# Copyright (c) Facebook, Inc. and its affiliates. # All rights reserved. # # This source code is licensed under the license found in the # LICENSE file in the root directory of this source tree. from __future__ import annotations from pathlib import Path from typing import List, Union from .dataloader import GenericDataloader from simuleval.data.dataloader import register_dataloader from argparse import Namespace from urllib.parse import urlparse, parse_qs import yt_dlp as youtube_dl from pydub import AudioSegment try: import soundfile IS_IMPORT_SOUNDFILE = True except Exception: IS_IMPORT_SOUNDFILE = False def download_youtube_video(url): def get_video_id(url): url_data = urlparse(url) query = parse_qs(url_data.query) video = query.get("v", []) if video: return video[0] else: raise Exception("unrecoginzed url format.") id = get_video_id(url) name = f"{id}.wav" if not Path(name).exists(): ydl_opts = { "format": "bestaudio/best", "postprocessors": [ { "key": "FFmpegExtractAudio", "preferredcodec": "wav", "preferredquality": "192", } ], "outtmpl": id, # name the file "downloaded_video" with original extension } with youtube_dl.YoutubeDL(ydl_opts) as ydl: ydl.download([url]) sound = AudioSegment.from_wav(name) sound = sound.set_channels(1).set_frame_rate(16000) sound.export(name, format="wav") return name @register_dataloader("speech-to-text") class SpeechToTextDataloader(GenericDataloader): def preprocess_source(self, source: Union[Path, str]) -> List[float]: assert IS_IMPORT_SOUNDFILE, "Please make sure soundfile is properly installed." samples, _ = soundfile.read(source, dtype="float32") samples = samples.tolist() return samples def preprocess_target(self, target: str) -> str: return target def get_source_audio_info(self, index: int) -> soundfile._SoundFileInfo: return soundfile.info(self.get_source_audio_path(index)) def get_source_audio_path(self, index: int): return self.source_list[index] @classmethod def from_files( cls, source: Union[Path, str], target: Union[Path, str] ) -> SpeechToTextDataloader: with open(source) as f: source_list = [line.strip() for line in f] with open(target) as f: target_list = [line.strip() for line in f] dataloader = cls(source_list, target_list) return dataloader @classmethod def from_args(cls, args: Namespace): args.source_type = "speech" args.target_type = "text" return cls.from_files(args.source, args.target) @register_dataloader("speech-to-speech") class SpeechToSpeechDataloader(SpeechToTextDataloader): @classmethod def from_files( cls, source: Union[Path, str], target: Union[Path, str] ) -> SpeechToSpeechDataloader: with open(source) as f: source_list = [line.strip() for line in f] with open(target) as f: target_list = [line.strip() for line in f] dataloader = cls(source_list, target_list) return dataloader @classmethod def from_args(cls, args: Namespace): args.source_type = "speech" args.target_type = "speech" return cls.from_files(args.source, args.target) @register_dataloader("youtube-to-text") class YoutubeToTextDataloader(SpeechToTextDataloader): @classmethod def from_youtube( cls, source: Union[Path, str], target: Union[Path, str] ) -> YoutubeToTextDataloader: source_list = [download_youtube_video(source)] target_list = [target] dataloader = cls(source_list, target_list) return dataloader @classmethod def from_args(cls, args: Namespace): args.source_type = "youtube" args.target_type = "text" return cls.from_youtube(args.source, args.target) @register_dataloader("youtube-to-speech") class YoutubeToSpeechDataloader(YoutubeToTextDataloader): @classmethod def from_args(cls, args: Namespace): args.source_type = "youtube" args.target_type = "speech" return cls.from_youtube(args.source, args.target)