any non-EEG files (e.g. .tsv/.json sidecars)
valid_extensions = (".vhdr", ".edf", ".bdf", ".set")
dataset.datasets = [
ds for ds in dataset.datasets if str(ds.bidspath).endswith(valid_extensions)
]
# Preprocess
preprocess(
dataset,
[
Preprocessor("resample", sfreq=100),
Preprocessor("filter", l_freq=1, h_freq=35),
],
)
# Segment into windows
windows_ds = create_fixed_length_windows(
dataset,
window_size_samples=200,
window_stride_samples=200,
drop_last_window=True,
)
# Split and create loaders (not splitting by subjects, so there is obvious leakage)
train_ds, test_ds = train_test_split(windows_ds, test_size=0.2, random_state=42)
train_loader = DataLoader(train_ds, batch_size=100)
test_loader = DataLoader(test_ds, batch_size=100)
# Define model and optimizer
model = EEGConformer(
n_chans=129,
n_outputs=1,
n_times=200,
num_layers=4,
num_heads=8,
)
optimizer = torch.optim.Adam(model.parameters(), lr=0.00002, weight_decay=1e-2)
# Train
for epoch in range(1):
model.train()
for batch in train_loader:
optimizer.zero_grad()
loss = F.mse_loss(model(batch[0]), batch[1].float().unsqueeze(1))
loss.backward()
optimizer.step()
print(f"Epoch {epoch}, Train Loss: {loss.item()}")
model.eval()
with torch.no_grad():
for batch in test_loader:
loss = F.mse_loss(model(batch[0]), batch[1].float().unsqueeze(1))
print(f"Epoch {epoch}, Test Loss: {loss.item()}")
Total running time of the script: (2 minutes 26.671 seconds)
