down_on / down_on_copy.py
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import datasets
import os
import shutil
#from datasets import load_dataset
train0, validation0, test0 = datasets.load_dataset("superb", "ks", split=["train","validation","test"])
labels = train0.features["label"].names
label2id = {x: labels.index(x) for x in labels}
# id2label = {str(id): label for label, id in label2id.items()}
down_id = label2id['down']
on_id = label2id['on']
train0_down = train0.filter(lambda example: example['label'] == down_id)
train0_on = train0.filter(lambda example: example['label'] == on_id)
shutil.rmtree('/home/mr249/ac_h/down_on/data/train/down',ignore_errors=True)
os.mkdir('/home/mr249/ac_h/down_on/data/train/down')
shutil.rmtree('/home/mr249/ac_h/down_on/data/train/on',ignore_errors=True)
os.mkdir('/home/mr249/ac_h/down_on/data/train/on')
for e in train0_down:
p = e['audio']['path']
newpath = '/home/mr249/ac_h/down_on/data/train/down/{}'.format(p.split('/')[len(p.split('/')) - 1])
os.link(p,newpath)
for e in train0_on:
p = e['audio']['path']
newpath = '/home/mr249/ac_h/down_on/data/train/on/{}'.format(p.split('/')[len(p.split('/')) - 1])
os.link(p,newpath)
validation0_down = validation0.filter(lambda example: example['label'] == down_id)
validation0_on = validation0.filter(lambda example: example['label'] == on_id)
shutil.rmtree('/home/mr249/ac_h/down_on/data/validation/down',ignore_errors=True)
os.mkdir('/home/mr249/ac_h/down_on/data/validation/down')
shutil.rmtree('/home/mr249/ac_h/down_on/data/validation/on',ignore_errors=True)
os.mkdir('/home/mr249/ac_h/down_on/data/validation/on')
for e in validation0_down:
p = e['audio']['path']
newpath = '/home/mr249/ac_h/down_on/data/validation/down/{}'.format(p.split('/')[len(p.split('/')) - 1])
os.link(p,newpath)
for e in validation0_on:
p = e['audio']['path']
newpath = '/home/mr249/ac_h/down_on/data/validation/on/{}'.format(p.split('/')[len(p.split('/')) - 1])
os.link(p,newpath)
test0_down = test0.filter(lambda example: example['label'] == down_id)
test0_on = test0.filter(lambda example: example['label'] == on_id)
shutil.rmtree('/home/mr249/ac_h/down_on/data/test/down',ignore_errors=True)
os.mkdir('/home/mr249/ac_h/down_on/data/test/down')
shutil.rmtree('/home/mr249/ac_h/down_on/data/test/on',ignore_errors=True)
os.mkdir('/home/mr249/ac_h/down_on/data/test/on')
for e in test0_down:
p = e['audio']['path']
newpath = '/home/mr249/ac_h/down_on/data/test/down/{}'.format(p.split('/')[len(p.split('/')) - 1])
os.link(p,newpath)
for e in test0_on:
p = e['audio']['path']
newpath = '/home/mr249/ac_h/down_on/data/test/on/{}'.format(p.split('/')[len(p.split('/')) - 1])
os.link(p,newpath)