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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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||||
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|
||||
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||||
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||||
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||||
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"pin-project-lite",
|
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"tracing-attributes",
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||||
"tracing-core",
|
||||
]
|
||||
|
||||
[[package]]
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||||
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||||
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||||
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||||
[[package]]
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||||
[[package]]
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name = "ureq"
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"base64",
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"log",
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"once_cell",
|
||||
"rustls",
|
||||
"rustls-pki-types",
|
||||
"rustls-webpki",
|
||||
"url",
|
||||
"webpki-roots",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "url"
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version = "2.5.0"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "31e6302e3bb753d46e83516cae55ae196fc0c309407cf11ab35cc51a4c2a4633"
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||||
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|
||||
"form_urlencoded",
|
||||
"idna",
|
||||
"percent-encoding",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "version_check"
|
||||
version = "0.9.4"
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||||
[[package]]
|
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name = "wasi"
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|
||||
[[package]]
|
||||
name = "wasm-bindgen"
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|
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"cfg-if",
|
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"wasm-bindgen-macro",
|
||||
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|
||||
|
||||
[[package]]
|
||||
name = "wasm-bindgen-backend"
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||||
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|
||||
"bumpalo",
|
||||
"log",
|
||||
"once_cell",
|
||||
"proc-macro2",
|
||||
"quote",
|
||||
"syn",
|
||||
"wasm-bindgen-shared",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "wasm-bindgen-macro"
|
||||
version = "0.2.92"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
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||||
dependencies = [
|
||||
"quote",
|
||||
"wasm-bindgen-macro-support",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "wasm-bindgen-macro-support"
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||||
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|
||||
"proc-macro2",
|
||||
"quote",
|
||||
"syn",
|
||||
"wasm-bindgen-backend",
|
||||
"wasm-bindgen-shared",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "wasm-bindgen-shared"
|
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||||
[[package]]
|
||||
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||||
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|
||||
"js-sys",
|
||||
"wasm-bindgen",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "webpki-roots"
|
||||
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dependencies = [
|
||||
"rustls-pki-types",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "windows-sys"
|
||||
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|
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source = "registry+https://github.com/rust-lang/crates.io-index"
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dependencies = [
|
||||
"windows-targets",
|
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]
|
||||
|
||||
[[package]]
|
||||
name = "windows-targets"
|
||||
version = "0.52.5"
|
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source = "registry+https://github.com/rust-lang/crates.io-index"
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||||
dependencies = [
|
||||
"windows_aarch64_gnullvm",
|
||||
"windows_aarch64_msvc",
|
||||
"windows_i686_gnu",
|
||||
"windows_i686_gnullvm",
|
||||
"windows_i686_msvc",
|
||||
"windows_x86_64_gnu",
|
||||
"windows_x86_64_gnullvm",
|
||||
"windows_x86_64_msvc",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "windows_aarch64_gnullvm"
|
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version = "0.52.5"
|
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source = "registry+https://github.com/rust-lang/crates.io-index"
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||||
checksum = "7088eed71e8b8dda258ecc8bac5fb1153c5cffaf2578fc8ff5d61e23578d3263"
|
||||
|
||||
[[package]]
|
||||
name = "windows_aarch64_msvc"
|
||||
version = "0.52.5"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "9985fd1504e250c615ca5f281c3f7a6da76213ebd5ccc9561496568a2752afb6"
|
||||
|
||||
[[package]]
|
||||
name = "windows_i686_gnu"
|
||||
version = "0.52.5"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "88ba073cf16d5372720ec942a8ccbf61626074c6d4dd2e745299726ce8b89670"
|
||||
|
||||
[[package]]
|
||||
name = "windows_i686_gnullvm"
|
||||
version = "0.52.5"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "87f4261229030a858f36b459e748ae97545d6f1ec60e5e0d6a3d32e0dc232ee9"
|
||||
|
||||
[[package]]
|
||||
name = "windows_i686_msvc"
|
||||
version = "0.52.5"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "db3c2bf3d13d5b658be73463284eaf12830ac9a26a90c717b7f771dfe97487bf"
|
||||
|
||||
[[package]]
|
||||
name = "windows_x86_64_gnu"
|
||||
version = "0.52.5"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "4e4246f76bdeff09eb48875a0fd3e2af6aada79d409d33011886d3e1581517d9"
|
||||
|
||||
[[package]]
|
||||
name = "windows_x86_64_gnullvm"
|
||||
version = "0.52.5"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "852298e482cd67c356ddd9570386e2862b5673c85bd5f88df9ab6802b334c596"
|
||||
|
||||
[[package]]
|
||||
name = "windows_x86_64_msvc"
|
||||
version = "0.52.5"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "bec47e5bfd1bff0eeaf6d8b485cc1074891a197ab4225d504cb7a1ab88b02bf0"
|
||||
|
||||
[[package]]
|
||||
name = "xattr"
|
||||
version = "1.3.1"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "8da84f1a25939b27f6820d92aed108f83ff920fdf11a7b19366c27c4cda81d4f"
|
||||
dependencies = [
|
||||
"libc",
|
||||
"linux-raw-sys",
|
||||
"rustix",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "zeroize"
|
||||
version = "1.8.1"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "ced3678a2879b30306d323f4542626697a464a97c0a07c9aebf7ebca65cd4dde"
|
||||
9
examples/rust-example/Cargo.toml
Normal file
9
examples/rust-example/Cargo.toml
Normal file
@@ -0,0 +1,9 @@
|
||||
[package]
|
||||
name = "rust-example"
|
||||
version = "0.1.0"
|
||||
edition = "2021"
|
||||
|
||||
[dependencies]
|
||||
ort = { version = "2.0.0-rc.2", features = ["load-dynamic", "ndarray"] }
|
||||
ndarray = "0.15"
|
||||
hound = "3"
|
||||
19
examples/rust-example/README.md
Normal file
19
examples/rust-example/README.md
Normal file
@@ -0,0 +1,19 @@
|
||||
# Stream example in Rust
|
||||
Made after [C++ stream example](https://github.com/snakers4/silero-vad/tree/master/examples/cpp)
|
||||
|
||||
## Dependencies
|
||||
- To build Rust crate `ort` you need `cc` installed.
|
||||
|
||||
## Usage
|
||||
Just
|
||||
```
|
||||
cargo run
|
||||
```
|
||||
If you run example outside of this repo adjust environment variable
|
||||
```
|
||||
SILERO_MODEL_PATH=/path/to/silero_vad.onnx cargo run
|
||||
```
|
||||
If you need to test against other wav file, not `recorder.wav`, specify it as the first argument
|
||||
```
|
||||
cargo run -- /path/to/audio/file.wav
|
||||
```
|
||||
36
examples/rust-example/src/main.rs
Normal file
36
examples/rust-example/src/main.rs
Normal file
@@ -0,0 +1,36 @@
|
||||
mod silero;
|
||||
mod utils;
|
||||
mod vad_iter;
|
||||
|
||||
fn main() {
|
||||
let model_path = std::env::var("SILERO_MODEL_PATH")
|
||||
.unwrap_or_else(|_| String::from("../../files/silero_vad.onnx"));
|
||||
let audio_path = std::env::args()
|
||||
.nth(1)
|
||||
.unwrap_or_else(|| String::from("recorder.wav"));
|
||||
let mut wav_reader = hound::WavReader::open(audio_path).unwrap();
|
||||
let sample_rate = match wav_reader.spec().sample_rate {
|
||||
8000 => utils::SampleRate::EightkHz,
|
||||
16000 => utils::SampleRate::SixteenkHz,
|
||||
_ => panic!("Unsupported sample rate. Expect 8 kHz or 16 kHz."),
|
||||
};
|
||||
if wav_reader.spec().sample_format != hound::SampleFormat::Int {
|
||||
panic!("Unsupported sample format. Expect Int.");
|
||||
}
|
||||
let content = wav_reader
|
||||
.samples()
|
||||
.filter_map(|x| x.ok())
|
||||
.collect::<Vec<i16>>();
|
||||
assert!(!content.is_empty());
|
||||
let silero = silero::Silero::new(sample_rate, model_path).unwrap();
|
||||
let vad_params = utils::VadParams {
|
||||
sample_rate: sample_rate.into(),
|
||||
..Default::default()
|
||||
};
|
||||
let mut vad_iterator = vad_iter::VadIter::new(silero, vad_params);
|
||||
vad_iterator.process(&content).unwrap();
|
||||
for timestamp in vad_iterator.speeches() {
|
||||
println!("{}", timestamp);
|
||||
}
|
||||
println!("Finished.");
|
||||
}
|
||||
59
examples/rust-example/src/silero.rs
Normal file
59
examples/rust-example/src/silero.rs
Normal file
@@ -0,0 +1,59 @@
|
||||
use crate::utils;
|
||||
use ndarray::{Array, Array2, ArrayBase, ArrayD, Dim, IxDynImpl, OwnedRepr};
|
||||
use std::path::Path;
|
||||
|
||||
#[derive(Debug)]
|
||||
pub struct Silero {
|
||||
session: ort::Session,
|
||||
sample_rate: ArrayBase<OwnedRepr<i64>, Dim<[usize; 1]>>,
|
||||
h: ArrayBase<OwnedRepr<f32>, Dim<IxDynImpl>>,
|
||||
c: ArrayBase<OwnedRepr<f32>, Dim<IxDynImpl>>,
|
||||
}
|
||||
|
||||
impl Silero {
|
||||
pub fn new(
|
||||
sample_rate: utils::SampleRate,
|
||||
model_path: impl AsRef<Path>,
|
||||
) -> Result<Self, ort::Error> {
|
||||
let session = ort::Session::builder()?.commit_from_file(model_path)?;
|
||||
let h = ArrayD::<f32>::zeros([2, 1, 64].as_slice());
|
||||
let c = ArrayD::<f32>::zeros([2, 1, 64].as_slice());
|
||||
let sample_rate = Array::from_shape_vec([1], vec![sample_rate.into()]).unwrap();
|
||||
Ok(Self {
|
||||
session,
|
||||
sample_rate,
|
||||
h,
|
||||
c,
|
||||
})
|
||||
}
|
||||
|
||||
pub fn reset(&mut self) {
|
||||
self.h = ArrayD::<f32>::zeros([2, 1, 64].as_slice());
|
||||
self.c = ArrayD::<f32>::zeros([2, 1, 64].as_slice());
|
||||
}
|
||||
|
||||
pub fn calc_level(&mut self, audio_frame: &[i16]) -> Result<f32, ort::Error> {
|
||||
let data = audio_frame
|
||||
.iter()
|
||||
.map(|x| (*x as f32) / (i16::MAX as f32))
|
||||
.collect::<Vec<_>>();
|
||||
let frame = Array2::<f32>::from_shape_vec([1, data.len()], data).unwrap();
|
||||
let inps = ort::inputs![
|
||||
frame,
|
||||
self.sample_rate.clone(),
|
||||
std::mem::take(&mut self.h),
|
||||
std::mem::take(&mut self.c)
|
||||
]?;
|
||||
let res = self
|
||||
.session
|
||||
.run(ort::SessionInputs::ValueSlice::<4>(&inps))?;
|
||||
self.h = res["hn"].try_extract_tensor().unwrap().to_owned();
|
||||
self.c = res["cn"].try_extract_tensor().unwrap().to_owned();
|
||||
Ok(*res["output"]
|
||||
.try_extract_raw_tensor::<f32>()
|
||||
.unwrap()
|
||||
.1
|
||||
.first()
|
||||
.unwrap())
|
||||
}
|
||||
}
|
||||
60
examples/rust-example/src/utils.rs
Normal file
60
examples/rust-example/src/utils.rs
Normal file
@@ -0,0 +1,60 @@
|
||||
#[derive(Debug, Clone, Copy)]
|
||||
pub enum SampleRate {
|
||||
EightkHz,
|
||||
SixteenkHz,
|
||||
}
|
||||
|
||||
impl From<SampleRate> for i64 {
|
||||
fn from(value: SampleRate) -> Self {
|
||||
match value {
|
||||
SampleRate::EightkHz => 8000,
|
||||
SampleRate::SixteenkHz => 16000,
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
impl From<SampleRate> for usize {
|
||||
fn from(value: SampleRate) -> Self {
|
||||
match value {
|
||||
SampleRate::EightkHz => 8000,
|
||||
SampleRate::SixteenkHz => 16000,
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
#[derive(Debug)]
|
||||
pub struct VadParams {
|
||||
pub frame_size: usize,
|
||||
pub threshold: f32,
|
||||
pub min_silence_duration_ms: usize,
|
||||
pub speech_pad_ms: usize,
|
||||
pub min_speech_duration_ms: usize,
|
||||
pub max_speech_duration_s: f32,
|
||||
pub sample_rate: usize,
|
||||
}
|
||||
|
||||
impl Default for VadParams {
|
||||
fn default() -> Self {
|
||||
Self {
|
||||
frame_size: 64,
|
||||
threshold: 0.5,
|
||||
min_silence_duration_ms: 0,
|
||||
speech_pad_ms: 64,
|
||||
min_speech_duration_ms: 64,
|
||||
max_speech_duration_s: f32::INFINITY,
|
||||
sample_rate: 16000,
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
#[derive(Debug, Default)]
|
||||
pub struct TimeStamp {
|
||||
pub start: i64,
|
||||
pub end: i64,
|
||||
}
|
||||
|
||||
impl std::fmt::Display for TimeStamp {
|
||||
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
|
||||
write!(f, "[start:{:08}, end:{:08}]", self.start, self.end)
|
||||
}
|
||||
}
|
||||
223
examples/rust-example/src/vad_iter.rs
Normal file
223
examples/rust-example/src/vad_iter.rs
Normal file
@@ -0,0 +1,223 @@
|
||||
use crate::{silero, utils};
|
||||
|
||||
const DEBUG_SPEECH_PROB: bool = true;
|
||||
#[derive(Debug)]
|
||||
pub struct VadIter {
|
||||
silero: silero::Silero,
|
||||
params: Params,
|
||||
state: State,
|
||||
}
|
||||
|
||||
impl VadIter {
|
||||
pub fn new(silero: silero::Silero, params: utils::VadParams) -> Self {
|
||||
Self {
|
||||
silero,
|
||||
params: Params::from(params),
|
||||
state: State::new(),
|
||||
}
|
||||
}
|
||||
|
||||
pub fn process(&mut self, samples: &[i16]) -> Result<(), ort::Error> {
|
||||
self.reset_states();
|
||||
for audio_frame in samples.chunks_exact(self.params.frame_size_samples) {
|
||||
let speech_prob = self.silero.calc_level(audio_frame)?;
|
||||
self.state.update(&self.params, speech_prob);
|
||||
}
|
||||
self.state.check_for_last_speech(samples.len());
|
||||
Ok(())
|
||||
}
|
||||
|
||||
pub fn speeches(&self) -> &[utils::TimeStamp] {
|
||||
&self.state.speeches
|
||||
}
|
||||
}
|
||||
|
||||
impl VadIter {
|
||||
fn reset_states(&mut self) {
|
||||
self.silero.reset();
|
||||
self.state = State::new()
|
||||
}
|
||||
}
|
||||
|
||||
#[allow(unused)]
|
||||
#[derive(Debug)]
|
||||
struct Params {
|
||||
frame_size: usize,
|
||||
threshold: f32,
|
||||
min_silence_duration_ms: usize,
|
||||
speech_pad_ms: usize,
|
||||
min_speech_duration_ms: usize,
|
||||
max_speech_duration_s: f32,
|
||||
sample_rate: usize,
|
||||
sr_per_ms: usize,
|
||||
frame_size_samples: usize,
|
||||
min_speech_samples: usize,
|
||||
speech_pad_samples: usize,
|
||||
max_speech_samples: f32,
|
||||
min_silence_samples: usize,
|
||||
min_silence_samples_at_max_speech: usize,
|
||||
}
|
||||
|
||||
impl From<utils::VadParams> for Params {
|
||||
fn from(value: utils::VadParams) -> Self {
|
||||
let frame_size = value.frame_size;
|
||||
let threshold = value.threshold;
|
||||
let min_silence_duration_ms = value.min_silence_duration_ms;
|
||||
let speech_pad_ms = value.speech_pad_ms;
|
||||
let min_speech_duration_ms = value.min_speech_duration_ms;
|
||||
let max_speech_duration_s = value.max_speech_duration_s;
|
||||
let sample_rate = value.sample_rate;
|
||||
let sr_per_ms = sample_rate / 1000;
|
||||
let frame_size_samples = frame_size * sr_per_ms;
|
||||
let min_speech_samples = sr_per_ms * min_speech_duration_ms;
|
||||
let speech_pad_samples = sr_per_ms * speech_pad_ms;
|
||||
let max_speech_samples = sample_rate as f32 * max_speech_duration_s
|
||||
- frame_size_samples as f32
|
||||
- 2.0 * speech_pad_samples as f32;
|
||||
let min_silence_samples = sr_per_ms * min_silence_duration_ms;
|
||||
let min_silence_samples_at_max_speech = sr_per_ms * 98;
|
||||
Self {
|
||||
frame_size,
|
||||
threshold,
|
||||
min_silence_duration_ms,
|
||||
speech_pad_ms,
|
||||
min_speech_duration_ms,
|
||||
max_speech_duration_s,
|
||||
sample_rate,
|
||||
sr_per_ms,
|
||||
frame_size_samples,
|
||||
min_speech_samples,
|
||||
speech_pad_samples,
|
||||
max_speech_samples,
|
||||
min_silence_samples,
|
||||
min_silence_samples_at_max_speech,
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
#[derive(Debug, Default)]
|
||||
struct State {
|
||||
current_sample: usize,
|
||||
temp_end: usize,
|
||||
next_start: usize,
|
||||
prev_end: usize,
|
||||
triggered: bool,
|
||||
current_speech: utils::TimeStamp,
|
||||
speeches: Vec<utils::TimeStamp>,
|
||||
}
|
||||
|
||||
impl State {
|
||||
fn new() -> Self {
|
||||
Default::default()
|
||||
}
|
||||
|
||||
fn update(&mut self, params: &Params, speech_prob: f32) {
|
||||
self.current_sample += params.frame_size_samples;
|
||||
if speech_prob > params.threshold {
|
||||
if self.temp_end != 0 {
|
||||
self.temp_end = 0;
|
||||
if self.next_start < self.prev_end {
|
||||
self.next_start = self
|
||||
.current_sample
|
||||
.saturating_sub(params.frame_size_samples)
|
||||
}
|
||||
}
|
||||
if !self.triggered {
|
||||
self.debug(speech_prob, params, "start");
|
||||
self.triggered = true;
|
||||
self.current_speech.start =
|
||||
self.current_sample as i64 - params.frame_size_samples as i64;
|
||||
}
|
||||
return;
|
||||
}
|
||||
if self.triggered
|
||||
&& (self.current_sample as i64 - self.current_speech.start) as f32
|
||||
> params.max_speech_samples
|
||||
{
|
||||
if self.prev_end > 0 {
|
||||
self.current_speech.end = self.prev_end as _;
|
||||
self.take_speech();
|
||||
if self.next_start < self.prev_end {
|
||||
self.triggered = false
|
||||
} else {
|
||||
self.current_speech.start = self.next_start as _;
|
||||
}
|
||||
self.prev_end = 0;
|
||||
self.next_start = 0;
|
||||
self.temp_end = 0;
|
||||
} else {
|
||||
self.current_speech.end = self.current_sample as _;
|
||||
self.take_speech();
|
||||
self.prev_end = 0;
|
||||
self.next_start = 0;
|
||||
self.temp_end = 0;
|
||||
self.triggered = false;
|
||||
}
|
||||
return;
|
||||
}
|
||||
if speech_prob >= (params.threshold - 0.15) && (speech_prob < params.threshold) {
|
||||
if self.triggered {
|
||||
self.debug(speech_prob, params, "speaking")
|
||||
} else {
|
||||
self.debug(speech_prob, params, "silence")
|
||||
}
|
||||
}
|
||||
if self.triggered && speech_prob < (params.threshold - 0.15) {
|
||||
self.debug(speech_prob, params, "end");
|
||||
if self.temp_end == 0 {
|
||||
self.temp_end = self.current_sample;
|
||||
}
|
||||
if self.current_sample.saturating_sub(self.temp_end)
|
||||
> params.min_silence_samples_at_max_speech
|
||||
{
|
||||
self.prev_end = self.temp_end;
|
||||
}
|
||||
if self.current_sample.saturating_sub(self.temp_end) >= params.min_silence_samples {
|
||||
self.current_speech.end = self.temp_end as _;
|
||||
if self.current_speech.end - self.current_speech.start
|
||||
> params.min_speech_samples as _
|
||||
{
|
||||
self.take_speech();
|
||||
self.prev_end = 0;
|
||||
self.next_start = 0;
|
||||
self.temp_end = 0;
|
||||
self.triggered = false;
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
fn take_speech(&mut self) {
|
||||
self.speeches.push(std::mem::take(&mut self.current_speech)); // current speech becomes TimeStamp::default() due to take()
|
||||
}
|
||||
|
||||
fn check_for_last_speech(&mut self, last_sample: usize) {
|
||||
if self.current_speech.start > 0 {
|
||||
self.current_speech.end = last_sample as _;
|
||||
self.take_speech();
|
||||
self.prev_end = 0;
|
||||
self.next_start = 0;
|
||||
self.temp_end = 0;
|
||||
self.triggered = false;
|
||||
}
|
||||
}
|
||||
|
||||
fn debug(&self, speech_prob: f32, params: &Params, title: &str) {
|
||||
if DEBUG_SPEECH_PROB {
|
||||
let speech = self.current_sample as f32
|
||||
- params.frame_size_samples as f32
|
||||
- if title == "end" {
|
||||
params.speech_pad_samples
|
||||
} else {
|
||||
0
|
||||
} as f32; // minus window_size_samples to get precise start time point.
|
||||
println!(
|
||||
"[{:10}: {:.3} s ({:.3}) {:8}]",
|
||||
title,
|
||||
speech / params.sample_rate as f32,
|
||||
speech_prob,
|
||||
self.current_sample - params.frame_size_samples,
|
||||
);
|
||||
}
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user