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python silk voice library

Project description

pilk-nogil

fork from foyoux/pilk,在编解码过程中释放了GIL,适合多线程处理

python silk codec binding 支持微信语音编解码

pilk: python + silk

关联项目: weixin-wxposed-silk-voice

安装

python version downloads implementation version

pip install pilk-nogil

介绍与说明

SILK 是一种语音编码格式,由 Skype 公司研发,网上可找到的最新版本是 2012 发布的。

Tencent 系语音支持来自 silk-v3-decoder

SILK 编码格式 和 Tencent 系语音的关系

此处 Tencent 系语音,仅以微信语音为例

  1. 标准 SILK 文件以 b'#!SILK_V3' 开始,以 b'\xFF\xFF' 结束,中间为语音数据
  2. 微信语音文件在标准 SILK 文件的开头插入了 b'\x02',去除了结尾的 b'\xFF\xFF',中间不变

已下统称为语音文件

语音数据

语音数据分为很多个独立 frame,每个 frame 开头两字节存储剩余 frame 数据的大小,每个 frame 默认存储 20ms 的音频数据

据此可写出获取 语音文件 持续时间(duration) 的函数(此函数 pilk 中已包含)

从 v0.4.0 起,get_duration() 支持传入 str | bytes | bytearray | BinaryIO

def get_duration(silk_path: Union[str, bytes, bytearray, BinaryIO], frame_ms: int = 20) -> int:
    """获取 silk 文件持续时间,单位:ms"""
    if isinstance(silk_path, (bytes, bytearray)):
        silk_data = silk_path
    elif isinstance(silk_path, str):
        with open(silk_path, "rb") as f:
            silk_data = f.read()
    elif hasattr(silk_path, "read"):
        silk_data = silk_path.read()
    else:
        raise TypeError("silk_path must be str, bytes, bytearray, or file-like object")

    pos = 0
    if len(silk_data) > 0 and silk_data[0:1] == b"\x02":
        pos = 10  # len("\x02#!SILK_V3")
    else:
        pos = 9  # len("#!SILK_V3")

    i = 0
    while pos + 2 <= len(silk_data):
        size = silk_data[pos] + silk_data[pos + 1] * 16
        pos += 2 + size
        if pos > len(silk_data):
            break
        i += 1
    return i * frame_ms

根据 SILK 格式规范,frame_ms 可为 20, 40, 60, 80, 100

快速入门

详情请在 IDE 中查看 API 文档注释

在使用 pilk 之前,你还需清楚 音频文件 mp3, aac, m4a, flac, wav, ...语音文件 之间的转换是借助 PCM raw data 完成的

具体转换关系:音频文件 ⇔ PCM ⇔ 语音文件

  1. 音(视)频文件 ➜ PCM

    借助 ffmpeg,你当然需要先有 ffmpeg

    ffmpeg -y -i <音(视)频输入文件> -vn -ar <采样率> -ac 1 -f s16le <PCM输出文件>
    
    1. -y: 可加可不加,表示 <PCM输出文件> 已存在时不询问,直接覆盖
    2. -i: 没啥好说的,固定的,后接 <音(视)频输入文件>
    3. -vn: 表示不处理视频数据,建议添加,虽然不加也不会处理视频数据(视频数据不存在转PCM的说法),但可能会打印警告
    4. -ar: 设置采样率,可选的值是 [8000, 12000, 16000, 24000, 32000, 44100, 48000], 这里你可以直接理解为声音质量
    5. -ac: 设置声道数,在这里必须为 1,这是由 SILK 决定的
    6. -f: 表示强制转换为指定的格式,一般来说必须为 s16le, 表示 16-bit short integer Little-Endian data
    7. example1: ffmpeg -y -i mv.mp4 -vn -ar 44100 -ac 1 -f s16le mv.pcm
    8. example2: ffmpeg -y -i music.mp3 -ar 44100 -ac 1 -f s16le music.pcm
  2. PCM ➜ 音频文件

    ffmpeg -y -f s16le -i <PCM输入文件> -ar <采样率> -ac <声道数> <音频输出文件>
    
    1. -f: 这里必须为 s16le, 同样也是由 SILK 决定的
    2. -ar: 同上
    3. -ac: 含义同上,值随意
    4. <音频输出文件>: 扩展名要准确,没有指定格式时,ffmpeg 会根据给定的输出文件扩展名来判断需要输出的格式
    5. example3: ffmpeg -y -f s16le -i test.pcm test.mp3

ffmpeg 也可以使用 python ffmpeg binding 替换,推荐 PyAV 大家自行研究,这里不再啰嗦。

讲完了 音频文件 ⇔ PCM,接下来就是用 pilk 进行 PCM ⇔ 语音文件 互转

silk 编码

import pilk_nogil

# pcm_rate 参数必须和 使用 ffmpeg 转 音频 到 PCM 文件时,使用的 `-ar` 参数一致
duration = pilk_nogil.encode("test.pcm", "test.silk", pcm_rate=44100, tencent=True)

print("语音时间为:", duration)

silk 解码

import pilk_nogil

# pcm_rate 参数必须和 使用 ffmpeg 转 音频 到 PCM 文件时,使用的 `-ar` 参数一致
duration = pilk_nogil.decode("test.silk", "test.pcm")

print("语音时间为:", duration)

内存编解码(v0.4.0+)

从 v0.4.0 起,所有编解码 API 支持直接传入内存数据,无需文件路径:

import pilk_nogil

# 读取 silk 文件到内存
with open("test.silk", "rb") as f:
    silk_data = f.read()

# 内存中解码为 pcm bytes
pcm_data = pilk_nogil.decode(silk_data, None, pcm_rate=24000)

# 内存中编码 pcm 为 silk bytes
with open("test.pcm", "rb") as f:
    pcm_data = f.read()
silk_data = pilk_nogil.encode(pcm_data, None, pcm_rate=24000, tencent=True)

# silk 转 wav bytes
wav_data = pilk_nogil.silk_to_wav(silk_data, None, rate=24000)

# 获取内存中 silk 数据的时长
duration = pilk_nogil.get_duration(silk_data)

支持的参数类型:

  • 文件路径:str
  • 内存数据:bytes | bytearray
  • 文件对象:BinaryIO(如 io.BytesIO

使用 Python 转任意媒体文件到 SILK

使用 pudub 依赖 ffmpeg

import os, pilk_nogil
from pydub import AudioSegment


def convert_to_silk(media_path: str) -> str:
    """将输入的媒体文件转出为 silk, 并返回silk路径"""
    media = AudioSegment.from_file(media_path)
    pcm_path = os.path.basename(media_path)
    pcm_path = os.path.splitext(pcm_path)[0]
    silk_path = pcm_path + '.silk'
    pcm_path += '.pcm'
    media.export(pcm_path, 's16le', parameters=['-ar', str(media.frame_rate), '-ac', '1']).close()
    pilk_nogil.encode(pcm_path, silk_path, pcm_rate=media.frame_rate, tencent=True)
    return silk_path

使用 pyav 推荐

import os

import av

import pilk_nogil


def to_pcm(in_path: str) -> tuple[str, int]:
    """任意媒体文件转 pcm"""
    out_path = os.path.splitext(in_path)[0] + '.pcm'
    with av.open(in_path) as in_container:
        in_stream = in_container.streams.audio[0]
        sample_rate = in_stream.codec_context.sample_rate
        with av.open(out_path, 'w', 's16le') as out_container:
            out_stream = out_container.add_stream(
                'pcm_s16le',
                rate=sample_rate,
                layout='mono'
            )
            try:
               for frame in in_container.decode(in_stream):
                  frame.pts = None
                  for packet in out_stream.encode(frame):
                     out_container.mux(packet)
            except:
               pass
    return out_path, sample_rate


def convert_to_silk(media_path: str) -> str:
    """任意媒体文件转 silk, 返回silk路径"""
    pcm_path, sample_rate = to_pcm(media_path)
    silk_path = os.path.splitext(pcm_path)[0] + '.silk'
    pilk_nogil.encode(pcm_path, silk_path, pcm_rate=sample_rate, tencent=True)
    os.remove(pcm_path)
    return silk_path

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