audio / mydataset.py
Sanjeeeevvv's picture
initial commit for testing
72b5a23
from datasets import DatasetInfo, GeneratorBasedBuilder, Split, SplitGenerator, Value, Audio, Features
import os
import csv
class MyDataset(GeneratorBasedBuilder):
def _info(self):
return DatasetInfo(
features=Features({
"audio": Audio(sampling_rate=16_000), # Audio feature
"text": Value("string") # Transcription
}),
)
def _split_generators(self, dl_manager):
audio_dir = os.path.join(self.config.data_dir, "audio")
metadata_path = os.path.join(self.config.data_dir, "metadata.csv")
return [
SplitGenerator(
name=Split.TRAIN,
gen_kwargs={
"metadata_path": metadata_path,
"audio_dir": audio_dir
},
)
]
def _generate_examples(self, metadata_path, audio_dir):
with open(metadata_path, encoding="utf-8") as f:
reader = csv.DictReader(f)
for idx, row in enumerate(reader):
yield idx, {
"audio": os.path.join(audio_dir, row["file"]),
"text": row["text"]
}