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SimpleWhitespaceTokenizer

Struct SimpleWhitespaceTokenizer 

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pub struct SimpleWhitespaceTokenizer { /* private fields */ }
Expand description

A vocabulary-aware whitespace tokenizer.

Splits text on whitespace and maps each word to an integer token ID. Unknown words map to a reserved UNK ID.

§Example

use scirs2_text::tokenizer::{SimpleWhitespaceTokenizer, TransformerTokenizer};

let texts = &["hello world", "hello there"];
let tok = SimpleWhitespaceTokenizer::build(texts, 100);
let ids = tok.encode("hello world");
let decoded = tok.decode(&ids);
assert_eq!(decoded, "hello world");

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impl SimpleWhitespaceTokenizer

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pub fn build(texts: &[&str], max_vocab: usize) -> Self

Build a whitespace tokenizer from training texts.

Counts word frequencies and keeps the top max_vocab words. Token ID 0 is reserved for [UNK].

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pub fn from_vocab(vocab: HashMap<String, u32>, unk_id: u32) -> Self

Create from an existing vocabulary.

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impl Clone for SimpleWhitespaceTokenizer

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fn clone(&self) -> SimpleWhitespaceTokenizer

Returns a duplicate of the value. Read more
1.0.0 · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for SimpleWhitespaceTokenizer

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

Formats the value using the given formatter. Read more
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impl TransformerTokenizer for SimpleWhitespaceTokenizer

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

Encode text into a sequence of token IDs.
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fn decode(&self, ids: &[u32]) -> String

Decode a sequence of token IDs back into text.
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fn vocab_size(&self) -> usize

Return the vocabulary size (number of distinct token IDs).

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

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impl<T> BorrowMut<T> for T
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fn borrow_mut(&mut self) -> &mut T

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impl<T> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

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impl<T> Pointable for T

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const ALIGN: usize

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type Init = T

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unsafe fn init(init: <T as Pointable>::Init) -> usize

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unsafe fn deref<'a>(ptr: usize) -> &'a T

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unsafe fn drop(ptr: usize)

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type Output = T

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fn to_subset(&self) -> Option<SS>

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fn is_in_subset(&self) -> bool

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fn to_subset_unchecked(&self) -> SS

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fn from_subset(element: &SS) -> SP

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type Owned = T

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fn to_owned(&self) -> T

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fn clone_into(&self, target: &mut T)

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impl<T, U> TryFrom<U> for T
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type Error = Infallible

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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

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type Error = <U as TryFrom<T>>::Error

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fn vzip(self) -> V