add micro model

This commit is contained in:
adamnsandle
2021-02-11 16:02:11 +00:00
parent 4fef77220d
commit facff0b2a8
4 changed files with 20 additions and 1 deletions

BIN
files/model_micro.jit Normal file

Binary file not shown.

BIN
files/model_micro.onnx Normal file

Binary file not shown.

View File

@@ -29,6 +29,23 @@ def silero_vad(**kwargs):
return model, utils
def silero_vad_micro(**kwargs):
"""Silero Voice Activity Detector
Returns a model with a set of utils
Please see https://github.com/snakers4/silero-vad for usage examples
"""
hub_dir = torch.hub.get_dir()
model = init_jit_model(model_path=f'{hub_dir}/snakers4_silero-vad_master/files/model_micro.jit')
utils = (get_speech_ts,
save_audio,
read_audio,
state_generator,
single_audio_stream,
collect_chunks)
return model, utils
def silero_number_detector(**kwargs):
"""Silero Number Detector
Returns a model with a set of utils

View File

@@ -4,6 +4,7 @@ from typing import List
from itertools import repeat
from collections import deque
import torch.nn.functional as F
import time
torchaudio.set_audio_backend("soundfile") # switch backend
@@ -60,7 +61,7 @@ def get_speech_ts(wav: torch.Tensor,
batch_size: int = 200,
num_samples_per_window: int = 4000,
min_speech_samples: int = 10000, #samples
min_silence_samples: int = 8000,
min_silence_samples: int = 500,
run_function=validate,
visualize_probs=False):
@@ -308,6 +309,7 @@ def single_audio_stream(model,
wav = read_audio(audio)
wav_chunks = iter([wav[i:i+num_samples] for i in range(0, len(wav), num_samples)])
for chunk in wav_chunks:
time.sleep(0.1)
batch = VADiter.prepare_batch(chunk)
outs = run_function(model, batch)