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Experiments on OpenMIC-2018

OpenMIC-2018 (zenodo) is a dataset for polyphonic instruments identification.

Preparing the dataset

Use openmic2008/prepare_scripts/download_preprocess.py to download and pack the dataset:

cd openmic2008/prepare_scripts/
python download_preprocess.py

When the script completes, you should have two files inside audioset_hdf5s/mp3/ openmic_train.csv_mp3.hdf and openmic_test.csv_mp3.hdf these files contains the mp3s of the dataset and the labels.

Fine-tuning pretrained PaSST on the openmic2008

Similar to audioset you can use:

# Example call with all the default config:
python ex_openmic.py with  trainer.precision=16  -p 
# with 2 gpus:
DDP=2 python ex_openmic.py with  trainer.precision=16  -p 








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