rust_tokenizers 7.0.0

// Copyright 2021 The Facebook AI Research Team Authors and The HuggingFace Inc. team.
// Copyright 2019-2021 Guillaume Becquin
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//     http://www.apache.org/licenses/LICENSE-2.0
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

use crate::error::TokenizerError;
use crate::vocab::base_vocab::swap_key_values;
use crate::vocab::sentencepiece_proto::sentencepiece_model::ModelProto;
use crate::vocab::Vocab;
use protobuf::Message;
use std::collections::{HashMap, HashSet};
use std::fs::File;
use std::io::Read;

pub static FAIRSEQ_LANGUAGE_CODES: [&str; 52] = [
    ">>ar<<", ">>cs<<", ">>de<<", ">>en<<", ">>es<<", ">>et<<", ">>fi<<", ">>fr<<", ">>gu<<",
    ">>hi<<", ">>it<<", ">>ja<<", ">>kk<<", ">>ko<<", ">>lt<<", ">>lv<<", ">>my<<", ">>ne<<",
    ">>nl<<", ">>ro<<", ">>ru<<", ">>si<<", ">>tr<<", ">>vi<<", ">>zh<<", ">>af<<", ">>az<<",
    ">>bn<<", ">>fa<<", ">>he<<", ">>hr<<", ">>id<<", ">>ka<<", ">>km<<", ">>mk<<", ">>ml<<",
    ">>mn<<", ">>mr<<", ">>pl<<", ">>ps<<", ">>pt<<", ">>sv<<", ">>sw<<", ">>ta<<", ">>te<<",
    ">>th<<", ">>tl<<", ">>uk<<", ">>ur<<", ">>xh<<", ">>gl<<", ">>sl<<",
];

/// # MBart50 Vocab
/// Vocabulary for MBart50 tokenizer. Contains the following special values:
/// - PAD token
/// - EOS token
/// - SEP token
/// - MASK token
/// - CLS token
///
/// Expects a SentencePiece protobuf file when created from file.
#[allow(clippy::upper_case_acronyms)]
#[derive(Debug, Clone)]
pub struct MBart50Vocab {
    /// A mapping of tokens as string to indices (i.e. the encoder base)
    pub values: HashMap<String, i64>,

    /// A mapping of token IDs to strings (i.e. the decoder base)
    pub indices: HashMap<i64, String>,

    /// The string to use for unknown (out of vocabulary) tokens
    pub unknown_value: &'static str,

    /// A mapping of special value tokens as strings to IDs (i.e. the encoder base for special
    /// values), special values typically include things like BOS/EOS markers, class markers, mask
    /// markers and padding markers
    pub special_values: HashMap<String, i64>,

    /// A mapping of special value tokens as IDs to strings (i.e. the decoder base for special values)
    pub special_indices: HashMap<i64, String>,

    /// Language code stored as bytes for extraction of the prefix in input sequences
    pub language_codes_bytes: HashSet<Vec<u8>>,
}

impl MBart50Vocab {
    /// Returns the EOS token for MBart50 (`</s>`)
    pub fn eos_value() -> &'static str {
        "</s>"
    }

    /// Returns the SEP token for MBart50 (`</s>`)
    pub fn sep_value() -> &'static str {
        "</s>"
    }

    /// Returns the CLS token for MBart50 (`<s>`)
    pub fn cls_value() -> &'static str {
        "<s>"
    }

    /// Returns the MASK token for MBart50 (`<mask>`)
    pub fn mask_value() -> &'static str {
        "<mask>"
    }

    /// Returns the PAD token for MBart50 (`<pad>`)
    pub fn pad_value() -> &'static str {
        "<pad>"
    }
}

impl Vocab for MBart50Vocab {
    fn unknown_value() -> &'static str {
        "<unk>"
    }

    fn get_unknown_value(&self) -> &'static str {
        "<unk>"
    }

    fn values(&self) -> &HashMap<String, i64> {
        &self.values
    }

    fn indices(&self) -> &HashMap<i64, String> {
        &self.indices
    }

    fn special_values(&self) -> &HashMap<String, i64> {
        &self.special_values
    }

    fn special_indices(&self) -> &HashMap<i64, String> {
        &self.special_indices
    }

    fn from_file(path: &str) -> Result<MBart50Vocab, TokenizerError> {
        let mut f = File::open(path).map_err(|e| {
            TokenizerError::FileNotFound(format!("{} vocabulary file not found :{}", path, e))
        })?;
        let mut contents = Vec::new();
        let proto = match f.read_to_end(&mut contents) {
            Ok(_) => match ModelProto::parse_from_bytes(contents.as_slice()) {
                Ok(proto_value) => proto_value,
                Err(e) => {
                    return Err(TokenizerError::VocabularyParsingError(e.to_string()));
                }
            },
            Err(e) => {
                return Err(TokenizerError::VocabularyParsingError(e.to_string()));
            }
        };
        let mut values = HashMap::new();
        let mut special_values = HashMap::new();

        values.insert(MBart50Vocab::cls_value().to_owned(), values.len() as i64);
        values.insert(MBart50Vocab::pad_value().to_owned(), values.len() as i64);
        values.insert(MBart50Vocab::eos_value().to_owned(), values.len() as i64);
        values.insert(
            MBart50Vocab::unknown_value().to_owned(),
            values.len() as i64,
        );
        for piece in proto.get_pieces().iter().skip(3) {
            values.insert(piece.get_piece().to_owned(), values.len() as i64);
        }

        for language_code in FAIRSEQ_LANGUAGE_CODES.iter() {
            values.insert(language_code.to_string(), values.len() as i64);
            MBart50Vocab::_register_as_special_value(language_code, &values, &mut special_values)?;
        }

        values.insert(MBart50Vocab::mask_value().to_owned(), values.len() as i64);

        let unknown_value = MBart50Vocab::unknown_value();
        MBart50Vocab::_register_as_special_value(unknown_value, &values, &mut special_values)?;

        let sep_value = MBart50Vocab::sep_value();
        MBart50Vocab::_register_as_special_value(sep_value, &values, &mut special_values)?;

        let eos_value = MBart50Vocab::eos_value();
        MBart50Vocab::_register_as_special_value(eos_value, &values, &mut special_values)?;

        let cls_value = MBart50Vocab::cls_value();
        MBart50Vocab::_register_as_special_value(cls_value, &values, &mut special_values)?;

        let mask_value = MBart50Vocab::mask_value();
        MBart50Vocab::_register_as_special_value(mask_value, &values, &mut special_values)?;

        let pad_value = MBart50Vocab::pad_value();
        MBart50Vocab::_register_as_special_value(pad_value, &values, &mut special_values)?;

        let indices = swap_key_values(&values);
        let special_indices = swap_key_values(&special_values);
        let language_codes_bytes = FAIRSEQ_LANGUAGE_CODES
            .iter()
            .map(|f| f.as_bytes().to_vec())
            .collect::<HashSet<Vec<u8>>>();

        Ok(MBart50Vocab {
            values,
            indices,
            unknown_value,
            special_values,
            special_indices,
            language_codes_bytes,
        })
    }

    fn token_to_id(&self, token: &str) -> i64 {
        self._token_to_id(
            token,
            &self.values,
            &self.special_values,
            self.unknown_value,
        )
    }

    fn id_to_token(&self, id: &i64) -> String {
        self._id_to_token(id, &self.indices, &self.special_indices, self.unknown_value)
    }
}