use std::{
collections::hash_map::DefaultHasher,
hash::{Hash, Hasher},
};
use anyhow::Result;
pub type TokenIdType = u32;
pub trait Encoder: Send + Sync {
fn encode(&self, input: &str, add_special_tokens: bool) -> Result<Encoding>;
fn encode_batch(&self, inputs: &[&str], add_special_tokens: bool) -> Result<Vec<Encoding>>;
}
pub trait Decoder: Send + Sync {
fn decode(&self, token_ids: &[TokenIdType], skip_special_tokens: bool) -> Result<String>;
}
pub trait Tokenizer: Encoder + Decoder {
fn vocab_size(&self) -> usize;
fn get_special_tokens(&self) -> &SpecialTokens;
fn token_to_id(&self, token: &str) -> Option<TokenIdType>;
fn id_to_token(&self, id: TokenIdType) -> Option<String>;
fn as_any(&self) -> &dyn std::any::Any;
}
#[derive(Debug, Clone)]
pub enum Encoding {
Hf(Box<tokenizers::tokenizer::Encoding>),
Sp(Vec<TokenIdType>),
Tiktoken(Vec<TokenIdType>),
}
impl Encoding {
#[inline]
pub fn token_ids(&self) -> &[TokenIdType] {
match self {
Encoding::Hf(inner) => inner.get_ids(),
Encoding::Sp(inner) => inner,
Encoding::Tiktoken(inner) => inner,
}
}
#[deprecated(since = "0.1.0", note = "Use token_ids() instead")]
pub fn token_ids_ref(&self) -> &[TokenIdType] {
self.token_ids()
}
pub fn get_hash(&self) -> u64 {
let mut hasher = DefaultHasher::new();
self.hash(&mut hasher);
hasher.finish()
}
}
impl Hash for Encoding {
fn hash<H: Hasher>(&self, state: &mut H) {
match self {
Encoding::Hf(inner) => inner.get_ids().hash(state),
Encoding::Sp(inner) => inner.hash(state),
Encoding::Tiktoken(inner) => inner.hash(state),
}
}
}
#[derive(Debug, Clone)]
pub struct SpecialTokens {
pub bos_token: Option<String>,
pub eos_token: Option<String>,
pub unk_token: Option<String>,
pub sep_token: Option<String>,
pub pad_token: Option<String>,
pub cls_token: Option<String>,
pub mask_token: Option<String>,
pub additional_special_tokens: Vec<String>,
}