File size: 3,877 Bytes
72c0672 | 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 | use crate::processors::PostProcessorWrapper;
use crate::tokenizer::{Encoding, PostProcessor, Result};
use crate::utils::macro_rules_attribute;
use serde::{Deserialize, Serialize};
#[derive(Clone, Debug, PartialEq, Eq)]
#[macro_rules_attribute(impl_serde_type!)]
pub struct Sequence {
processors: Vec<PostProcessorWrapper>,
}
impl Sequence {
pub fn new(processors: Vec<PostProcessorWrapper>) -> Self {
Self { processors }
}
}
impl PostProcessor for Sequence {
fn added_tokens(&self, is_pair: bool) -> usize {
self.processors
.iter()
.map(|p| p.added_tokens(is_pair))
.sum::<usize>()
}
fn process_encodings(
&self,
mut encodings: Vec<Encoding>,
add_special_tokens: bool,
) -> Result<Vec<Encoding>> {
for processor in &self.processors {
encodings = processor.process_encodings(encodings, add_special_tokens)?;
}
Ok(encodings)
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::processors::{ByteLevel, PostProcessorWrapper};
use crate::tokenizer::{Encoding, PostProcessor};
use std::collections::HashMap;
use std::iter::FromIterator;
#[test]
fn process_chain() {
let start = Encoding::new(
vec![0; 5],
vec![0; 5],
vec![
"Ġ".into(),
"ĠĠĠĠHelloĠĠ".into(),
"ĠĠHello".into(),
"HelloĠĠ".into(),
"ĠĠĠĠ".into(),
],
vec![],
vec![(0, 1), (0, 11), (11, 18), (18, 25), (25, 29)],
vec![],
vec![],
vec![],
HashMap::new(),
);
let bytelevel = ByteLevel::default().trim_offsets(true);
let sequence = Sequence::new(vec![PostProcessorWrapper::ByteLevel(bytelevel)]);
let expected = Encoding::new(
vec![0; 5],
vec![0; 5],
vec![
"Ġ".into(),
"ĠĠĠĠHelloĠĠ".into(),
"ĠĠHello".into(),
"HelloĠĠ".into(),
"ĠĠĠĠ".into(),
],
vec![],
vec![(0, 0), (4, 9), (13, 18), (18, 23), (29, 29)],
vec![],
vec![],
vec![],
HashMap::from_iter(vec![(0, 0..5)]),
);
assert_eq!(
expected,
bytelevel.process(start.clone(), None, false).unwrap()
);
assert_eq!(
expected,
sequence.process(start.clone(), None, false).unwrap()
);
let pair_expected = Encoding::new(
vec![0; 10],
vec![0, 0, 0, 0, 0, 1, 1, 1, 1, 1],
vec![
"Ġ".into(),
"ĠĠĠĠHelloĠĠ".into(),
"ĠĠHello".into(),
"HelloĠĠ".into(),
"ĠĠĠĠ".into(),
"Ġ".into(),
"ĠĠĠĠHelloĠĠ".into(),
"ĠĠHello".into(),
"HelloĠĠ".into(),
"ĠĠĠĠ".into(),
],
vec![],
vec![
(0, 0),
(4, 9),
(13, 18),
(18, 23),
(29, 29),
(0, 0),
(4, 9),
(13, 18),
(18, 23),
(29, 29),
],
vec![],
vec![],
vec![],
HashMap::from_iter(vec![(0, 0..5), (1, 5..10)]),
);
assert_eq!(
pair_expected,
bytelevel
.process(start.clone(), Some(start.clone()), false)
.unwrap()
);
assert_eq!(
pair_expected,
sequence.process(start.clone(), Some(start), false).unwrap()
);
}
}
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