├── .gitignore
├── Cargo.lock
├── Cargo.toml
├── LICENSE-APACHE
├── LICENSE-MIT
├── broadcast.html
├── client.html
├── config-s2st-1b.toml
├── rustfmt.toml
└── src
├── demo.rs
├── lm.rs
├── main.rs
├── signal.rs
└── utils.rs
/.gitignore:
--------------------------------------------------------------------------------
1 | # Byte-compiled / optimized / DLL files
2 | __pycache__/
3 | *.py[cod]
4 | *$py.class
5 |
6 | # C extensions
7 | *.so
8 |
9 | # Distribution / packaging
10 | .Python
11 | build/
12 | develop-eggs/
13 | dist/
14 | downloads/
15 | eggs/
16 | .eggs/
17 | lib/
18 | lib64/
19 | parts/
20 | sdist/
21 | var/
22 | wheels/
23 | share/python-wheels/
24 | *.egg-info/
25 | .installed.cfg
26 | *.egg
27 | MANIFEST
28 |
29 | # PyInstaller
30 | # Usually these files are written by a python script from a template
31 | # before PyInstaller builds the exe, so as to inject date/other infos into it.
32 | *.manifest
33 | *.spec
34 |
35 | # Installer logs
36 | pip-log.txt
37 | pip-delete-this-directory.txt
38 |
39 | # Unit test / coverage reports
40 | htmlcov/
41 | .tox/
42 | .nox/
43 | .coverage
44 | .coverage.*
45 | .cache
46 | nosetests.xml
47 | coverage.xml
48 | *.cover
49 | *.py,cover
50 | .hypothesis/
51 | .pytest_cache/
52 | cover/
53 |
54 | # Translations
55 | *.mo
56 | *.pot
57 |
58 | # Django stuff:
59 | *.log
60 | local_settings.py
61 | db.sqlite3
62 | db.sqlite3-journal
63 |
64 | # Flask stuff:
65 | instance/
66 | .webassets-cache
67 |
68 | # Scrapy stuff:
69 | .scrapy
70 |
71 | # Sphinx documentation
72 | docs/_build/
73 |
74 | # PyBuilder
75 | .pybuilder/
76 | target/
77 | target-trunk/
78 |
79 | # Jupyter Notebook
80 | .ipynb_checkpoints
81 |
82 | # IPython
83 | profile_default/
84 | ipython_config.py
85 |
86 | # pyenv
87 | # For a library or package, you might want to ignore these files since the code is
88 | # intended to run in multiple environments; otherwise, check them in:
89 | # .python-version
90 |
91 | # pipenv
92 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
93 | # However, in case of collaboration, if having platform-specific dependencies or dependencies
94 | # having no cross-platform support, pipenv may install dependencies that don't work, or not
95 | # install all needed dependencies.
96 | #Pipfile.lock
97 |
98 | # poetry
99 | # Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
100 | # This is especially recommended for binary packages to ensure reproducibility, and is more
101 | # commonly ignored for libraries.
102 | # https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
103 | #poetry.lock
104 |
105 | # pdm
106 | # Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
107 | #pdm.lock
108 | # pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
109 | # in version control.
110 | # https://pdm.fming.dev/#use-with-ide
111 | .pdm.toml
112 |
113 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
114 | __pypackages__/
115 |
116 | # Celery stuff
117 | celerybeat-schedule
118 | celerybeat.pid
119 |
120 | # SageMath parsed files
121 | *.sage.py
122 |
123 | # Environments
124 | .env
125 | .venv
126 | env/
127 | venv/
128 | ENV/
129 | env.bak/
130 | venv.bak/
131 |
132 | # Spyder project settings
133 | .spyderproject
134 | .spyproject
135 |
136 | # Rope project settings
137 | .ropeproject
138 |
139 | # mkdocs documentation
140 | /site
141 |
142 | # mypy
143 | .mypy_cache/
144 | .dmypy.json
145 | dmypy.json
146 |
147 | # Pyre type checker
148 | .pyre/
149 |
150 | # pytype static type analyzer
151 | .pytype/
152 |
153 | # Cython debug symbols
154 | cython_debug/
155 |
156 | # PyCharm
157 | # JetBrains specific template is maintained in a separate JetBrains.gitignore that can
158 | # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
159 | # and can be added to the global gitignore or merged into this file. For a more nuclear
160 | # option (not recommended) you can uncomment the following to ignore the entire idea folder.
161 | #.idea/
162 |
163 | *~
164 | *.safetensors
165 | *.wav
166 | *.opus
167 | trace*.json
168 | *.flac
169 | pkg
170 | *.nsys-rep
171 | *.sqlite
172 | *.pem
173 | *.tgz
174 | *.mp3
175 | *.ogg
176 | /moshi-demo/config.sh
177 | log.*
178 | laurent/cuda-test/check
179 | client/node_modules
180 | scripts/moshi-demo/config.sh
181 |
--------------------------------------------------------------------------------
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--------------------------------------------------------------------------------
1 | [package]
2 | name = "moshi-webrtc"
3 | version = "0.1.0"
4 | edition = "2021"
5 |
6 | [dependencies]
7 | anyhow = "1"
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9 | base64 = "0.21.7"
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11 | candle-nn = "0.8.3"
12 | candle-transformers = "0.8.3"
13 | clap = { version = "4.4.12", features = ["derive"] }
14 | hf-hub = { version = "0.3.2", features = ["tokio"] }
15 | hyper = "1.3.1"
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19 | opus = "0.3.0"
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21 | regex = "1.10.3"
22 | rubato = "0.15.0"
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28 | tower = "0.4.13"
29 | tower-http = { version = "0.5", features = ["full"] }
30 | tracing = "0.1.40"
31 | tracing-subscriber = "0.3.18"
32 | webrtc = "0.12.0"
33 |
34 | [profile.release]
35 | debug = true
36 |
37 | [profile.release-no-debug]
38 | inherits = "release"
39 | debug = false
40 |
41 | [features]
42 | default = []
43 | cuda = ["moshi/cuda", "candle/cuda", "candle-nn/cuda", "candle-transformers/cuda"]
44 | metal = ["moshi/metal", "candle/metal", "candle-nn/metal", "candle-transformers/metal"]
45 |
46 |
--------------------------------------------------------------------------------
/LICENSE-APACHE:
--------------------------------------------------------------------------------
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/LICENSE-MIT:
--------------------------------------------------------------------------------
1 | Permission is hereby granted, free of charge, to any
2 | person obtaining a copy of this software and associated
3 | documentation files (the "Software"), to deal in the
4 | Software without restriction, including without
5 | limitation the rights to use, copy, modify, merge,
6 | publish, distribute, sublicense, and/or sell copies of
7 | the Software, and to permit persons to whom the Software
8 | is furnished to do so, subject to the following
9 | conditions:
10 |
11 | The above copyright notice and this permission notice
12 | shall be included in all copies or substantial portions
13 | of the Software.
14 |
15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF
16 | ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED
17 | TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A
18 | PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT
19 | SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY
20 | CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
21 | OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR
22 | IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
23 | DEALINGS IN THE SOFTWARE.
24 |
--------------------------------------------------------------------------------
/broadcast.html:
--------------------------------------------------------------------------------
1 |
2 |
3 |
4 |
5 |
6 | WebRTC Example
7 |
13 |
14 |
15 | Browser base64 Session Description
16 |
17 | Remote Session Description
18 |
19 |
20 |
21 |
22 |
23 | Video
24 |
25 |
26 | Text
27 |
28 |
29 | Logs
30 |
31 |
138 |
139 |
140 |
141 |
--------------------------------------------------------------------------------
/client.html:
--------------------------------------------------------------------------------
1 |
2 |
3 |
4 |
5 |
6 | WebRTC Example
7 |
13 |
14 |
15 | Browser base64 Session Description
16 |
17 |
18 | Remote Session Description
19 |
20 |
21 |
22 |
23 |
24 | Video
25 |
26 |
27 | Logs
28 |
29 |
106 |
107 |
108 |
--------------------------------------------------------------------------------
/config-s2st-1b.toml:
--------------------------------------------------------------------------------
1 | static_dir = "$HOME/tmp/dist/"
2 | lm_model_file = "hf://kyutai/hibiki-1b-rs-bf16/hibiki-rs-dc2cf5a5@80.safetensors"
3 | text_tokenizer_file = "hf://kyutai/hibiki-1b-rs-bf16/tokenizer_spm_48k_multi6_2.model"
4 | audio_tokenizer_file = "hf://kyutai/hibiki-1b-rs-bf16/mimi-dbaa9758@125.safetensors"
5 |
6 | [gen]
7 | generated_audio_codebooks = 8
8 | input_audio_codebooks = 8
9 | audio_vocab_size = 2049
10 | acoustic_delay = 2
11 | text_eop_token = 0
12 | text_pad_token = 3
13 | text_start_token = 48000
14 |
15 | [model]
16 | text_in_vocab_size = 48001
17 | text_out_vocab_size = 48000
18 | audio_vocab_size = 2049
19 | audio_codebooks = 16
20 |
21 | [model.transformer]
22 | d_model = 2048
23 | num_heads = 16
24 | num_layers = 16
25 | dim_feedforward = 8192
26 | causal = true
27 | norm_first = true
28 | bias_ff = false
29 | bias_attn = false
30 | context = 3000
31 | max_period = 100000
32 | use_conv_block = false
33 | use_conv_bias = true
34 | gating = "silu"
35 | norm = "RmsNorm"
36 | positional_embedding = "Rope"
37 | conv_layout = false
38 | conv_kernel_size = 3
39 | kv_repeat = 1
40 | max_seq_len = 4096
41 |
42 | [model.depformer]
43 | num_slices = 8
44 |
45 | [model.depformer.transformer]
46 | d_model = 1024
47 | num_heads = 16
48 | num_layers = 6
49 | dim_feedforward = 4096
50 | causal = true
51 | norm_first = true
52 | bias_ff = false
53 | bias_attn = false
54 | context = 32
55 | max_period = 10000
56 | use_conv_block = false
57 | use_conv_bias = true
58 | gating = "silu"
59 | norm = "RmsNorm"
60 | positional_embedding = "None"
61 | conv_layout = false
62 | conv_kernel_size = 3
63 | kv_repeat = 1
64 | max_seq_len = 4096
65 |
66 | [model.conditioners.description]
67 | type = "Lut"
68 | n_bins = 31
69 | dim = 16
70 | possible_values = ["very_bad", "bad", "neutral", "good", "very_good"]
71 |
72 |
--------------------------------------------------------------------------------
/rustfmt.toml:
--------------------------------------------------------------------------------
1 | use_small_heuristics = "Max"
2 | edition = "2021"
3 |
4 |
--------------------------------------------------------------------------------
/src/demo.rs:
--------------------------------------------------------------------------------
1 | // Copyright (c) Kyutai, all rights reserved.
2 | // This source code is licensed under the license found in the
3 | // LICENSE file in the root directory of this source tree.
4 |
5 | use crate::utils::OPUS_ENCODER_FRAME_SIZE;
6 | pub(crate) const SAMPLE_RATE: u32 = 48_000;
7 | pub(crate) const CHANNELS: u16 = 1;
8 |
9 | use std::str::FromStr;
10 | use std::sync::Arc;
11 |
12 | use anyhow::Result;
13 | use webrtc::peer_connection::peer_connection_state::RTCPeerConnectionState;
14 | use webrtc::peer_connection::sdp::session_description::RTCSessionDescription;
15 | use webrtc::rtp::packetizer::{Depacketizer, Payloader};
16 |
17 | type Receiver = tokio::sync::broadcast::Receiver>;
18 |
19 | pub(crate) async fn run(args: crate::DemoArgs) -> Result<()> {
20 | let pcm_rx = {
21 | let (pcm, sample_rate) = kaudio::pcm_decode(&args.audio)?;
22 | let pcm = kaudio::resample(
23 | &pcm[(sample_rate as usize * 4)..],
24 | sample_rate as usize,
25 | SAMPLE_RATE as usize,
26 | )?;
27 | let pcm =
28 | if CHANNELS == 2 { (0..pcm.len() * 2).map(|i| pcm[i / 2]).collect() } else { pcm };
29 | send_loop(pcm)?
30 | };
31 |
32 | let app = axum::Router::new()
33 | .route("/api/connect", axum::routing::post(connect))
34 | .route("/api/broadcast", axum::routing::post(broadcast))
35 | .fallback_service(
36 | tower_http::services::ServeDir::new(".").append_index_html_on_directories(true),
37 | )
38 | .layer(tower::ServiceBuilder::new().layer(tower_http::trace::TraceLayer::new_for_http()))
39 | .with_state(Arc::new(pcm_rx));
40 | let sock_addr = std::net::SocketAddr::from((
41 | std::net::IpAddr::from_str(args.addr.as_str())
42 | .unwrap_or(std::net::IpAddr::V6(std::net::Ipv6Addr::LOCALHOST)),
43 | args.port,
44 | ));
45 | tracing::info!("listening on http://{}", sock_addr);
46 | let listener = tokio::net::TcpListener::bind(sock_addr).await?;
47 | axum::serve(listener, app.into_make_service_with_connect_info::())
48 | .await?;
49 | Ok(())
50 | }
51 |
52 | fn send_loop(pcm: Vec) -> Result {
53 | use webrtc::rtp::codecs::opus::OpusPayloader;
54 | let channels = match CHANNELS {
55 | 1 => opus::Channels::Mono,
56 | 2 => opus::Channels::Stereo,
57 | c => anyhow::bail!("unsupported channels {c}"),
58 | };
59 | let mut encoder = opus::Encoder::new(SAMPLE_RATE, channels, opus::Application::Voip)?;
60 |
61 | let (tx, rx) = tokio::sync::broadcast::channel(10);
62 | tokio::task::spawn(async move {
63 | let mut out_pcm_index = 0;
64 | let mut out_pcm_buf = vec![0u8; SAMPLE_RATE as usize];
65 | let mut start_time = tokio::time::Instant::now();
66 | loop {
67 | let (start_i, end_i) =
68 | (out_pcm_index, out_pcm_index + OPUS_ENCODER_FRAME_SIZE * CHANNELS as usize);
69 | if end_i <= pcm.len() {
70 | let size = encoder.encode_float(&pcm[start_i..end_i], &mut out_pcm_buf)?;
71 | let duration = (end_i - start_i) as f32 / SAMPLE_RATE as f32 / CHANNELS as f32;
72 | let bytes = hyper::body::Bytes::copy_from_slice(&out_pcm_buf[..size]);
73 | let play_time = start_time
74 | + tokio::time::Duration::from_secs_f32(
75 | end_i as f32 / SAMPLE_RATE as f32 / CHANNELS as f32,
76 | );
77 | tokio::time::sleep_until(play_time).await;
78 | for payload in OpusPayloader.payload(1500, &bytes)? {
79 | let sample = webrtc::media::Sample {
80 | data: payload,
81 | duration: std::time::Duration::from_secs_f32(duration),
82 | ..Default::default()
83 | };
84 | // Do not fail on error as this happens when there is no receiver.
85 | let _ = tx.send(Arc::new(sample));
86 | }
87 | out_pcm_index += OPUS_ENCODER_FRAME_SIZE * CHANNELS as usize
88 | } else {
89 | start_time = tokio::time::Instant::now();
90 | out_pcm_index = 0;
91 | }
92 | }
93 | #[allow(unreachable_code)]
94 | Ok::<_, anyhow::Error>(())
95 | });
96 | Ok(rx)
97 | }
98 |
99 | async fn connect(
100 | axum::extract::ConnectInfo(_addr): axum::extract::ConnectInfo,
101 | state: axum::extract::State>,
102 | axum::extract::Json(req): axum::extract::Json,
103 | ) -> axum::response::Response {
104 | use axum::response::IntoResponse;
105 |
106 | match connect_(state.resubscribe(), req).await {
107 | Err(err) => {
108 | tracing::error!("{err:?}");
109 | (axum::http::StatusCode::INTERNAL_SERVER_ERROR, format!("{err}")).into_response()
110 | }
111 | Ok(descr) => axum::Json(descr).into_response(),
112 | }
113 | }
114 |
115 | async fn broadcast(
116 | axum::extract::ConnectInfo(_addr): axum::extract::ConnectInfo,
117 | state: axum::extract::State>,
118 | axum::extract::Json(req): axum::extract::Json,
119 | ) -> axum::response::Response {
120 | use axum::response::IntoResponse;
121 |
122 | match broadcast_(state.resubscribe(), req).await {
123 | Err(err) => {
124 | tracing::error!("{err:?}");
125 | (axum::http::StatusCode::INTERNAL_SERVER_ERROR, format!("{err}")).into_response()
126 | }
127 | Ok(descr) => axum::Json(descr).into_response(),
128 | }
129 | }
130 |
131 | async fn connect_(
132 | mut pcm_rx: Receiver,
133 | client_offer: RTCSessionDescription,
134 | ) -> Result {
135 | let peer_connection = crate::utils::peer_connection(SAMPLE_RATE, CHANNELS).await?;
136 | let output_track = crate::utils::output_track(&peer_connection, SAMPLE_RATE, CHANNELS).await?;
137 | // Set the remote SessionDescription
138 | peer_connection.set_remote_description(client_offer).await?;
139 |
140 | // Set a handler for when a new remote track starts, this handler copies inbound RTP packets,
141 | // replaces the SSRC and sends them back
142 | peer_connection.on_track(Box::new(move |track, _, _| {
143 | tracing::info!("connection established {track:?}");
144 |
145 | tokio::spawn(async move {
146 | if let Err(err) = handle_rtp(track).await {
147 | tracing::error!("{err:?}")
148 | }
149 | });
150 | Box::pin(async {})
151 | }));
152 |
153 | let (done_tx, mut done_rx) = tokio::sync::mpsc::channel::<()>(1);
154 | let (start_tx, mut start_rx) = tokio::sync::mpsc::channel::<()>(1);
155 |
156 | // Set the handler for Peer connection state
157 | // This will notify you when the peer has connected/disconnected
158 | peer_connection.on_peer_connection_state_change(Box::new(move |s: RTCPeerConnectionState| {
159 | tracing::info!("Peer Connection State has changed: {s}");
160 |
161 | if s == RTCPeerConnectionState::Connected {
162 | let _ = start_tx.try_send(());
163 | }
164 | if s == RTCPeerConnectionState::Failed {
165 | // Wait until PeerConnection has had no network activity for 30 seconds or another failure. It may be reconnected using an ICE Restart.
166 | // Use webrtc.PeerConnectionStateDisconnected if you are interested in detecting faster timeout.
167 | // Note that the PeerConnection may come back from PeerConnectionStateDisconnected.
168 | tracing::error!("Peer Connection has gone to failed exiting");
169 | let _ = done_tx.try_send(());
170 | }
171 |
172 | Box::pin(async {})
173 | }));
174 |
175 | // Create an answer
176 | let answer = peer_connection.create_answer(None).await?;
177 |
178 | // Create channel that is blocked until ICE Gathering is complete
179 | let mut gather_complete = peer_connection.gathering_complete_promise().await;
180 |
181 | // Sets the LocalDescription, and starts our UDP listeners
182 | peer_connection.set_local_description(answer).await?;
183 |
184 | // Block until ICE Gathering is complete, disabling trickle ICE
185 | // we do this because we only can exchange one signaling message
186 | // in a production application you should exchange ICE Candidates via OnICECandidate
187 | let _ = gather_complete.recv().await;
188 |
189 | // Output the answer in base64 so we can paste it in browser
190 | let local_desc = match peer_connection.local_description().await {
191 | Some(desc) => desc,
192 | None => anyhow::bail!("generate local_description failed!"),
193 | };
194 | tracing::info!("desc {local_desc:?}");
195 |
196 | tokio::task::spawn(async move {
197 | tracing::info!("waiting for a connection");
198 | let _ = start_rx.recv().await;
199 | tracing::info!("starting send loop");
200 | loop {
201 | let sample = match pcm_rx.recv().await {
202 | Ok(sample) => sample,
203 | Err(err) => {
204 | tracing::error!(?err, "no sample");
205 | continue;
206 | }
207 | };
208 | if let Err(err) = output_track.write_sample(&sample).await {
209 | tracing::error!("output track write_rtp got error: {err}");
210 | break;
211 | }
212 | if done_rx.try_recv().is_ok() {
213 | tracing::info!("exiting the send loop");
214 | break;
215 | }
216 | }
217 | tracing::info!("closing peer connection");
218 | peer_connection.close().await?;
219 | Ok::<_, anyhow::Error>(())
220 | });
221 |
222 | Ok(local_desc)
223 | }
224 |
225 | async fn handle_rtp(track: Arc) -> Result<()> {
226 | use webrtc::rtp::codecs::opus::OpusPacket;
227 | let channels = match CHANNELS {
228 | 1 => opus::Channels::Mono,
229 | 2 => opus::Channels::Stereo,
230 | c => anyhow::bail!("unsupported channels {c}"),
231 | };
232 | let mut decoder = opus::Decoder::new(SAMPLE_RATE, channels)?;
233 |
234 | tracing::info!(
235 | "Track has started, of type {}: {}",
236 | track.payload_type(),
237 | track.codec().capability.mime_type
238 | );
239 | let mut pcm_buf = vec![0i16; SAMPLE_RATE as usize];
240 | let mut all_pcm: Vec = Vec::with_capacity(10_000_000);
241 | let mut payloads = vec![];
242 | // Read RTP packets being sent to webrtc-rs
243 | while let Ok((rtp, _)) = track.read_rtp().await {
244 | if !rtp.payload.is_empty() {
245 | let payload = OpusPacket.depacketize(&rtp.payload)?;
246 | payloads.push(payload.clone());
247 | let size_read = decoder.decode(&payload, &mut pcm_buf, /* fec? */ false)?;
248 | if CHANNELS == 2 {
249 | for i in 0..size_read {
250 | let v = (pcm_buf[2 * i] as f32 + pcm_buf[2 * i + 1] as f32) / 2.0;
251 | all_pcm.push(v as i16)
252 | }
253 | } else {
254 | all_pcm.extend_from_slice(&pcm_buf[..size_read]);
255 | }
256 | }
257 | if all_pcm.len() > SAMPLE_RATE as usize * 20 {
258 | let mut file = std::fs::File::create("thisisatest.wav")?;
259 | kaudio::wav::write_pcm_as_wav(&mut file, &all_pcm, SAMPLE_RATE, 1)?;
260 | std::fs::write("thisisatest.opus", payloads.concat())?;
261 | break;
262 | }
263 | }
264 | tracing::info!(
265 | "on_track finished, of type {}: {}",
266 | track.payload_type(),
267 | track.codec().capability.mime_type
268 | );
269 | Ok(())
270 | }
271 |
272 | async fn broadcast_(
273 | mut pcm_rx: Receiver,
274 | client_offer: RTCSessionDescription,
275 | ) -> Result {
276 | let peer_connection = crate::utils::peer_connection(SAMPLE_RATE, CHANNELS).await?;
277 | let output_track = crate::utils::output_track(&peer_connection, SAMPLE_RATE, CHANNELS).await?;
278 | peer_connection.set_remote_description(client_offer).await?;
279 |
280 | let (done_tx, mut done_rx) = tokio::sync::mpsc::channel::<()>(1);
281 | let (start_tx, mut start_rx) = tokio::sync::mpsc::channel::<()>(1);
282 | peer_connection.on_peer_connection_state_change(Box::new(move |s: RTCPeerConnectionState| {
283 | tracing::info!("Peer Connection State has changed: {s}");
284 | if s == RTCPeerConnectionState::Connected {
285 | let _ = start_tx.try_send(());
286 | }
287 | if s == RTCPeerConnectionState::Failed {
288 | tracing::error!("Peer Connection has gone to failed exiting");
289 | let _ = done_tx.try_send(());
290 | }
291 | Box::pin(async {})
292 | }));
293 |
294 | let answer = peer_connection.create_answer(None).await?;
295 | let mut gather_complete = peer_connection.gathering_complete_promise().await;
296 | peer_connection.set_local_description(answer).await?;
297 | let _ = gather_complete.recv().await;
298 | let local_desc = match peer_connection.local_description().await {
299 | Some(desc) => desc,
300 | None => anyhow::bail!("generate local_description failed!"),
301 | };
302 | tokio::task::spawn(async move {
303 | tracing::info!("waiting for a connection");
304 | let _ = start_rx.recv().await;
305 | tracing::info!("starting send loop");
306 | loop {
307 | let sample = match pcm_rx.recv().await {
308 | Ok(sample) => sample,
309 | Err(err) => {
310 | tracing::error!(?err, "no sample");
311 | continue;
312 | }
313 | };
314 | if let Err(err) = output_track.write_sample(&sample).await {
315 | tracing::error!("output track write_rtp got error: {err}");
316 | break;
317 | }
318 | if done_rx.try_recv().is_ok() {
319 | tracing::info!("exiting the send loop");
320 | break;
321 | }
322 | }
323 | tracing::info!("closing peer connection");
324 | peer_connection.close().await?;
325 | Ok::<_, anyhow::Error>(())
326 | });
327 | Ok(local_desc)
328 | }
329 |
--------------------------------------------------------------------------------
/src/lm.rs:
--------------------------------------------------------------------------------
1 | // Copyright (c) Kyutai, all rights reserved.
2 | // This source code is licensed under the license found in the
3 | // LICENSE file in the root directory of this source tree.
4 |
5 | use std::str::FromStr;
6 | use std::sync::Arc;
7 |
8 | use anyhow::{Context, Result};
9 | use candle::{Device, IndexOp, Tensor};
10 | use candle_nn::VarBuilder;
11 | use candle_transformers::generation::LogitsProcessor;
12 |
13 | use webrtc::peer_connection::peer_connection_state::RTCPeerConnectionState;
14 | use webrtc::peer_connection::sdp::session_description::RTCSessionDescription;
15 | use webrtc::rtp::packetizer::{Depacketizer, Payloader};
16 |
17 | enum BroadcastEvent {
18 | Sample(webrtc::media::Sample),
19 | Text(String),
20 | }
21 |
22 | type Sender = tokio::sync::broadcast::Sender>;
23 | type Receiver = tokio::sync::broadcast::Receiver>;
24 |
25 | #[derive(Debug, Clone, serde::Deserialize)]
26 | pub struct Config {
27 | pub static_dir: String,
28 | pub lm_model_file: String,
29 | pub text_tokenizer_file: String,
30 | pub audio_tokenizer_file: String,
31 | pub model: moshi::lm::Config,
32 | pub gen: moshi::lm_generate_multistream::Config,
33 | }
34 |
35 | impl Config {
36 | fn load>(p: P) -> Result {
37 | use crate::utils::resolve_or_download as rod;
38 | let cfg = std::fs::read_to_string(p.as_ref())?;
39 | let mut cfg: Self = toml::from_str(&cfg)?;
40 | cfg.static_dir = rod(&cfg.static_dir)?;
41 | cfg.lm_model_file = rod(&cfg.lm_model_file)?;
42 | cfg.text_tokenizer_file = rod(&cfg.text_tokenizer_file)?;
43 | cfg.audio_tokenizer_file = rod(&cfg.audio_tokenizer_file)?;
44 | Ok(cfg)
45 | }
46 | }
47 |
48 | #[allow(unused)]
49 | enum LogEvent {
50 | Text(String),
51 | TextToken(u32),
52 | AudioTokens(Vec),
53 | Pcm(Vec),
54 | }
55 |
56 | struct TextDecoder {
57 | gen_config: moshi::lm_generate_multistream::Config,
58 | text_tokenizer: std::sync::Arc,
59 | }
60 |
61 | impl TextDecoder {
62 | fn text(&self, prev_text_token: u32, text_token: u32) -> Option {
63 | let config = &self.gen_config;
64 | if text_token != config.text_start_token
65 | && text_token != config.text_pad_token
66 | && text_token != config.text_eop_token
67 | {
68 | if prev_text_token == config.text_start_token {
69 | self.text_tokenizer.decode_piece_ids(&[text_token]).ok()
70 | } else {
71 | let prev_ids = self.text_tokenizer.decode_piece_ids(&[prev_text_token]).ok();
72 | let ids = self.text_tokenizer.decode_piece_ids(&[prev_text_token, text_token]).ok();
73 | prev_ids.and_then(|prev_ids| {
74 | ids.map(|ids| {
75 | if ids.len() > prev_ids.len() {
76 | ids[prev_ids.len()..].to_string()
77 | } else {
78 | String::new()
79 | }
80 | })
81 | })
82 | }
83 | } else {
84 | None
85 | }
86 | }
87 | }
88 |
89 | struct Lm {
90 | dev: Device,
91 | gen_config: moshi::lm_generate_multistream::Config,
92 | lm: moshi::lm::LmModel,
93 | audio_tokenizer: moshi::mimi::Mimi,
94 | text_tokenizer: std::sync::Arc,
95 | }
96 |
97 | impl Lm {
98 | fn new(lm: &Config, dev: &Device) -> Result {
99 | let dtype = dev.bf16_default_to_f32();
100 | let model_config = &lm.model;
101 | let gen_config = lm.gen.clone();
102 | let audio_tokenizer = moshi::mimi::load(&lm.audio_tokenizer_file, Some(8), dev)?;
103 | let text_tokenizer = sentencepiece::SentencePieceProcessor::open(&lm.text_tokenizer_file)
104 | .with_context(|| lm.text_tokenizer_file.clone())?;
105 | let text_tokenizer = Arc::new(text_tokenizer);
106 | let vb_lm =
107 | unsafe { VarBuilder::from_mmaped_safetensors(&[&lm.lm_model_file], dtype, dev)? };
108 | let lm = moshi::lm::LmModel::new(
109 | model_config,
110 | moshi::nn::MaybeQuantizedVarBuilder::Real(vb_lm),
111 | )?;
112 | Ok(Self { audio_tokenizer, text_tokenizer, lm, gen_config, dev: dev.clone() })
113 | }
114 |
115 | fn run(
116 | &self,
117 | pcm_in: std::sync::mpsc::Receiver>,
118 | tx: std::sync::mpsc::Sender,
119 | ) -> Result<()> {
120 | let dev = self.dev.clone();
121 | let mut audio_tokenizer = self.audio_tokenizer.clone();
122 | audio_tokenizer.reset_state();
123 | let text_decoder = TextDecoder {
124 | gen_config: self.gen_config.clone(),
125 | text_tokenizer: self.text_tokenizer.clone(),
126 | };
127 | let text_lp = LogitsProcessor::from_sampling(
128 | 299792458,
129 | candle_transformers::generation::Sampling::TopK { k: 25, temperature: 0.8 },
130 | );
131 | let audio_lp = LogitsProcessor::from_sampling(
132 | 299792458,
133 | candle_transformers::generation::Sampling::TopK { k: 250, temperature: 0.8 },
134 | );
135 | let conditions = match self.lm.condition_provider() {
136 | None => None,
137 | Some(cp) => {
138 | let conditions = cp.condition_lut("description", "very_good")?;
139 | tracing::info!(?conditions, "generated conditions");
140 | Some(conditions)
141 | }
142 | };
143 | let mut state = moshi::lm_generate_multistream::State::new(
144 | self.lm.clone(),
145 | /* max_steps = */ 4096,
146 | audio_lp,
147 | text_lp,
148 | None,
149 | None,
150 | None,
151 | self.gen_config.clone(),
152 | );
153 | let mut prev_text_token = state.config().text_start_token;
154 |
155 | while let Ok(pcm) = pcm_in.recv() {
156 | let pcm = Tensor::new(pcm, &dev)?.reshape((1, 1, ()))?;
157 | let audio_tokens = audio_tokenizer.encode_step(&pcm.into())?;
158 | let audio_tokens = match audio_tokens.as_option() {
159 | None => continue,
160 | Some(audio_tokens) => audio_tokens,
161 | };
162 | let (_one, _codebooks, steps) = audio_tokens.dims3()?;
163 |
164 | for step in 0..steps {
165 | let codes = audio_tokens.i((0, .., step))?.to_vec1::()?;
166 | let text_token =
167 | state.step_(Some(prev_text_token), &codes, None, None, conditions.as_ref())?;
168 |
169 | if let Some(text) = text_decoder.text(prev_text_token, text_token) {
170 | tx.send(LogEvent::Text(text))?
171 | }
172 | tx.send(LogEvent::TextToken(text_token))?;
173 | tracing::info!(text_token, "sampled text token");
174 | if let Some(audio_tokens) = state.last_audio_tokens() {
175 | let audio_tokens_t = {
176 | let cb = state.config().generated_audio_codebooks;
177 | Tensor::from_slice(&audio_tokens[..cb], (1, cb, 1), &dev)?
178 | };
179 | tx.send(LogEvent::AudioTokens(audio_tokens))?;
180 | let pcm = audio_tokenizer.decode_step(&audio_tokens_t.into())?;
181 | if let Some(pcm) = pcm.as_option() {
182 | let pcm = pcm.i((0, 0))?.to_vec1::()?;
183 | tx.send(LogEvent::Pcm(pcm))?;
184 | }
185 | }
186 | prev_text_token = text_token
187 | }
188 | }
189 |
190 | Ok(())
191 | }
192 |
193 | fn warmup(&self) -> Result<()> {
194 | let mut lm_model = self.lm.clone();
195 | let in_codebooks = self.gen_config.input_audio_codebooks;
196 | let (_v, ys) = lm_model.forward(None, vec![None; in_codebooks])?;
197 | let mut lp = candle_transformers::generation::LogitsProcessor::new(123, None, None);
198 | let _ = lm_model.depformer_sample(&ys, None, &[], &mut lp)?;
199 |
200 | let config = self.audio_tokenizer.config();
201 | let frame_length = (config.sample_rate / config.frame_rate).ceil() as usize;
202 | let fake_pcm = candle::Tensor::zeros((1, 1, frame_length), candle::DType::F32, &self.dev)?;
203 | let mut audio_tokenizer = self.audio_tokenizer.clone();
204 | let codes = audio_tokenizer.encode_step(&fake_pcm.into())?;
205 | let ys = audio_tokenizer.decode_step(&codes)?;
206 | if ys.as_option().is_none() {
207 | anyhow::bail!("Expected Mimi to output some stuff, but nothing came out.");
208 | }
209 | self.dev.synchronize()?;
210 | Ok(())
211 | }
212 | }
213 |
214 | struct State {
215 | lm: Lm,
216 | out_tx: Sender,
217 | out_rx: Receiver,
218 | }
219 |
220 | pub(crate) async fn run(args: crate::LmArgs) -> Result<()> {
221 | let cfg = Config::load(&args.config)?;
222 | let dev = crate::utils::device(args.cpu)?;
223 | let lm = Lm::new(&cfg, &dev)?;
224 |
225 | tracing::info!("warming up the model");
226 | lm.warmup()?;
227 | tracing::info!("model is ready to roll!");
228 | let (out_tx, out_rx) = tokio::sync::broadcast::channel(10);
229 | let state = Arc::new(State { lm, out_tx, out_rx });
230 |
231 | let app = axum::Router::new()
232 | .route("/api/connect", axum::routing::post(connect))
233 | .route("/api/broadcast", axum::routing::post(broadcast))
234 | .fallback_service(
235 | tower_http::services::ServeDir::new(&cfg.static_dir)
236 | .append_index_html_on_directories(true),
237 | )
238 | .layer(tower::ServiceBuilder::new().layer(tower_http::trace::TraceLayer::new_for_http()))
239 | .with_state(state);
240 | let sock_addr = std::net::SocketAddr::from((
241 | std::net::IpAddr::from_str(args.addr.as_str())
242 | .unwrap_or(std::net::IpAddr::V6(std::net::Ipv6Addr::LOCALHOST)),
243 | args.port,
244 | ));
245 | tracing::info!("listening on http://{}", sock_addr);
246 | let listener = tokio::net::TcpListener::bind(sock_addr).await?;
247 | axum::serve(listener, app.into_make_service_with_connect_info::())
248 | .await?;
249 | Ok(())
250 | }
251 |
252 | async fn broadcast(
253 | axum::extract::ConnectInfo(_addr): axum::extract::ConnectInfo,
254 | axum::extract::State(state): axum::extract::State>,
255 | axum::extract::Json(req): axum::extract::Json,
256 | ) -> axum::response::Response {
257 | use axum::response::IntoResponse;
258 |
259 | match broadcast_(state.out_rx.resubscribe(), req).await {
260 | Err(err) => {
261 | tracing::error!("{err:?}");
262 | (axum::http::StatusCode::INTERNAL_SERVER_ERROR, format!("{err}")).into_response()
263 | }
264 | Ok(descr) => axum::Json(descr).into_response(),
265 | }
266 | }
267 |
268 | async fn broadcast_(
269 | mut rx: Receiver,
270 | client_offer: RTCSessionDescription,
271 | ) -> Result {
272 | let peer_connection = crate::utils::peer_connection(48000, 1).await?;
273 | let options = Some(webrtc::data_channel::data_channel_init::RTCDataChannelInit {
274 | ordered: Some(false),
275 | max_retransmits: Some(0u16),
276 | ..Default::default()
277 | });
278 | // As we generate an answer and not an offer here, note that this requires the
279 | // offer to contain m=application which can be triggered by adding a call
280 | // to createDataChannel in the browser code that generates the offer (even if
281 | // the returned channel ends up not being used).
282 | let data_channel = peer_connection.create_data_channel("data", options).await?;
283 | let output_track = crate::utils::output_track(&peer_connection, 48000, 1).await?;
284 | data_channel.on_open(Box::new(|| {
285 | tracing::info!("on_open");
286 | Box::pin(async move {})
287 | }));
288 | peer_connection.set_remote_description(client_offer).await?;
289 |
290 | let (done_tx, mut done_rx) = tokio::sync::mpsc::channel::<()>(1);
291 | let (start_tx, mut start_rx) = tokio::sync::mpsc::channel::<()>(1);
292 | peer_connection.on_data_channel(Box::new(move |_| {
293 | tracing::info!("on_data_channel");
294 | Box::pin(async {})
295 | }));
296 | peer_connection.on_peer_connection_state_change(Box::new(move |s: RTCPeerConnectionState| {
297 | tracing::info!("Peer Connection State has changed: {s}");
298 | if s == RTCPeerConnectionState::Connected {
299 | let _ = start_tx.try_send(());
300 | }
301 | if s == RTCPeerConnectionState::Failed {
302 | tracing::error!("Peer Connection has gone to failed exiting");
303 | let _ = done_tx.try_send(());
304 | }
305 | Box::pin(async {})
306 | }));
307 |
308 | let answer = peer_connection.create_answer(None).await?;
309 | let mut gather_complete = peer_connection.gathering_complete_promise().await;
310 | peer_connection.set_local_description(answer).await?;
311 | let _ = gather_complete.recv().await;
312 | let local_desc = match peer_connection.local_description().await {
313 | Some(desc) => desc,
314 | None => anyhow::bail!("generate local_description failed!"),
315 | };
316 | tokio::task::spawn(async move {
317 | tracing::info!("waiting for a connection");
318 | let _ = start_rx.recv().await;
319 | tracing::info!("starting send loop");
320 | loop {
321 | let event = match rx.recv().await {
322 | Ok(event) => event,
323 | Err(err) => {
324 | tracing::error!(?err, "no event");
325 | break;
326 | }
327 | };
328 | match event.as_ref() {
329 | BroadcastEvent::Sample(sample) => {
330 | if let Err(err) = output_track.write_sample(sample).await {
331 | tracing::error!("output track write_rtp got error: {err}");
332 | break;
333 | }
334 | }
335 | BroadcastEvent::Text(text) => {
336 | if let Err(err) = data_channel.send_text(text).await {
337 | tracing::error!("output data_channel got error: {err}");
338 | continue;
339 | }
340 | }
341 | }
342 | if done_rx.try_recv().is_ok() {
343 | tracing::info!("exiting the send loop");
344 | break;
345 | }
346 | }
347 | tracing::info!("closing peer connection");
348 | if let Err(err) = peer_connection.close().await {
349 | tracing::error!(?err, "closing pc")
350 | }
351 | });
352 | Ok(local_desc)
353 | }
354 |
355 | async fn connect(
356 | axum::extract::ConnectInfo(_addr): axum::extract::ConnectInfo,
357 | axum::extract::State(state): axum::extract::State>,
358 | axum::extract::Json(req): axum::extract::Json,
359 | ) -> axum::response::Response {
360 | use axum::response::IntoResponse;
361 |
362 | match connect_(state, req).await {
363 | Err(err) => {
364 | tracing::error!("{err:?}");
365 | (axum::http::StatusCode::INTERNAL_SERVER_ERROR, format!("{err}")).into_response()
366 | }
367 | Ok(descr) => axum::Json(descr).into_response(),
368 | }
369 | }
370 |
371 | async fn connect_(
372 | state: Arc,
373 | client_offer: RTCSessionDescription,
374 | ) -> Result {
375 | use rubato::Resampler;
376 |
377 | let (pcm_in_tx, pcm_in_rx) = std::sync::mpsc::channel();
378 | let (event_tx, event_rx) = std::sync::mpsc::channel();
379 | let peer_connection = crate::utils::peer_connection(48000, 1).await?;
380 | tracing::info!("ask for offer");
381 | peer_connection.set_remote_description(client_offer).await?;
382 | let out_tx = state.out_tx.clone();
383 | let mut encoder = opus::Encoder::new(48000, opus::Channels::Mono, opus::Application::Voip)?;
384 | let mut resampler = rubato::FftFixedIn::::new(24000, 48000, 1920, 1, 1)?;
385 | tokio::task::spawn_blocking(move || {
386 | use webrtc::rtp::codecs::opus::OpusPayloader;
387 | let mut bytes = vec![0u8; 10000];
388 | while let Ok(event) = event_rx.recv() {
389 | match event {
390 | LogEvent::Pcm(pcm) => {
391 | let pcm = match resampler.process(&[&pcm], None) {
392 | Ok(mut v) => v.remove(0),
393 | Err(err) => {
394 | tracing::error!(?err, "resample");
395 | continue;
396 | }
397 | };
398 | let duration = pcm.len() as f32 / 24000f32;
399 | let size = match encoder.encode_float(&pcm, &mut bytes) {
400 | Ok(size) => size,
401 | Err(err) => {
402 | tracing::error!(?err, "opus");
403 | continue;
404 | }
405 | };
406 | let bytes = hyper::body::Bytes::copy_from_slice(&bytes[..size]);
407 | let payloads = match OpusPayloader.payload(1500, &bytes) {
408 | Ok(payloads) => payloads,
409 | Err(err) => {
410 | tracing::error!(?err, "payload");
411 | continue;
412 | }
413 | };
414 | for payload in payloads {
415 | let sample = webrtc::media::Sample {
416 | data: payload,
417 | duration: std::time::Duration::from_secs_f32(duration),
418 | ..Default::default()
419 | };
420 | // Do not fail on error as this happens when there is no receiver.
421 | let _ = out_tx.send(Arc::new(BroadcastEvent::Sample(sample)));
422 | }
423 | }
424 | LogEvent::Text(text) => {
425 | // Do not fail on error as this happens when there is no receiver.
426 | let _ = out_tx.send(Arc::new(BroadcastEvent::Text(text)));
427 | }
428 | LogEvent::TextToken(_) | LogEvent::AudioTokens(_) => {}
429 | }
430 | }
431 | });
432 | tokio::task::spawn_blocking(move || {
433 | if let Err(err) = state.lm.run(pcm_in_rx, event_tx) {
434 | tracing::error!(?err, "state.lm.run")
435 | }
436 | });
437 | peer_connection.on_track(Box::new(move |track, _, _| {
438 | tracing::info!("connection established {track:?}");
439 | let pcm_in_tx = pcm_in_tx.clone();
440 | tokio::spawn(async move {
441 | if let Err(err) = handle_input_rtp(track, pcm_in_tx).await {
442 | tracing::error!("{err:?}")
443 | }
444 | });
445 | Box::pin(async {})
446 | }));
447 | let (done_tx, _done_rx) = tokio::sync::mpsc::channel::<()>(1);
448 | let (start_tx, _start_rx) = tokio::sync::mpsc::channel::<()>(1);
449 | peer_connection.on_peer_connection_state_change(Box::new(move |s: RTCPeerConnectionState| {
450 | tracing::info!("Peer Connection State has changed: {s}");
451 | if s == RTCPeerConnectionState::Connected {
452 | let _ = start_tx.try_send(());
453 | }
454 | if s == RTCPeerConnectionState::Failed {
455 | tracing::error!("Peer Connection has gone to failed exiting");
456 | let _ = done_tx.try_send(());
457 | }
458 | Box::pin(async {})
459 | }));
460 | let answer = peer_connection.create_answer(None).await?;
461 | let mut gather_complete = peer_connection.gathering_complete_promise().await;
462 | peer_connection.set_local_description(answer).await?;
463 | let _ = gather_complete.recv().await;
464 | let local_desc = match peer_connection.local_description().await {
465 | Some(desc) => desc,
466 | None => anyhow::bail!("generate local_description failed!"),
467 | };
468 | tracing::info!("desc {local_desc:?}");
469 | Ok(local_desc)
470 | }
471 |
472 | async fn handle_input_rtp(
473 | track: Arc,
474 | pcm_in_tx: std::sync::mpsc::Sender>,
475 | ) -> Result<()> {
476 | use rubato::Resampler;
477 | use webrtc::rtp::codecs::opus::OpusPacket;
478 | let mut decoder = opus::Decoder::new(48000, opus::Channels::Mono)?;
479 |
480 | tracing::info!(
481 | "Track has started, of type {}: {}",
482 | track.payload_type(),
483 | track.codec().capability.mime_type
484 | );
485 | let mut pcm_buf = vec![0f32; 48000];
486 | let mut pcm_buf_idx = 0;
487 | let mut resampler = rubato::FftFixedOut::::new(48000, 24000, 1920, 1, 1)?;
488 | // Read RTP packets being sent to webrtc-rs
489 | while let Ok((rtp, _)) = track.read_rtp().await {
490 | if !rtp.payload.is_empty() {
491 | let payload = OpusPacket.depacketize(&rtp.payload)?;
492 | let size = decoder.decode_float(
493 | &payload,
494 | &mut pcm_buf[pcm_buf_idx..],
495 | /* fec? */ false,
496 | )?;
497 | pcm_buf_idx += size;
498 | let ifn = resampler.input_frames_next();
499 | while pcm_buf_idx >= ifn {
500 | let mut pcm_resampled = resampler.process(&[&pcm_buf[..ifn]], None)?;
501 | pcm_in_tx.send(pcm_resampled.remove(0))?;
502 | pcm_buf.copy_within(ifn..pcm_buf_idx, 0);
503 | pcm_buf_idx -= ifn;
504 | }
505 | }
506 | }
507 | tracing::info!(
508 | "on_track finished, of type {}: {}",
509 | track.payload_type(),
510 | track.codec().capability.mime_type
511 | );
512 | Ok(())
513 | }
514 |
--------------------------------------------------------------------------------
/src/main.rs:
--------------------------------------------------------------------------------
1 | // Copyright (c) Kyutai, all rights reserved.
2 | // This source code is licensed under the license found in the
3 | // LICENSE file in the root directory of this source tree.
4 |
5 | mod demo;
6 | mod lm;
7 | mod utils;
8 |
9 | use anyhow::Result;
10 |
11 | #[derive(Debug, clap::Parser)]
12 | struct DemoArgs {
13 | #[arg(long)]
14 | audio: String,
15 |
16 | #[arg(long, default_value_t = 8000)]
17 | port: u16,
18 |
19 | #[clap(short = 'a', long = "addr", default_value = "0.0.0.0")]
20 | addr: String,
21 | }
22 |
23 | #[derive(Debug, clap::Parser)]
24 | struct LmArgs {
25 | #[arg(long)]
26 | config: String,
27 |
28 | #[arg(long, default_value_t = 8000)]
29 | port: u16,
30 |
31 | #[clap(short = 'a', long = "addr", default_value = "0.0.0.0")]
32 | addr: String,
33 |
34 | #[arg(long)]
35 | cpu: bool,
36 | }
37 |
38 | #[derive(Debug, clap::Subcommand)]
39 | enum Command {
40 | Demo(DemoArgs),
41 | Lm(LmArgs),
42 | }
43 |
44 | #[derive(clap::Parser, Debug)]
45 | #[clap(name = "server", about = "kyutai backend")]
46 | struct Args {
47 | #[command(subcommand)]
48 | command: Command,
49 | }
50 |
51 | #[tokio::main]
52 | async fn main() -> Result<()> {
53 | let args = ::parse();
54 | tracing_subscriber::fmt()
55 | .event_format(tracing_subscriber::fmt::format().with_file(true).with_line_number(true))
56 | .init();
57 |
58 | match args.command {
59 | Command::Demo(args) => demo::run(args).await?,
60 | Command::Lm(args) => lm::run(args).await?,
61 | };
62 | Ok(())
63 | }
64 |
--------------------------------------------------------------------------------
/src/signal.rs:
--------------------------------------------------------------------------------
1 | use std::sync::Arc;
2 |
3 | use anyhow::Result;
4 | use base64::prelude::BASE64_STANDARD;
5 | use base64::Engine;
6 | use tokio::sync::{mpsc, Mutex};
7 |
8 | use lazy_static::lazy_static;
9 |
10 | lazy_static! {
11 | static ref SDP_CHAN_TX_MUTEX: Arc>>> =
12 | Arc::new(Mutex::new(None));
13 | }
14 |
15 | /// decode decodes the input from base64
16 | /// It can optionally unzip the input after decoding
17 | pub fn decode(s: &str) -> Result {
18 | let b = BASE64_STANDARD.decode(s)?;
19 | let s = String::from_utf8(b)?;
20 | Ok(s)
21 | }
22 |
--------------------------------------------------------------------------------
/src/utils.rs:
--------------------------------------------------------------------------------
1 | // Copyright (c) Kyutai, all rights reserved.
2 | // This source code is licensed under the license found in the
3 | // LICENSE file in the root directory of this source tree.
4 |
5 | use std::sync::Arc;
6 |
7 | use anyhow::Result;
8 | use webrtc::api::interceptor_registry::register_default_interceptors;
9 | use webrtc::api::media_engine::{MediaEngine, MIME_TYPE_OPUS};
10 | use webrtc::ice_transport::ice_server::RTCIceServer;
11 | use webrtc::interceptor::registry::Registry;
12 | use webrtc::peer_connection::configuration::RTCConfiguration;
13 | use webrtc::peer_connection::RTCPeerConnection;
14 | use webrtc::rtp_transceiver::rtp_codec::{
15 | RTCRtpCodecCapability, RTCRtpCodecParameters, RTPCodecType,
16 | };
17 | use webrtc::track::track_local::track_local_static_sample::TrackLocalStaticSample;
18 | use webrtc::track::track_local::TrackLocal;
19 |
20 | // This must be an allowed value among 120, 240, 480, 960, 1920, and 2880.
21 | // Using a different value would result in a BadArg "invalid argument" error when calling encode.
22 | // https://opus-codec.org/docs/opus_api-1.2/group__opus__encoder.html#ga4ae9905859cd241ef4bb5c59cd5e5309
23 | // Tweaking the values below doesn't seem to work well.
24 | pub(crate) const OPUS_ENCODER_FRAME_SIZE: usize = 960;
25 |
26 | pub async fn peer_connection(clock_rate: u32, channels: u16) -> Result> {
27 | // Create a MediaEngine object to configure the supported codec
28 | let mut m = MediaEngine::default();
29 | m.register_codec(
30 | RTCRtpCodecParameters {
31 | capability: RTCRtpCodecCapability {
32 | mime_type: MIME_TYPE_OPUS.to_owned(),
33 | clock_rate,
34 | channels,
35 | ..Default::default()
36 | },
37 | payload_type: 120,
38 | ..Default::default()
39 | },
40 | RTPCodecType::Audio,
41 | )?;
42 |
43 | // Create a InterceptorRegistry. This is the user configurable RTP/RTCP Pipeline.
44 | // This provides NACKs, RTCP Reports and other features. If you use `webrtc.NewPeerConnection`
45 | // this is enabled by default. If you are manually managing You MUST create a InterceptorRegistry
46 | // for each PeerConnection.
47 | let mut registry = Registry::new();
48 |
49 | // Use the default set of Interceptors
50 | registry = register_default_interceptors(registry, &mut m)?;
51 |
52 | // Create the API object with the MediaEngine
53 | let api = webrtc::api::APIBuilder::new()
54 | .with_media_engine(m)
55 | .with_interceptor_registry(registry)
56 | .build();
57 |
58 | // Prepare the configuration
59 | let config = RTCConfiguration {
60 | bundle_policy: webrtc::peer_connection::policy::bundle_policy::RTCBundlePolicy::MaxBundle,
61 | rtcp_mux_policy:
62 | webrtc::peer_connection::policy::rtcp_mux_policy::RTCRtcpMuxPolicy::Require,
63 | ice_servers: vec![RTCIceServer {
64 | urls: vec!["stun:global.stun.twilio.com:3478".to_owned()],
65 | ..Default::default()
66 | }],
67 | ..Default::default()
68 | };
69 | Ok(Arc::new(api.new_peer_connection(config).await?))
70 | }
71 |
72 | pub async fn output_track(
73 | peer_connection: &RTCPeerConnection,
74 | clock_rate: u32,
75 | channels: u16,
76 | ) -> Result> {
77 | let output_track = Arc::new(TrackLocalStaticSample::new(
78 | RTCRtpCodecCapability {
79 | mime_type: MIME_TYPE_OPUS.to_owned(),
80 | clock_rate,
81 | channels,
82 | ..Default::default()
83 | },
84 | "track-audio".into(),
85 | "webrtc-rs".into(),
86 | ));
87 |
88 | // Add this newly created track to the PeerConnection
89 | let rtp_sender = peer_connection
90 | .add_track(Arc::clone(&output_track) as Arc)
91 | .await?;
92 |
93 | // Read incoming RTCP packets
94 | // Before these packets are returned they are processed by interceptors. For things
95 | // like NACK this needs to be called.
96 | tokio::spawn(async move {
97 | let mut rtcp_buf = vec![0u8; 1500];
98 | while let Ok((_, _)) = rtp_sender.read(&mut rtcp_buf).await {}
99 | tracing::info!("audio rtp_sender.read loop exit");
100 | Result::<()>::Ok(())
101 | });
102 | Ok(output_track)
103 | }
104 |
105 | pub fn device(cpu: bool) -> Result {
106 | use candle::Device;
107 | if cpu {
108 | Ok(Device::Cpu)
109 | } else if candle::utils::cuda_is_available() {
110 | Ok(Device::new_cuda(0)?)
111 | } else if candle::utils::metal_is_available() {
112 | Ok(Device::new_metal(0)?)
113 | } else {
114 | Ok(Device::Cpu)
115 | }
116 | }
117 |
118 | pub fn replace_env_vars(input: &str) -> String {
119 | let re = regex::Regex::new(r"\$([A-Za-z_][A-Za-z0-9_]*)").unwrap();
120 | re.replace_all(input, |caps: ®ex::Captures| {
121 | let var_name = &caps[1];
122 | std::env::var(var_name).unwrap_or_else(|_| "".to_string())
123 | })
124 | .to_string()
125 | }
126 |
127 | pub fn resolve_or_download(input: &str) -> Result {
128 | let path = match input.strip_prefix("hf://") {
129 | None => replace_env_vars(input),
130 | Some(path) => {
131 | let s: Vec<&str> = path.split('/').collect();
132 | if s.len() < 3 {
133 | anyhow::bail!("unexpected format for hf path {input}")
134 | }
135 | let repo = format!("{}/{}", s[0], s[1]);
136 | let file = s[2..].join("/");
137 | let api = hf_hub::api::sync::Api::new()?.model(repo);
138 | api.get(&file)?.to_string_lossy().to_string()
139 | }
140 | };
141 | Ok(path)
142 | }
143 |
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