DUB-AI: multi-task модель (тип озвучки + автор-спан + 18+), обучение/инференс/ONNX/сервис, тесты и документация
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[package]
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name = "dub-ai-onnx-local"
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version = "0.1.0"
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edition = "2021"
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# Путь Б: локальный инференс без Python — ONNX-модель из models/best-onnx.
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# cargo run --release -- "../../models/best-onnx" "Перевод: Дублированный | MovieDalen"
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# Первая сборка скачивает onnxruntime (фича download-binaries у крейта ort).
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[dependencies]
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ort = { version = "=2.0.0-rc.15", features = ["download-binaries"] }
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tokenizers = { version = "0.21", default-features = false, features = ["onig"] }
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serde_json = "1"
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# onnx_local — локальный инференс DUB-AI на Rust (без Python)
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```bash
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cargo build
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# onnxruntime.dll грузится динамически; можно взять из pip-пакета onnxruntime
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# (уже есть в .venv проекта) или из официального релиза onnxruntime
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ORT_DYLIB_PATH=<путь>/onnxruntime.dll ./target/debug/dub-ai-onnx-local.exe \
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"<путь к models/best-onnx>" "Перевод: Дублированный | MovieDalen"
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```
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Пример из корня проекта (Git Bash):
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```bash
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cd examples/rust/onnx_local
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ORT_DYLIB_PATH="$(find ../../.venv -name onnxruntime.dll | head -1)" \
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./target/debug/dub-ai-onnx-local.exe ../../models/best-onnx \
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"Авторский (одноголосый закадровый) - Юрий Сербин"
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```
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Модель должна быть экспортирована заранее: `python -m src.export_onnx`
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(создаст `models/best-onnx/`: model.onnx, tokenizer.json, label_maps.json,
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aliases.json).
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Крейты: `ort 2.0.0-rc.15` (инференс), `tokenizers` (HF tokenizer.json),
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`serde_json` (метки/алиасы). Постобработка повторяет `src/predict.py`:
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argmax типа и 18+, первый B-I-прогон по offsets → текст спана →
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канонизация по aliases.json.
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//! Локальный инференс DUB-AI без Python (путь Б: ONNX).
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//!
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//! cargo run --release -- <путь к models/best-onnx> "Перевод: Дублированный | MovieDalen"
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//!
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//! Повторяет препроцессинг/постобработку src/predict.py:
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//! токенизация -> ONNX (type_logits, bio_logits, age_logits) ->
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//! argmax типа, 18+ и первого B-I-прогона по offsets.
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use std::collections::HashMap;
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use ort::session::builder::GraphOptimizationLevel;
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use ort::session::Session;
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use ort::value::Tensor;
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use tokenizers::Tokenizer;
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fn main() -> Result<(), Box<dyn std::error::Error>> {
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let args: Vec<String> = std::env::args().collect();
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if args.len() < 3 {
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eprintln!("использование: cargo run --release -- <models/best-onnx> \"текст дорожки\"");
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std::process::exit(1);
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}
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let model_dir = &args[1];
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let text = &args[2];
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// --- метки и алиасы ---------------------------------------------------
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let maps: serde_json::Value = serde_json::from_str(&std::fs::read_to_string(
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format!("{model_dir}/label_maps.json"),
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)?)?;
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let types: Vec<String> = maps["types"]
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.as_array()
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.unwrap()
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.iter()
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.map(|v| v.as_str().unwrap().to_string())
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.collect();
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let aliases: serde_json::Value = serde_json::from_str(&std::fs::read_to_string(
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format!("{model_dir}/aliases.json"),
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)?)?;
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let alias_map: HashMap<String, String> = aliases["aliases"]
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.as_object()
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.unwrap()
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.iter()
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.map(|(k, v)| (k.clone(), v.as_str().unwrap().to_string()))
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.collect();
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// --- токенизация -------------------------------------------------------
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let tok = Tokenizer::from_file(format!("{model_dir}/tokenizer.json"))
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.map_err(|e| e.to_string())?;
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let enc = tok.encode(text.as_str(), true).map_err(|e| e.to_string())?;
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let ids: Vec<i64> = enc.get_ids().iter().map(|&v| v as i64).collect();
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let mask: Vec<i64> = enc.get_attention_mask().iter().map(|&v| v as i64).collect();
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let type_ids: Vec<i64> = enc.get_type_ids().iter().map(|&v| v as i64).collect();
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let offsets = enc.get_offsets().to_vec();
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let seq = ids.len();
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// --- ONNX-инференс ------------------------------------------------------
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let env = ort::init().build()?;
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let mut session = Session::builder(&env)?
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.with_optimization_level(GraphOptimizationLevel::Level3)?
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.with_intra_threads(2)?
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.commit_from_file(format!("{model_dir}/model.onnx"))?;
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let shape = [1usize, seq];
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let outputs = session.run(ort::inputs![
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"input_ids" => Tensor::from_array((shape, ids))?,
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"attention_mask" => Tensor::from_array((shape, mask.clone()))?,
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"token_type_ids" => Tensor::from_array((shape, type_ids))?,
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])?;
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let (_, type_logits) = outputs["type_logits"].try_extract_tensor::<f32>()?;
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let (_, age_logits) = outputs["age_logits"].try_extract_tensor::<f32>()?;
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let (_, bio_flat) = outputs["bio_logits"].try_extract_tensor::<f32>()?;
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let type_id = argmax(type_logits.iter().copied());
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let age_id = argmax(age_logits.iter().copied());
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let label = |token: usize| -> u32 {
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let base = token * 3;
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let (mut bi, mut bv) = (0u32, bio_flat[base]);
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for (c, &v) in bio_flat[base + 1..base + 3].iter().enumerate() {
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if v > bv {
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bi = c as u32 + 1;
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bv = v;
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}
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}
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bi
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};
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// спан: первый B-токен + цепочка I (только реальные токены)
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let mut start_tok = None;
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for t in 0..seq {
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if mask[t] == 0 {
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break;
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}
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if offsets[t].0 >= offsets[t].1 {
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continue; // спецтокены
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}
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if label(t) == 1 {
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start_tok = Some(t);
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break;
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}
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}
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let mut span_txt: Option<String> = None;
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if let Some(s) = start_tok {
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let mut e = s;
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for t in s + 1..seq {
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if mask[t] == 0 || offsets[t].0 >= offsets[t].1 || label(t) != 2 {
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break;
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}
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e = t;
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}
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span_txt = Some(text[offsets[s].0..offsets[e].1].trim().to_string());
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}
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let studio = span_txt.as_ref().map(|s| {
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alias_map
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.get(&s.to_lowercase())
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.cloned()
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.unwrap_or_else(|| s.clone())
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});
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println!(
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"тип: {}{}",
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types[type_id],
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if age_id == 1 { " | 18+" } else { "" }
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);
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match (&studio, &span_txt) {
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(Some(s), Some(sp)) => println!("автор: {s} (спан «{sp}»)"),
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_ => println!("автор: —"),
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}
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println!("текст: {text}");
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Ok(())
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}
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fn argmax<I: Iterator<Item = f32>>(it: I) -> usize {
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let mut best = (0usize, f32::MIN);
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for (i, v) in it.enumerate() {
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if v > best.1 {
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best = (i, v);
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}
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}
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best.0
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}
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Signature: 8a477f597d28d172789f06886806bc55
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# This file is a cache directory tag created by cargo.
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# For information about cache directory tags see https://bford.info/cachedir/
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