requirements.txt updated @torch1.4

speed augmentation updated
paramters updated
This commit is contained in:
Steffen Illium
2020-05-21 14:12:54 +02:00
parent 196b1af7ae
commit 28d0034269
3 changed files with 19 additions and 72 deletions

View File

@ -9,18 +9,19 @@ import numpy as np
class Speed(object):
def __init__(self, max_ratio=0.3, speed_factor=1):
self.speed_factor = speed_factor
self.max_ratio = max_ratio
def __init__(self, max_amount=0.3, speed_min=1, speed_max=1):
self.speed_max = speed_max
self.speed_min = speed_min
self.max_amount = max_amount
def __call__(self, x):
if not all([self.speed_factor, self.max_ratio]):
return x
start = int(np.random.randint(0, x.shape[-1],1))
end = int((np.random.uniform(0, self.max_ratio, 1) * x.shape[-1]) + start)
assert all([self.speed_min, self.speed_max, self.max_amount])
start = int(np.random.randint(low=0, high=x.shape[-1], size=1))
width = np.random.uniform(low=0, high=self.max_amount, size=1) * x.shape[-1]
end = int(width + start)
end = min(end, x.shape[-1])
try:
speed_factor = float(np.random.uniform(min(self.speed_factor, 1), max(self.speed_factor, 1), 1))
speed_factor = float(np.random.uniform(low=self.speed_min, high=self.speed_max, size=1))
aug_data = librosa.effects.time_stretch(x[start:end], speed_factor)
return np.concatenate((x[:start], aug_data, x[end:]), axis=0)[:x.shape[-1]]
except ValueError: