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import subprocess | |
import numpy as np | |
def ffmpeg_stream(youtube_url, sampling_rate=16_000, chunk_duration_ms=5000, pad_duration_ms=200): | |
""" | |
Helper function to read an audio file through ffmpeg. | |
""" | |
chunk_len = int(sampling_rate * chunk_duration_ms / 1000) | |
pad_len = int(sampling_rate * pad_duration_ms / 1000) | |
read_chunk_len = chunk_len + pad_len * 2 | |
ar = f"{sampling_rate}" | |
ac = "1" | |
format_for_conversion = "f32le" | |
dtype = np.float32 | |
size_of_sample = 4 | |
ffmpeg_command = [ | |
"ffmpeg", | |
"-i", | |
"pipe:", | |
"-ac", | |
ac, | |
"-ar", | |
ar, | |
"-f", | |
format_for_conversion, | |
"-hide_banner", | |
"-loglevel", | |
"quiet", | |
"pipe:1", | |
] | |
ytdl_command = ["yt-dlp", "-f", "bestaudio", youtube_url, "--quiet", "-o", "-"] | |
try: | |
ffmpeg_process = subprocess.Popen(ffmpeg_command, stdin=subprocess.PIPE, stdout=subprocess.PIPE, bufsize=-1) | |
ytdl_process = subprocess.Popen(ytdl_command, stdout=ffmpeg_process.stdin) | |
except FileNotFoundError: | |
raise ValueError("ffmpeg was not found but is required to stream audio files from filename") | |
acc = b"" | |
leftover = np.zeros((0,), dtype=np.float32) | |
while ytdl_process.poll() is None: | |
buflen = read_chunk_len * size_of_sample | |
raw = ffmpeg_process.stdout.read(buflen) | |
if raw == b"": | |
break | |
if len(acc) + len(raw) > buflen: | |
acc = raw | |
else: | |
acc += raw | |
audio = np.frombuffer(acc, dtype=dtype) | |
audio = np.concatenate([leftover, audio]) | |
if len(audio) < pad_len * 2: | |
# TODO: handle end of stream better than this | |
break | |
yield audio | |
leftover = audio[-pad_len * 2 :] | |
read_chunk_len = chunk_len | |