1
  2
  3
  4
  5
  6
  7
  8
  9
 10
 11
 12
 13
 14
 15
 16
 17
 18
 19
 20
 21
 22
 23
 24
 25
 26
 27
 28
 29
 30
 31
 32
 33
 34
 35
 36
 37
 38
 39
 40
 41
 42
 43
 44
 45
 46
 47
 48
 49
 50
 51
 52
 53
 54
 55
 56
 57
 58
 59
 60
 61
 62
 63
 64
 65
 66
 67
 68
 69
 70
 71
 72
 73
 74
 75
 76
 77
 78
 79
 80
 81
 82
 83
 84
 85
 86
 87
 88
 89
 90
 91
 92
 93
 94
 95
 96
 97
 98
 99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
// Copyright 2018 The Open AI Team Authors
// Copyright 2018 The HuggingFace Inc. team.
// Copyright 2019 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 std::collections::HashMap;
use crate::preprocessing::vocab::base_vocab::{Vocab, swap_key_values};
use std::process;
use std::fs::File;
use std::io::BufReader;

pub struct Gpt2Vocab {
    pub values: HashMap<String, i64>,
    pub indices: HashMap<i64, String>,
    pub unknown_value: &'static str,
    pub special_values: HashMap<String, i64>,
    pub special_indices: HashMap<i64, String>,
}

impl Gpt2Vocab {
    pub fn bos_value() -> &'static str { "<|endoftext|>" }
    pub fn eos_value() -> &'static str { "<|endoftext|>" }
}

impl Vocab for Gpt2Vocab {
    fn unknown_value() -> &'static str { "<|endoftext|>" }

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

    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) -> Gpt2Vocab {
        let f = File::open(path).expect("Could not open vocabulary file.");
        let br = BufReader::new(f);
        let values: HashMap<String, i64> = serde_json::from_reader(br).expect("could not parse vocabulary");
        let mut special_values = HashMap::new();
        let unknown_value = Gpt2Vocab::unknown_value();
        Gpt2Vocab::_register_as_special_value(unknown_value, &values, &mut special_values);

        let bos_value = Gpt2Vocab::bos_value();
        Gpt2Vocab::_register_as_special_value(bos_value, &values, &mut special_values);

        let eos_value = Gpt2Vocab::eos_value();
        Gpt2Vocab::_register_as_special_value(eos_value, &values, &mut special_values);

        let indices = swap_key_values(&values);
        let special_indices = swap_key_values(&special_values);

        Gpt2Vocab { values, indices, unknown_value, special_values, special_indices }
    }

    fn token_to_id(&self, token: &str) -> i64 {
        match self._token_to_id(token, &self.values, &self.special_values, &self.unknown_value) {
            Ok(index) => index,
            Err(err) => {
                println!("{}", err);
                process::exit(1);
            }
        }
    }

    fn id_to_token(&self, id: &i64) -> String {
        match self._id_to_token(&id, &self.indices, &self.special_indices, &self.unknown_value) {
            Ok(token) => token,
            Err(err) => {
                println!("{}", err);
                process::exit(1);
            }
        }
    }
}


//==============================
// Unit tests
//==============================
#[cfg(test)]
mod tests {
    use super::*;
    use std::io;
    use std::io::Write;

    #[test]
    fn test_create_vocab() {
//        Given
        let values: HashMap<String, i64> = HashMap::new();
        let special_values: HashMap<String, i64> = HashMap::new();
        let indices: HashMap<i64, String> = HashMap::new();
        let special_indices: HashMap<i64, String> = HashMap::new();
        let unknown_value = Gpt2Vocab::unknown_value();

//        When
        let gpt2_vocab = Gpt2Vocab {
            values,
            indices,
            unknown_value,
            special_indices,
            special_values,
        };

//        Then
        assert_eq!(gpt2_vocab.unknown_value, "<|endoftext|>");
        assert_eq!(Gpt2Vocab::bos_value(), "<|endoftext|>");
        assert_eq!(Gpt2Vocab::eos_value(), "<|endoftext|>");
        assert_eq!(gpt2_vocab.unknown_value, Gpt2Vocab::unknown_value());
        assert_eq!(gpt2_vocab.values, *gpt2_vocab.values());
        assert_eq!(gpt2_vocab.special_values, *gpt2_vocab.special_values());
    }

    #[test]
    fn test_create_object_from_file() -> Result<(), io::Error> {
//        Given
        let mut vocab_file = tempfile::NamedTempFile::new()?;
        write!(vocab_file, "{{\"hello\": 1,\n \"world\": 0,\n \"<|endoftext|>\": 2,\n \"!\": 3\n}}")?;
        let path = vocab_file.into_temp_path();
        let target_values: HashMap<String, i64> = [
            ("hello".to_owned(), 1),
            ("world".to_owned(), 0),
            ("<|endoftext|>".to_owned(), 2),
            ("!".to_owned(), 3),
        ].iter().cloned().collect();

        let special_values: HashMap<String, i64> = [
            ("<|endoftext|>".to_owned(), 2)
        ].iter().cloned().collect();

//        When
        let gpt2_vocab = Gpt2Vocab::from_file(path.to_path_buf().to_str().unwrap());

//        Then
        assert_eq!(gpt2_vocab.unknown_value, "<|endoftext|>");
        assert_eq!(gpt2_vocab.values, target_values);
        assert_eq!(gpt2_vocab.special_values, special_values);
        drop(path);
        Ok(())
    }

    #[test]
    #[should_panic]
    fn test_create_object_from_file_without_unknown_token() {
//        Given
        let mut vocab_file = tempfile::NamedTempFile::new().unwrap();
        write!(vocab_file, "{{\"hello\": 1,\n \"world\": 0,\n \"!\": 3\n}}").unwrap();
        let path = vocab_file.into_temp_path();

//        When & Then
        let _ctrl_vocab = Gpt2Vocab::from_file(path.to_path_buf().to_str().unwrap());
    }

    #[test]
    fn test_encode_tokens() -> Result<(), io::Error> {
//        Given
        let mut vocab_file = tempfile::NamedTempFile::new()?;
        write!(vocab_file, "{{\"hello\": 1,\n \"world\": 0,\n \"<|endoftext|>\": 2,\n \"!\": 3\n}}")?;
        let path = vocab_file.into_temp_path();
        let gpt2_vocab = Gpt2Vocab::from_file(path.to_path_buf().to_str().unwrap());

//        When & Then
        assert_eq!(gpt2_vocab.token_to_id("hello"), 1);
        assert_eq!(gpt2_vocab.token_to_id("world"), 0);
        assert_eq!(gpt2_vocab.token_to_id("!"), 3);
        assert_eq!(gpt2_vocab.token_to_id("<|endoftext|>"), 2);
        assert_eq!(gpt2_vocab.token_to_id("oov_value"), 2);

        drop(path);
        Ok(())
    }

    #[test]
    fn test_decode_tokens() -> Result<(), io::Error> {
//        Given
        let mut vocab_file = tempfile::NamedTempFile::new()?;
        write!(vocab_file, "{{\"hello\": 1,\n \"world\": 0,\n \"<|endoftext|>\": 2,\n \"!\": 3\n}}")?;
        let path = vocab_file.into_temp_path();
        let gpt2_vocab = Gpt2Vocab::from_file(path.to_path_buf().to_str().unwrap());

//        When & Then
        assert_eq!(gpt2_vocab.id_to_token(&(1 as i64)), "hello");
        assert_eq!(gpt2_vocab.id_to_token(&(0 as i64)), "world");
        assert_eq!(gpt2_vocab.id_to_token(&(3 as i64)), "!");
        assert_eq!(gpt2_vocab.id_to_token(&(2 as i64)), "<|endoftext|>");
        drop(path);
        Ok(())
    }
}