import csv import json import os import datasets # _ANNOT_URL = { # "train": "https://huggingface.co/datasets/ujs/hinglish/resolve/main/data/metadata.csv", # "test": "https://huggingface.co/datasets/ujs/hinglish/resolve/main/data/metadata-test.csv", # } _ANNOT_URL = { "train": "./data/metadata.csv", "test": "./data/metadata-test.csv" } # _DATA_URL = [ # "https://huggingface.co/datasets/ujs/hinglish/resolve/main/data/train.tar.gz", # "https://huggingface.co/datasets/ujs/hinglish/resolve/main/data/test.tar.gz" # ] _DATA_URL = [ "./data/train.tar.gz", "./data/test.tar.gz" ] _DESCRIPTION = """\ A Hugginface version of the Hindi-English code-switched dataset from OpenSLR-104. """ class HinglishDataset(datasets.GeneratorBasedBuilder): VERSION = datasets.Version("1.0.0") def _info(self): return datasets.DatasetInfo( description=_DESCRIPTION, features=datasets.Features({ "path": datasets.Value("string"), "audio": datasets.Audio(sampling_rate=16_000), "sentence": datasets.Value("string"), }), supervised_keys=None, ) def _split_generators(self, dl_manager): prompts_paths = dl_manager.download(_ANNOT_URL) archive = dl_manager.download(_DATA_URL) train_dir = 'train' test_dir = 'test' return [ datasets.SplitGenerator( name=datasets.Split.TRAIN, gen_kwargs={ "prompts_path": prompts_paths["train"], "path_to_clips": train_dir, "audio_files": dl_manager.iter_archive(archive[0]), }, ), datasets.SplitGenerator( name=datasets.Split.TEST, gen_kwargs={ "prompts_path": prompts_paths["test"], "path_to_clips": test_dir, "audio_files": dl_manager.iter_archive(archive[1]), }, ), ] def _generate_examples(self, prompts_path, path_to_clips, audio_files): examples = {} with open(prompts_path, encoding="utf-8") as f: for row in f: data = row.strip().split(",") audio_path = "/".join([data[0]]) examples[audio_path] = { "path": audio_path, "sentence": data[1] } inside_clips_dir = False id_ = 0 for path, f in audio_files: if path.startswith(path_to_clips): inside_clips_dir = True if path in examples: audio = {"path": path, "bytes": f.read()} yield id_, {**examples[path], "audio": audio} id_ += 1 elif inside_clips_dir: break