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-rw-r--r--makima/.gitignore4
-rw-r--r--makima/Cargo.lock1547
-rw-r--r--makima/Cargo.toml3
-rw-r--r--makima/src/listen.rs131
-rw-r--r--makima/src/main.rs7
5 files changed, 370 insertions, 1322 deletions
diff --git a/makima/.gitignore b/makima/.gitignore
new file mode 100644
index 0000000..3f6b14d
--- /dev/null
+++ b/makima/.gitignore
@@ -0,0 +1,4 @@
+models/
+target/
+*.wav
+*.mp3 \ No newline at end of file
diff --git a/makima/Cargo.lock b/makima/Cargo.lock
index 045d4db..1fcd019 100644
--- a/makima/Cargo.lock
+++ b/makima/Cargo.lock
@@ -18,78 +18,16 @@ dependencies = [
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[[package]]
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[[package]]
name = "base64"
@@ -104,29 +42,6 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
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@@ -170,44 +85,22 @@ dependencies = [
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[[package]]
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source = "registry+https://github.com/rust-lang/crates.io-index"
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+checksum = "054ccb5b10f9f2cbf51eb355ca1d05c2d279ce1804688d0db74b4733a5aeafd8"
dependencies = [
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+ "encode_unicode",
"libc",
- "libloading",
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+ "once_cell",
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@@ -255,6 +138,31 @@ dependencies = [
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+dependencies = [
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+ "crossbeam-utils",
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+
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+checksum = "5b82ac4a3c2ca9c3460964f020e1402edd5753411d7737aa39c3714ad1b5420e"
+dependencies = [
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[[package]]
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@@ -391,14 +281,22 @@ dependencies = [
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dependencies = [
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+dependencies = [
+ "indenter",
+ "once_cell",
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@@ -457,116 +355,6 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
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-]
-
-[[package]]
name = "web-time"
version = "1.1.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
@@ -2309,39 +1440,6 @@ dependencies = [
]
[[package]]
-name = "which"
-version = "4.4.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "87ba24419a2078cd2b0f2ede2691b6c66d8e47836da3b6db8265ebad47afbfc7"
-dependencies = [
- "either",
- "home",
- "once_cell",
- "rustix 0.38.44",
-]
-
-[[package]]
-name = "whisper-rs"
-version = "0.13.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "40b6fc553156b521663bfa8e713e7ad58c7ca262d46de9998cd7f2e4de5ba0d9"
-dependencies = [
- "whisper-rs-sys",
-]
-
-[[package]]
-name = "whisper-rs-sys"
-version = "0.11.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "76bab42b2c319e3a1e0280137c59368072348d3277873c7588b6466a127dca58"
-dependencies = [
- "bindgen",
- "cfg-if",
- "cmake",
- "fs_extra",
-]
-
-[[package]]
name = "winapi"
version = "0.3.9"
source = "registry+https://github.com/rust-lang/crates.io-index"
@@ -2358,15 +1456,6 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "ac3b87c63620426dd9b991e5ce0329eff545bccbbb34f3be09ff6fb6ab51b7b6"
[[package]]
-name = "winapi-util"
-version = "0.1.11"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c2a7b1c03c876122aa43f3020e6c3c3ee5c05081c9a00739faf7503aeba10d22"
-dependencies = [
- "windows-sys 0.61.2",
-]
-
-[[package]]
name = "winapi-x86_64-pc-windows-gnu"
version = "0.4.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
@@ -2380,15 +1469,6 @@ checksum = "f0805222e57f7521d6a62e36fa9163bc891acd422f971defe97d64e70d0a4fe5"
[[package]]
name = "windows-sys"
-version = "0.52.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "282be5f36a8ce781fad8c8ae18fa3f9beff57ec1b52cb3de0789201425d9a33d"
-dependencies = [
- "windows-targets 0.52.6",
-]
-
-[[package]]
-name = "windows-sys"
version = "0.59.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "1e38bc4d79ed67fd075bcc251a1c39b32a1776bbe92e5bef1f0bf1f8c531853b"
@@ -2550,42 +1630,13 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "f17a85883d4e6d00e8a97c586de764dabcc06133f7f1d55dce5cdc070ad7fe59"
[[package]]
-name = "writeable"
-version = "0.6.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9edde0db4769d2dc68579893f2306b26c6ecfbe0ef499b013d731b7b9247e0b9"
-
-[[package]]
name = "xattr"
version = "1.6.1"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "32e45ad4206f6d2479085147f02bc2ef834ac85886624a23575ae137c8aa8156"
dependencies = [
"libc",
- "rustix 1.1.2",
-]
-
-[[package]]
-name = "yoke"
-version = "0.8.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "72d6e5c6afb84d73944e5cedb052c4680d5657337201555f9f2a16b7406d4954"
-dependencies = [
- "stable_deref_trait",
- "yoke-derive",
- "zerofrom",
-]
-
-[[package]]
-name = "yoke-derive"
-version = "0.8.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b659052874eb698efe5b9e8cf382204678a0086ebf46982b79d6ca3182927e5d"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn",
- "synstructure",
+ "rustix",
]
[[package]]
@@ -2609,61 +1660,7 @@ dependencies = [
]
[[package]]
-name = "zerofrom"
-version = "0.1.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "50cc42e0333e05660c3587f3bf9d0478688e15d870fab3346451ce7f8c9fbea5"
-dependencies = [
- "zerofrom-derive",
-]
-
-[[package]]
-name = "zerofrom-derive"
-version = "0.1.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn",
- "synstructure",
-]
-
-[[package]]
name = "zeroize"
version = "1.8.2"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "b97154e67e32c85465826e8bcc1c59429aaaf107c1e4a9e53c8d8ccd5eff88d0"
-
-[[package]]
-name = "zerotrie"
-version = "0.2.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2a59c17a5562d507e4b54960e8569ebee33bee890c70aa3fe7b97e85a9fd7851"
-dependencies = [
- "displaydoc",
- "yoke",
- "zerofrom",
-]
-
-[[package]]
-name = "zerovec"
-version = "0.11.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6c28719294829477f525be0186d13efa9a3c602f7ec202ca9e353d310fb9a002"
-dependencies = [
- "yoke",
- "zerofrom",
- "zerovec-derive",
-]
-
-[[package]]
-name = "zerovec-derive"
-version = "0.11.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eadce39539ca5cb3985590102671f2567e659fca9666581ad3411d59207951f3"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn",
-]
diff --git a/makima/Cargo.toml b/makima/Cargo.toml
index 88e9da0..3f3abb7 100644
--- a/makima/Cargo.toml
+++ b/makima/Cargo.toml
@@ -4,4 +4,5 @@ version = "0.1.0"
edition = "2024"
[dependencies]
-transcribe-rs = "0.1.4"
+parakeet-rs = { version = "0.2.5", features = ["sortformer"] }
+hound = "3.5"
diff --git a/makima/src/listen.rs b/makima/src/listen.rs
index d478bd9..a0f4246 100644
--- a/makima/src/listen.rs
+++ b/makima/src/listen.rs
@@ -1,57 +1,102 @@
-use std::path::PathBuf;
-use transcribe_rs::TranscriptionEngine;
-use transcribe_rs::engines::parakeet::{ParakeetEngine, ParakeetModelParams};
+use std::cmp::Ordering;
+use std::path::Path;
-pub struct Listen {
- name: String,
- text: Vec<Dialogue>,
-}
-struct Dialogue {
- character: Character,
- text: String,
-}
+use hound::WavReader;
+use parakeet_rs::sortformer::{DiarizationConfig, Sortformer, SpeakerSegment};
+use parakeet_rs::{ParakeetTDT, TimedToken, TimestampMode};
-struct Character {
- name: String,
+const SAMPLE_RATE: u32 = 16_000;
+
+pub struct DialogueSegment {
+ pub speaker: String,
+ pub start: f32,
+ pub end: f32,
+ pub text: String,
}
-fn dialogue(character: &str, text: &str) -> Dialogue {
- Dialogue {
- character: Character {
- name: character.to_string(),
- },
- text: "".to_string(),
+pub(crate) fn listen() -> Result<Vec<DialogueSegment>, Box<dyn std::error::Error>> {
+ let audio_path = Path::new("audio.wav");
+
+ let (audio, sample_rate, channels) = load_audio(audio_path)?;
+
+ let mut parakeet = ParakeetTDT::from_pretrained("models/parakeet-tdt-0.6b-v3", None)?;
+ let transcription = parakeet.transcribe_samples(
+ audio.clone(),
+ sample_rate,
+ channels,
+ Some(TimestampMode::Sentences),
+ )?;
+
+ let mut sortformer = Sortformer::with_config(
+ "models/diarization/diar_streaming_sortformer_4spk-v2.onnx",
+ None,
+ DiarizationConfig::callhome(),
+ )?;
+ let diarization_segments = sortformer.diarize(audio, sample_rate, channels)?;
+
+ let segments = align_speakers(&transcription.tokens, &diarization_segments);
+ for segment in &segments {
+ println!(
+ "[{:.2}s - {:.2}s] {}: {}",
+ segment.start, segment.end, segment.speaker, segment.text
+ );
}
+
+ Ok(segments)
}
-pub(crate) fn listen() -> Result<Listen, Box<dyn std::error::Error>> {
- let mut engine = ParakeetEngine::new();
- engine.load_model_with_params(
- &PathBuf::from("models/parakeet-tdt-0.6b-v3-int8"),
- ParakeetModelParams::int8(),
- )?;
+fn load_audio(path: &Path) -> Result<(Vec<f32>, u32, u16), Box<dyn std::error::Error>> {
+ let mut reader = WavReader::open(path)?;
+ let spec = reader.spec();
- // Only works with 16000 Hz and mono ( ffmpeg -i audio.mp3 -ar 16000 -ac 1 audio.wav)
- let result = engine.transcribe_file(&PathBuf::from("audio.wav"), None)?;
- println!("Transcription: {}", result.text);
-
- let mut txt: String = "".to_string();
- if let Some(segments) = result.segments {
- for segment in segments {
- println!(
- "[{:.2}s - {:.2}s]: {}",
- segment.start, segment.end, segment.text
- );
- txt = txt + segment.text.as_str();
- }
+ if spec.sample_rate != SAMPLE_RATE {
+ return Err(format!(
+ "Expected {} Hz audio, got {} Hz",
+ SAMPLE_RATE, spec.sample_rate
+ )
+ .into());
}
- println!("Transcription: {}", txt);
+ let samples = match spec.sample_format {
+ hound::SampleFormat::Float => reader.samples::<f32>().collect::<Result<Vec<_>, _>>()?,
+ hound::SampleFormat::Int => reader
+ .samples::<i16>()
+ .map(|s| s.map(|s| s as f32 / 32768.0))
+ .collect::<Result<Vec<_>, _>>()?,
+ };
+ Ok((samples, spec.sample_rate, spec.channels))
+}
+fn align_speakers(tokens: &[TimedToken], speakers: &[SpeakerSegment]) -> Vec<DialogueSegment> {
+ tokens
+ .iter()
+ .map(|token| {
+ let speaker = speaker_for_span(token.start, token.end, speakers)
+ .unwrap_or_else(|| "UNKNOWN".to_string());
+ DialogueSegment {
+ speaker,
+ start: token.start,
+ end: token.end,
+ text: token.text.trim().to_string(),
+ }
+ })
+ .collect()
+}
- Ok(Listen {
- name: String::from("example"),
- text: vec![dialogue("a", "part a"), dialogue("b", "part b")],
- })
+fn speaker_for_span(start: f32, end: f32, speakers: &[SpeakerSegment]) -> Option<String> {
+ speakers
+ .iter()
+ .filter_map(|segment| {
+ let overlap_start = start.max(segment.start);
+ let overlap_end = end.min(segment.end);
+ let overlap = overlap_end - overlap_start;
+ if overlap > 0.0 {
+ Some((segment.speaker_id, overlap))
+ } else {
+ None
+ }
+ })
+ .max_by(|a, b| a.1.partial_cmp(&b.1).unwrap_or(Ordering::Equal))
+ .map(|(id, _)| format!("Speaker {}", id))
}
diff --git a/makima/src/main.rs b/makima/src/main.rs
index 8b4845d..9097ef6 100644
--- a/makima/src/main.rs
+++ b/makima/src/main.rs
@@ -1,6 +1,7 @@
mod listen;
-fn main() {
- println!("Hello, world!");
- listen::listen().unwrap();
+fn main() -> Result<(), Box<dyn std::error::Error>> {
+ let segments = listen::listen()?;
+ println!("Captured {} diarized segments", segments.len());
+ Ok(())
}
generated by cgit v1.2.3 (git 2.39.1) at 2026-05-21 17:41:27 +0000