FunASR/funasr/datasets/dataloader_fn.py
zhifu gao 7dadb793e6
Dev gzf funasr2 (#1111)
* update funasr.text -> funasr.tokenizer fix bug export
2023-11-23 16:04:37 +08:00

54 lines
1.5 KiB
Python

import torch
from funasr.datasets.dataset_jsonl import AudioDataset
from funasr.datasets.data_sampler import BatchSampler
from funasr.models.frontend.wav_frontend import WavFrontend
from funasr.tokenizer.build_tokenizer import build_tokenizer
from funasr.tokenizer.token_id_converter import TokenIDConverter
collate_fn = None
# collate_fn = collate_fn,
jsonl = "/Users/zhifu/funasr_github/test_local/all_task_debug_len.jsonl"
frontend = WavFrontend()
token_type = 'char'
bpemodel = None
delimiter = None
space_symbol = "<space>"
non_linguistic_symbols = None
g2p_type = None
tokenizer = build_tokenizer(
token_type=token_type,
bpemodel=bpemodel,
delimiter=delimiter,
space_symbol=space_symbol,
non_linguistic_symbols=non_linguistic_symbols,
g2p_type=g2p_type,
)
token_list = ""
unk_symbol = "<unk>"
token_id_converter = TokenIDConverter(
token_list=token_list,
unk_symbol=unk_symbol,
)
dataset = AudioDataset(jsonl, frontend=frontend, tokenizer=tokenizer)
batch_sampler = BatchSampler(dataset)
dataloader_tr = torch.utils.data.DataLoader(dataset,
collate_fn=dataset.collator,
batch_sampler=batch_sampler,
shuffle=False,
num_workers=0,
pin_memory=True)
print(len(dataset))
for i in range(3):
print(i)
for data in dataloader_tr:
print(len(data), data)
# data_iter = iter(dataloader_tr)
# data = next(data_iter)
pass