From de30f2be23ebd376eb92dd25f3aa4ad97242e8f3 Mon Sep 17 00:00:00 2001
From: laurent <laurent.mazare@gmail.com>
Date: Wed, 18 Jun 2025 07:38:33 +0200
Subject: [PATCH 1/3] More tweaks.

---
 README.md | 46 ++++++++++++----------------------------------
 1 file changed, 12 insertions(+), 34 deletions(-)

diff --git a/README.md b/README.md
index 9d4b9fd..1ea4d9b 100644
--- a/README.md
+++ b/README.md
@@ -3,10 +3,17 @@ Delayed Streams Modeling (DSM) is a flexible formulation for streaming, multimod
 
 ## Speech To Text
 
-### English only model
-The main model handles english only, it has ~2.6b parameters.
+DSM can be used to build streaming speech to text models. These models can be
+batched for efficiency, return word level timestamps,  and are great for
+interactive applications. We provide two such models, these models are
+characterized by their size as well as the delay it takes for audio to be
+transcribed into text. We provide two such models:
+- An English only model with ~2.6b parameters using a 2.5 second delay,
+  `kyutai/stt-2.6b-en`.
+- An English and French model with ~1b parameters using a 0.5 second delay,
+  `kyutai/stt-1b-en_fr`.
 
-#### PyTorch implementation
+### PyTorch implementation
 [[Hugging Face]](https://huggingface.co/kyutai/stt-2.6b-en)
 <a target="_blank" href="https://colab.research.google.com/drive/1mc0Q-FoHxU2pEvId8rTdS4q1r1zorJhS?usp=sharing">
   <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
@@ -18,7 +25,7 @@ The main model handles english only, it has ~2.6b parameters.
 python -m moshi.run_inference --hf-repo kyutai/stt-2.6b-en bria.mp3
 ```
 
-#### MLX implementation
+### MLX implementation
 [[Hugging Face]](https://huggingface.co/kyutai/stt-2.6b-en-mlx)
 
 ```bash
@@ -26,7 +33,7 @@ python -m moshi.run_inference --hf-repo kyutai/stt-2.6b-en bria.mp3
 python -m moshi_mlx.run_inference --hf-repo kyutai/stt-2.6b-en-mlx bria.mp3 --temp 0
 ```
 
-#### Rust implementation
+### Rust implementation
 [[Hugging Face]](https://huggingface.co/kyutai/stt-2.6b-en-candle)
 
 The Rust implementation provides a server that can process multiple streaming
@@ -59,35 +66,6 @@ The script simulates some real-time processing of the audio. Faster processing
 can be triggered by setting the real-time factor, e.g. `--rtf 500` will process
 the data as fast as possible.
 
-### English + French model
-This model has ~1b parameters and supports both English and French.
-
-#### PyTorch implementation
-[[Hugging Face]](https://huggingface.co/kyutai/stt-1b-en_fr)
-
-```bash
-# wget https://github.com/metavoiceio/metavoice-src/raw/main/assets/bria.mp3
-python -m moshi.run_inference --hf-repo kyutai/stt-1b-en_fr bria.mp3
-```
-
-#### MLX implementation
-[[Hugging Face]](https://huggingface.co/kyutai/stt-1b-en_fr-mlx)
-
-```bash
-# wget https://github.com/metavoiceio/metavoice-src/raw/main/assets/bria.mp3
-python -m moshi_mlx.run_inference --hf-repo kyutai/stt-1b-en_fr-mlx bria.mp3 --temp 0
-```
-
-#### Rust implementation
-[[Hugging Face]](https://huggingface.co/kyutai/stt-1b-en_fr-candle)
-
-The only difference with the en only model is the config file used when
-launching the server.
-```bash
-moshi-server worker --config configs/config-stt-enfr-hf.toml
-```
-
-
 ## Text To Speech
 
 We're in the process of open-sourcing our TTS models. Check back for updates!

From e8de86bdabda0176800f3126804ac0d4dfd12b66 Mon Sep 17 00:00:00 2001
From: laurent <laurent.mazare@gmail.com>
Date: Wed, 18 Jun 2025 08:32:17 +0200
Subject: [PATCH 2/3] Add the rust standalone example.

---
 stt-rs/Cargo.lock  | 3324 ++++++++++++++++++++++++++++++++++++++++++++
 stt-rs/Cargo.toml  |   30 +
 stt-rs/src/main.rs |  184 +++
 3 files changed, 3538 insertions(+)
 create mode 100644 stt-rs/Cargo.lock
 create mode 100644 stt-rs/Cargo.toml
 create mode 100644 stt-rs/src/main.rs

diff --git a/stt-rs/Cargo.lock b/stt-rs/Cargo.lock
new file mode 100644
index 0000000..34f7ac0
--- /dev/null
+++ b/stt-rs/Cargo.lock
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diff --git a/stt-rs/Cargo.toml b/stt-rs/Cargo.toml
new file mode 100644
index 0000000..efb3f39
--- /dev/null
+++ b/stt-rs/Cargo.toml
@@ -0,0 +1,30 @@
+[package]
+name = "kyutai-stt-rs"
+version = "0.1.0"
+edition = "2024"
+
+[dependencies]
+anyhow = "1.0"
+candle = { version = "0.9.1",  package = "candle-core" }
+candle-nn = "0.9.1"
+clap = { version = "4.4.12", features = ["derive"] }
+hf-hub = "0.3.2"
+kaudio = "0.2.1"
+moshi = "0.6.1"
+sentencepiece = "0.11.3"
+serde = { version = "1.0.210", features = ["derive"] }
+serde_json = "1.0.115"
+
+[features]
+default = []
+cuda = ["candle/cuda", "candle-nn/cuda"]
+cudnn = ["candle/cudnn", "candle-nn/cudnn"]
+metal = ["candle/metal", "candle-nn/metal"]
+
+[profile.release]
+debug = true
+
+[profile.release-no-debug]
+inherits = "release"
+debug = false
+
diff --git a/stt-rs/src/main.rs b/stt-rs/src/main.rs
new file mode 100644
index 0000000..2d2a447
--- /dev/null
+++ b/stt-rs/src/main.rs
@@ -0,0 +1,184 @@
+// Copyright (c) Kyutai, all rights reserved.
+// This source code is licensed under the license found in the
+// LICENSE file in the root directory of this source tree.
+
+use anyhow::Result;
+use candle::{Device, Tensor};
+use clap::Parser;
+
+#[derive(Debug, Parser)]
+struct Args {
+    /// The audio input file, in wav/mp3/ogg/... format.
+    in_file: String,
+
+    /// The repo where to get the model from.
+    #[arg(long, default_value = "kyutai/stt-1b-en_fr-candle")]
+    hf_repo: String,
+
+    /// Run the model on cpu.
+    #[arg(long)]
+    cpu: bool,
+}
+
+fn device(cpu: bool) -> Result<Device> {
+    if cpu {
+        Ok(Device::Cpu)
+    } else if candle::utils::cuda_is_available() {
+        Ok(Device::new_cuda(0)?)
+    } else if candle::utils::metal_is_available() {
+        Ok(Device::new_metal(0)?)
+    } else {
+        Ok(Device::Cpu)
+    }
+}
+
+#[derive(Debug, serde::Deserialize)]
+struct Config {
+    mimi_name: String,
+    tokenizer_name: String,
+    card: usize,
+    text_card: usize,
+    dim: usize,
+    n_q: usize,
+    context: usize,
+    max_period: f64,
+    num_heads: usize,
+    num_layers: usize,
+    causal: bool,
+}
+
+impl Config {
+    fn model_config(&self) -> moshi::lm::Config {
+        let lm_cfg = moshi::transformer::Config {
+            d_model: self.dim,
+            num_heads: self.num_heads,
+            num_layers: self.num_layers,
+            dim_feedforward: self.dim * 4,
+            causal: self.causal,
+            norm_first: true,
+            bias_ff: false,
+            bias_attn: false,
+            layer_scale: None,
+            context: self.context,
+            max_period: self.max_period as usize,
+            use_conv_block: false,
+            use_conv_bias: true,
+            cross_attention: None,
+            gating: Some(candle_nn::Activation::Silu),
+            norm: moshi::NormType::RmsNorm,
+            positional_embedding: moshi::transformer::PositionalEmbedding::Rope,
+            conv_layout: false,
+            conv_kernel_size: 3,
+            kv_repeat: 1,
+            max_seq_len: 4096 * 4,
+            shared_cross_attn: false,
+        };
+        moshi::lm::Config {
+            transformer: lm_cfg,
+            depformer: None,
+            audio_vocab_size: self.card + 1,
+            text_in_vocab_size: self.text_card + 1,
+            text_out_vocab_size: self.text_card,
+            audio_codebooks: self.n_q,
+            conditioners: Default::default(),
+            extra_heads: None,
+        }
+    }
+}
+
+struct Model {
+    state: moshi::asr::State,
+    text_tokenizer: sentencepiece::SentencePieceProcessor,
+    dev: Device,
+}
+
+impl Model {
+    fn load_from_hf(hf_repo: &str, dev: &Device) -> Result<Self> {
+        let dtype = dev.bf16_default_to_f32();
+
+        // Retrieve the model files from the Hugging Face Hub
+        let api = hf_hub::api::sync::Api::new()?;
+        let repo = api.model(hf_repo.to_string());
+        let config_file = repo.get("config.json")?;
+        let config: Config = serde_json::from_str(&std::fs::read_to_string(&config_file)?)?;
+        let tokenizer_file = repo.get(&config.tokenizer_name)?;
+        let model_file = repo.get("model.safetensors")?;
+        let mimi_file = repo.get(&config.mimi_name)?;
+
+        let text_tokenizer = sentencepiece::SentencePieceProcessor::open(&tokenizer_file)?;
+        let vb_lm =
+            unsafe { candle_nn::VarBuilder::from_mmaped_safetensors(&[&model_file], dtype, dev)? };
+        let audio_tokenizer = moshi::mimi::load(mimi_file.to_str().unwrap(), Some(32), dev)?;
+        let lm = moshi::lm::LmModel::new(
+            &config.model_config(),
+            moshi::nn::MaybeQuantizedVarBuilder::Real(vb_lm),
+        )?;
+        let state = moshi::asr::State::new(1, 0, 0., audio_tokenizer, lm)?;
+        Ok(Model {
+            state,
+            text_tokenizer,
+            dev: dev.clone(),
+        })
+    }
+
+    fn run(&mut self, pcm: &[f32]) -> Result<()> {
+        use std::io::Write;
+
+        for pcm in pcm.chunks(1920) {
+            let pcm = Tensor::new(pcm, &self.dev)?.reshape((1, 1, ()))?;
+            let asr_msgs = self.state.step_pcm(pcm, None, &().into(), |_, _, _| ())?;
+            let mut prev_text_token = 0;
+            for asr_msg in asr_msgs.iter() {
+                match asr_msg {
+                    moshi::asr::AsrMsg::Step { .. } | moshi::asr::AsrMsg::EndWord { .. } => {}
+                    moshi::asr::AsrMsg::Word { tokens, .. } => {
+                        for &text_token in tokens.iter() {
+                            let s = {
+                                let prev_ids =
+                                    self.text_tokenizer.decode_piece_ids(&[prev_text_token]);
+                                let ids = self
+                                    .text_tokenizer
+                                    .decode_piece_ids(&[prev_text_token, text_token]);
+                                prev_text_token = text_token;
+                                prev_ids.and_then(|prev_ids| {
+                                    ids.map(|ids| {
+                                        if ids.len() > prev_ids.len() {
+                                            ids[prev_ids.len()..].to_string()
+                                        } else {
+                                            String::new()
+                                        }
+                                    })
+                                })?
+                            };
+                            print!("{s}");
+                            std::io::stdout().flush()?
+                        }
+                    }
+                }
+            }
+        }
+        println!();
+        Ok(())
+    }
+}
+
+fn main() -> Result<()> {
+    let args = Args::parse();
+    let device = device(args.cpu)?;
+    println!("Using device: {:?}", device);
+
+    println!("Loading audio file from: {}", args.in_file);
+    let (pcm, sample_rate) = kaudio::pcm_decode(args.in_file)?;
+    let mut pcm = if sample_rate != 24_000 {
+        kaudio::resample(&pcm, sample_rate as usize, 24_000)?
+    } else {
+        pcm
+    };
+    // Add some silence at the end to ensure all the audio is processed.
+    pcm.resize(pcm.len() + 1920 * 32, 0.0);
+    println!("Loading model from repository: {}", args.hf_repo);
+    let mut model = Model::load_from_hf(&args.hf_repo, &device)?;
+    println!("Running inference");
+    model.run(&pcm)?;
+    Ok(())
+}

From 94f1692cc6b1838fc1e8d7602d0036f63c00cfe0 Mon Sep 17 00:00:00 2001
From: laurent <laurent.mazare@gmail.com>
Date: Wed, 18 Jun 2025 08:34:54 +0200
Subject: [PATCH 3/3] Mention the standalone rust example in the readme.

---
 README.md | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/README.md b/README.md
index 1ea4d9b..4c0cc2c 100644
--- a/README.md
+++ b/README.md
@@ -36,6 +36,16 @@ python -m moshi_mlx.run_inference --hf-repo kyutai/stt-2.6b-en-mlx bria.mp3 --te
 ### Rust implementation
 [[Hugging Face]](https://huggingface.co/kyutai/stt-2.6b-en-candle)
 
+A standalone Rust example is provided in the `stt-rs` directory in this repo.
+This can be used as follows:
+```bash
+cd stt-rs
+cargo run --features cuda -r -- bria.mp3
+```
+
+### Rust server
+[[Hugging Face]](https://huggingface.co/kyutai/stt-2.6b-en-candle)
+
 The Rust implementation provides a server that can process multiple streaming
 queries in parallel. Dependening on the amount of memory on your GPU, you may
 have to adjust the batch size from the config file. For a L40S GPU, a batch size