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21 changes: 16 additions & 5 deletions src/lib.rs
Original file line number Diff line number Diff line change
Expand Up @@ -185,14 +185,25 @@ impl CoreBPE {
fn _encode_ordinary_native(&self, text: &str) -> Vec<Rank> {
// This is the core of the encoding logic; the other functions in here
// just make things complicated :-)

// The cache is a HashMap, populated first with encoder items, but keys are strings.
// The 0.05 ratio is experimental
let initial_capacity = (text.len() as f64 * 0.05) as usize;
let mut cache: HashMap<&str, Vec<Rank>> = HashMap::with_capacity_and_hasher(initial_capacity, Default::default());

for (k, &v) in self.encoder.iter() {
if let Ok(key_str) = std::str::from_utf8(k) {
cache.insert(key_str, vec![v]);
}
}

//lookup piece in cache, and add it if it is a nonekey
let regex = self._get_tl_regex();
let mut ret = vec![];
for mat in regex.find_iter(text) {
let piece = mat.unwrap().as_str().as_bytes();
match self.encoder.get(piece) {
Some(token) => ret.push(*token),
None => ret.extend(&byte_pair_encode(piece, &self.encoder)),
}
let piece = mat.unwrap().as_str();
let encoded_tokens = cache.entry(piece).or_insert_with(|| byte_pair_encode(&piece.as_bytes(), &self.encoder));
ret.extend(&*encoded_tokens);
}
ret
}
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