| | |
| | | # -*- encoding: utf-8 -*- |
| | | #!/usr/bin/env python3 |
| | | # -*- encoding: utf-8 -*- |
| | | # Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved. |
| | | # MIT License (https://opensource.org/licenses/MIT) |
| | | |
| | |
| | | import logging |
| | | import os |
| | | import sys |
| | | from typing import Union, Dict, Any |
| | | |
| | | from funasr.utils import config_argparse |
| | | from funasr.utils.cli_utils import get_commandline_args |
| | | from funasr.utils.types import str2bool |
| | | from funasr.utils.types import str2triple_str |
| | | from funasr.utils.types import str_or_none |
| | | |
| | | import argparse |
| | | import logging |
| | | from optparse import Option |
| | | import sys |
| | | import json |
| | | from pathlib import Path |
| | | from typing import Any |
| | | from typing import List |
| | | from typing import Optional |
| | | from typing import Sequence |
| | | from typing import Tuple |
| | | from typing import Union |
| | | from typing import Dict |
| | | |
| | | import numpy as np |
| | | import torch |
| | | from typeguard import check_argument_types |
| | | |
| | | from funasr.fileio.datadir_writer import DatadirWriter |
| | | from funasr.bin.tp_infer import Speech2Timestamp |
| | | from funasr.build_utils.build_streaming_iterator import build_streaming_iterator |
| | | from funasr.datasets.preprocessor import LMPreprocessor |
| | | from funasr.tasks.asr import ASRTaskAligner as ASRTask |
| | | from funasr.torch_utils.device_funcs import to_device |
| | | from funasr.fileio.datadir_writer import DatadirWriter |
| | | from funasr.torch_utils.set_all_random_seed import set_all_random_seed |
| | | from funasr.utils import config_argparse |
| | | from funasr.utils.cli_utils import get_commandline_args |
| | | from funasr.utils.timestamp_tools import ts_prediction_lfr6_standard |
| | | from funasr.utils.types import str2bool |
| | | from funasr.utils.types import str2triple_str |
| | | from funasr.utils.types import str_or_none |
| | | from funasr.models.frontend.wav_frontend import WavFrontend |
| | | from funasr.text.token_id_converter import TokenIDConverter |
| | | from funasr.utils.timestamp_tools import ts_prediction_lfr6_standard |
| | | from funasr.bin.tp_infer import Speech2Timestamp |
| | | |
| | | |
| | | def inference_tp( |
| | | batch_size: int, |
| | |
| | | raw_inputs = raw_inputs.numpy() |
| | | data_path_and_name_and_type = [raw_inputs, "speech", "waveform"] |
| | | |
| | | loader = ASRTask.build_streaming_iterator( |
| | | data_path_and_name_and_type, |
| | | loader = build_streaming_iterator( |
| | | task_name="asr", |
| | | preprocess_args=speechtext2timestamp.tp_train_args, |
| | | data_path_and_name_and_type=data_path_and_name_and_type, |
| | | dtype=dtype, |
| | | batch_size=batch_size, |
| | | key_file=key_file, |
| | | num_workers=num_workers, |
| | | preprocess_fn=preprocessor, |
| | | collate_fn=ASRTask.build_collate_fn(speechtext2timestamp.tp_train_args, False), |
| | | allow_variable_data_keys=allow_variable_data_keys, |
| | | inference=True, |
| | | ) |
| | | |
| | | tp_result_list = [] |
| | |
| | | return _forward |
| | | |
| | | |
| | | |
| | | |
| | | def inference_launch(mode, **kwargs): |
| | | if mode == "tp_norm": |
| | | return inference_tp(**kwargs) |
| | | else: |
| | | logging.info("Unknown decoding mode: {}".format(mode)) |
| | | return None |
| | | |
| | | |
| | | def get_parser(): |
| | | parser = config_argparse.ArgumentParser( |
| | |
| | | |
| | | inference_pipeline = inference_launch(**kwargs) |
| | | return inference_pipeline(kwargs["data_path_and_name_and_type"]) |
| | | |
| | | |
| | | |
| | | if __name__ == "__main__": |