python - 如何使用 aubio 找到 .wav 的节奏？

Question

我正在寻找在 python 3.6 中检测音频文件的速度，但我不太了解有关 aubio 的文档。有人可以指出如何用 aubio 或其他库提取速度吗？

Answer 1

更新

此命令将为您提供整个文件的速度估计（在 中可用0.4.5）：

aubio tempo foo.wav

---

aubio中有一个简单的演示：demo_bpm_extract.py。python/demos

最重要的部分是以下两行，它们计算每个连续节拍之间的周期 ( np.diff)，将这些周期转换为 bpm ( 60./)，并将中值 ( np.median) 作为这一系列节拍的最可能bpm 候选：

#!/usr/bin/env python
import numpy as np
bpms = 60./np.diff(beats)
median_bpm = np.median(bpms)

请注意中位数如何比此处的均值更适合，因为它总是会给出原始总体中存在的估计值bpms。

Answer 2

我发现 Paul Brossier 的这段代码可以帮助你，这里是：

#! /usr/bin/env python

from aubio import source, tempo
from numpy import median, diff

def get_file_bpm(path, params = None):
    """ Calculate the beats per minute (bpm) of a given file.
        path: path to the file
        param: dictionary of parameters
    """
    if params is None:
        params = {}
    try:
        win_s = params['win_s']
        samplerate = params['samplerate']
        hop_s = params['hop_s']
    except KeyError:
        """
        # super fast
        samplerate, win_s, hop_s = 4000, 128, 64 
        # fast
        samplerate, win_s, hop_s = 8000, 512, 128
        """
        # default:
        samplerate, win_s, hop_s = 44100, 1024, 512

    s = source(path, samplerate, hop_s)
    samplerate = s.samplerate
    o = tempo("specdiff", win_s, hop_s, samplerate)
    # List of beats, in samples
    beats = []
    # Total number of frames read
    total_frames = 0

    while True:
        samples, read = s()
        is_beat = o(samples)
        if is_beat:
            this_beat = o.get_last_s()
            beats.append(this_beat)
            #if o.get_confidence() > .2 and len(beats) > 2.:
            #    break
        total_frames += read
        if read < hop_s:
            break

    # Convert to periods and to bpm 
    if len(beats) > 1:
        if len(beats) < 4:
            print("few beats found in {:s}".format(path))
        bpms = 60./diff(beats)
        b = median(bpms)
    else:
        b = 0
        print("not enough beats found in {:s}".format(path))
    return b

if __name__ == '__main__':
    import sys
    for f in sys.argv[1:]:
        bpm = get_file_bpm(f)
print("{:6s} {:s}".format("{:2f}".format(bpm), f))

这是关键部分：

bpms = 60./np.diff(beats)
median_bpm = np.median(bpms)