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Tokenizer

Struct Tokenizer 

Source
pub struct Tokenizer {
    pub bos_token_id: Option<u32>,
    pub eos_token_id: Option<u32>,
    pub pad_token_id: Option<u32>,
    pub im_start_id: Option<u32>,
    pub im_end_id: Option<u32>,
    pub chat_template: Option<String>,
    pub extra_eos: HashSet<u32>,
    pub add_bos: bool,
    /* private fields */
}
Expand description

A loaded BPE tokenizer.

Fields§

§bos_token_id: Option<u32>

Special tokens

§eos_token_id: Option<u32>§pad_token_id: Option<u32>§im_start_id: Option<u32>

Chat template special tokens

§im_end_id: Option<u32>§chat_template: Option<String>

Jinja chat template carried by the container (spec §6.1); None → hardcoded ChatML fallback.

§extra_eos: HashSet<u32>

Extra stop ids from the container’s generation config.

§add_bos: bool

Generation prepends BOS (llama post_processor semantics).

Implementations§

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impl Tokenizer

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pub fn from_file(path: impl AsRef<Path>) -> Result<Self, TokenizerError>

Load tokenizer from HuggingFace tokenizer.json file.

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pub fn from_bytes(bytes: &[u8]) -> Result<Self, TokenizerError>

Load tokenizer from raw tokenizer.json bytes (CMF VOCAB section).

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pub fn from_json(json: &str) -> Result<Self, TokenizerError>

Load tokenizer from JSON string.

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pub fn byte_level() -> Self

Create a minimal tokenizer for testing (byte tokens, no merges).

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pub fn encode(&self, text: &str) -> Vec<u32>

Encode text to token IDs.

Examples found in repository?
examples/decode_flat.rs (line 38)
18fn main() {
19    let args: Vec<String> = std::env::args().collect();
20    if args.len() < 4 {
21        eprintln!("usage: decode_flat <model.cmf> <ctx> <tokens> [o1spec|off]");
22        std::process::exit(2);
23    }
24    let path = &args[1];
25    let ctx: usize = args[2].parse().expect("ctx");
26    let tokens: usize = args[3].parse().expect("tokens");
27    let o1spec = args.get(4).cloned().unwrap_or_else(|| "off".to_string());
28
29    let model = Arc::new(CmfModel::open_sharded(path).expect("open model"));
30    let mut pipeline = Pipeline::from_model(&model, SamplerConfig::default()).expect("pipeline");
31    pipeline.set_o1(cortiq_engine::nystrom::O1Cfg::from_spec(
32        &o1spec, None, None, None, None,
33    ));
34    eprintln!("o1_active = {}", pipeline.o1_active());
35
36    // Same synthetic prompt shape as `cortiq bench --ctx`.
37    let prompt = "The quick brown fox jumps over the lazy dog. ".repeat(ctx / 8 + 2);
38    let mut ids = pipeline.tokenizer.encode(&prompt);
39    ids.truncate(ctx);
40    assert_eq!(ids.len(), ctx, "prompt too short for ctx");
41
42    // Warm the mmap so the first token is not billed for page faults.
43    let _ = pipeline.forward_ids(&ids[..2], None).expect("warm");
44
45    let stamps: Arc<std::sync::Mutex<Vec<Instant>>> = Arc::default();
46    let st = stamps.clone();
47    let cb: cortiq_engine::TokenCallback = Box::new(move |_t| {
48        st.lock().unwrap().push(Instant::now());
49        true
50    });
51    let t0 = Instant::now();
52    let _ = pipeline
53        .generate_from_ids(&ids, tokens, None, Some(cb))
54        .expect("generate");
55
56    let stamps = stamps.lock().unwrap();
57    // stamps[0] fires after generation's prefill + the one-off o1 seal:
58    // that gap is TTFT, not a decode step.
59    println!("ctx={ctx} o1={o1spec} ttft_s={:.3}", stamps[0].duration_since(t0).as_secs_f64());
60    println!("# idx  ms");
61    for i in 1..stamps.len() {
62        println!("{:4}  {:7.2}", i, (stamps[i] - stamps[i - 1]).as_secs_f64() * 1e3);
63    }
64    // Mean of the last half — past any startup transient.
65    let half = stamps.len() / 2;
66    if stamps.len() > 2 && half >= 1 {
67        let dt = (stamps[stamps.len() - 1] - stamps[half]).as_secs_f64();
68        let n = (stamps.len() - 1 - half) as f64;
69        println!("last-half: {:.2} ms/tok = {:.2} tok/s", dt / n * 1e3, n / dt);
70    }
71}
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pub fn decode(&self, ids: &[u32]) -> String

Decode token IDs back to text. Special tokens are skipped; added tokens are raw text; everything else reverses the byte-level map.

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pub fn decode_token(&self, id: u32) -> String

Streaming decode of ONE token: no sequence-level Strip — a per-token strip would eat the ▁-spaces of every SP word.

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pub fn apply_chat_template(&self, messages: &[(String, String)]) -> Vec<u32>

Render the container’s Jinja chat template (HF semantics: trim_blocks + lstrip_blocks + loop controls) and encode it. Falls back to hardcoded ChatML when the file carries none.

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pub fn apply_chat_template_opts( &self, messages: &[(String, String)], enable_thinking: Option<bool>, ) -> Vec<u32>

Like apply_chat_template, with an explicit enable_thinking value for reasoning-model templates (Qwen3/3.5 emit an empty block when it is false, so the model answers directly). None leaves the variable undefined — the template’s own default applies.

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pub fn with_bos(&self, ids: Vec<u32>) -> Vec<u32>

Prepend BOS when the tokenizer declares it (llama family).

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pub fn render_chat(&self, messages: &[(String, String)]) -> Option<String>

Render the carried template to text (parity-testable surface).

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pub fn vocab_size(&self) -> usize

Vocabulary size.

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pub fn is_eos(&self, id: u32) -> bool

Check if token ID is EOS.

Trait Implementations§

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impl Debug for Tokenizer

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

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