pnpl 0.0.3

Load and process brain datasets for deep learning

🍍PNPL Brain Data Deep Learning Library

The current primary use of the PNPL library is for the LibriBrain competition. Click here to learn more and get started!

Installation

pip install pnpl

This will also take care of all requirements.

Usage

The core functionality of the library is contained in the two Dataset classes LibriBrainSpeech and LibriBrainPhoneme. Check out the basic usage:

LibriBrainSpeech

This wraps the LibriBrain dataset for use in speech detection problems.

from pnpl.datasets import LibriBrainSpeech

speech_example_data = LibriBrainSpeech(
    data_path="./data/",
    include_run_keys = [("0","1","Sherlock1","1")]
)

sample_data, label = speech_example_data[0]

# Print out some basic info about the sample
print("Sample data shape:", sample_data.shape)
print("Label shape:", label.shape)

LibriBrainSpeech

This wraps the LibriBrain dataset for use in phoneme classification problems.

from pnpl.datasets import LibriBrainPhoneme

phoneme_example_data = LibriBrainPhoneme(
    data_path="./data/",
    include_run_keys = [("0","1","Sherlock1","1")]
)

sample_data, label = phoneme_example_data[0]

# Print out some basic info about the sample
print("Sample data shape:", sample_data.shape)
print("Label shape:", label.shape)

Support

In case of any questions or problems, please get in touch through our Discord server.