File size: 2,592 Bytes
901e06a | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 | # Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from pathlib import Path
from typing import List, Optional
from examples.speech_to_text.data_utils import S2TDataConfigWriter
def gen_config_yaml(
manifest_root: Path,
yaml_filename: str = "config.yaml",
specaugment_policy: Optional[str] = "lb",
feature_transform: Optional[List[str]] = None,
input_channels: Optional[int] = 1,
input_feat_per_channel: Optional[int] = 80,
audio_root: str = "",
vocoder_type: Optional[str] = None,
vocoder_checkpoint: Optional[str] = None,
vocoder_cfg: Optional[str] = None,
extra=None,
):
manifest_root = manifest_root.absolute()
writer = S2TDataConfigWriter(manifest_root / yaml_filename)
if input_channels is not None:
writer.set_input_channels(input_channels)
if input_feat_per_channel is not None:
writer.set_input_feat_per_channel(input_feat_per_channel)
specaugment_setters = {
"lb": writer.set_specaugment_lb_policy,
"ld": writer.set_specaugment_ld_policy,
"sm": writer.set_specaugment_sm_policy,
"ss": writer.set_specaugment_ss_policy,
}
specaugment_setter = specaugment_setters.get(specaugment_policy, None)
if specaugment_setter is not None:
specaugment_setter()
if feature_transform is None:
feature_transform = []
else:
writer.set_feature_transforms("*", feature_transform)
if specaugment_policy is not None:
writer.set_feature_transforms("_train", feature_transform + ["specaugment"])
if len(audio_root) > 0:
writer.set_audio_root(audio_root)
if (
vocoder_type is not None
and vocoder_checkpoint is not None
and vocoder_cfg is not None
):
writer.set_extra(
{
"vocoder": {
"type": vocoder_type,
"config": vocoder_cfg,
"checkpoint": vocoder_checkpoint,
}
}
)
if extra is not None:
writer.set_extra(extra)
writer.flush()
def load_units(in_file):
out = {}
with open(in_file) as f:
for line in f:
sample_id, units = line.strip().split("|", 1)
out[sample_id] = units.split()
return out
def process_units(units, reduce=False):
if not reduce:
return units
out = [u for i, u in enumerate(units) if i == 0 or u != units[i - 1]]
return out
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