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use common::*;
use tokenizers::decoders::byte_level::ByteLevel;
use tokenizers::decoders::DecoderWrapper;
use tokenizers::models::bpe::BPE;
use tokenizers::models::wordlevel::WordLevel;
use tokenizers::models::wordpiece::WordPiece;
use tokenizers::models::ModelWrapper;
use tokenizers::normalizers::bert::BertNormalizer;
use tokenizers::normalizers::unicode::{NFC, NFKC};
use tokenizers::normalizers::NormalizerWrapper;
use tokenizers::pre_tokenizers::bert::BertPreTokenizer;
use tokenizers::pre_tokenizers::delimiter::CharDelimiterSplit;
use tokenizers::pre_tokenizers::split::{Split, SplitPattern};
use tokenizers::pre_tokenizers::whitespace::Whitespace;
use tokenizers::pre_tokenizers::PreTokenizerWrapper;
use tokenizers::processors::bert::BertProcessing;
use tokenizers::processors::PostProcessorWrapper;
use tokenizers::{SplitDelimiterBehavior, Tokenizer, TokenizerImpl};
#[test]
fn bpe_serde() {
let bpe = get_byte_level_bpe();
let ser = serde_json::to_string(&bpe).unwrap();
let de = serde_json::from_str(&ser).unwrap();
assert_eq!(bpe, de);
}
#[test]
fn wordpiece_serde() {
let wordpiece = get_bert_wordpiece();
let ser = serde_json::to_string(&wordpiece).unwrap();
let de = serde_json::from_str(&ser).unwrap();
assert_eq!(wordpiece, de);
}
#[test]
fn wordlevel_serde() {
let wordlevel = WordLevel::from_file("data/gpt2-vocab.json", "<unk>".into()).unwrap();
let ser = serde_json::to_string(&wordlevel).unwrap();
let de = serde_json::from_str(&ser).unwrap();
assert_eq!(wordlevel, de);
}
#[test]
fn normalizers() {
// Test unit struct
let nfc = NFC;
let nfc_ser = serde_json::to_string(&nfc).unwrap();
assert_eq!(nfc_ser, r#"{"type":"NFC"}"#);
// empty struct can deserialize from self
serde_json::from_str::<NFC>(&nfc_ser).unwrap();
let err: Result<NFKC, _> = serde_json::from_str(&nfc_ser);
assert!(err.is_err(), "NFKC shouldn't be deserializable from NFC");
// wrapper can can deserialize from inner
let nfc_wrapped: NormalizerWrapper = serde_json::from_str(&nfc_ser).unwrap();
match &nfc_wrapped {
NormalizerWrapper::NFC(_) => (),
_ => panic!("NFC wrapped with incorrect variant"),
}
let ser_wrapped = serde_json::to_string(&nfc_wrapped).unwrap();
assert_eq!(ser_wrapped, nfc_ser);
// Test non-empty roundtrip
let bert = BertNormalizer::default();
let bert_ser = serde_json::to_string(&bert).unwrap();
assert_eq!(
bert_ser,
r#"{"type":"BertNormalizer","clean_text":true,"handle_chinese_chars":true,"strip_accents":null,"lowercase":true}"#
);
// make sure we can deserialize to self
serde_json::from_str::<BertNormalizer>(&bert_ser).unwrap();
// wrapper can deserialize from inner serialization
let bert_wrapped: NormalizerWrapper = serde_json::from_str(&bert_ser).unwrap();
match &bert_wrapped {
NormalizerWrapper::BertNormalizer(_) => (),
_ => panic!("BertNormalizer wrapped with incorrect variant"),
}
// wrapped serializes same way as inner
let ser_wrapped = serde_json::to_string(&bert_wrapped).unwrap();
assert_eq!(ser_wrapped, bert_ser);
}
#[test]
fn processors() {
let bert = BertProcessing::new(("SEP".into(), 0), ("CLS".into(), 0));
let bert_ser = serde_json::to_string(&bert).unwrap();
assert_eq!(
bert_ser,
r#"{"type":"BertProcessing","sep":["SEP",0],"cls":["CLS",0]}"#
);
serde_json::from_str::<BertProcessing>(&bert_ser).unwrap();
let bert_wrapped: PostProcessorWrapper = serde_json::from_str(&bert_ser).unwrap();
match &bert_wrapped {
PostProcessorWrapper::Bert(_) => (),
_ => panic!("Bert wrapped with incorrect variant"),
}
let ser_wrapped = serde_json::to_string(&bert_wrapped).unwrap();
assert_eq!(ser_wrapped, bert_ser);
}
#[test]
fn pretoks() {
// Test unit struct
let bert = BertPreTokenizer;
let bert_ser = serde_json::to_string(&bert).unwrap();
assert_eq!(bert_ser, r#"{"type":"BertPreTokenizer"}"#);
// empty struct can deserialize from self
serde_json::from_str::<BertPreTokenizer>(&bert_ser).unwrap();
let err: Result<Whitespace, _> = serde_json::from_str(&bert_ser);
assert!(
err.is_err(),
"Whitespace shouldn't be deserializable from BertPreTokenizer"
);
// wrapper can can deserialize from inner
let bert_wrapped: PreTokenizerWrapper = serde_json::from_str(&bert_ser).unwrap();
match &bert_wrapped {
PreTokenizerWrapper::BertPreTokenizer(_) => (),
_ => panic!("Bert wrapped with incorrect variant"),
}
let ser_wrapped = serde_json::to_string(&bert_wrapped).unwrap();
assert_eq!(ser_wrapped, bert_ser);
// Test non-empty roundtrip
let ch = CharDelimiterSplit::new(' ');
let ch_ser = serde_json::to_string(&ch).unwrap();
assert_eq!(ch_ser, r#"{"type":"CharDelimiterSplit","delimiter":" "}"#);
// make sure we can deserialize to self
serde_json::from_str::<CharDelimiterSplit>(&ch_ser).unwrap();
// wrapper can deserialize from inner serialization
let ch_wrapped: PreTokenizerWrapper = serde_json::from_str(&ch_ser).unwrap();
match &ch_wrapped {
PreTokenizerWrapper::Delimiter(_) => (),
_ => panic!("CharDelimiterSplit wrapped with incorrect variant"),
}
// wrapped serializes same way as inner
let ser_wrapped = serde_json::to_string(&ch_wrapped).unwrap();
assert_eq!(ser_wrapped, ch_ser);
let wsp = Whitespace {};
let wsp_ser = serde_json::to_string(&wsp).unwrap();
assert_eq!(wsp_ser, r#"{"type":"Whitespace"}"#);
serde_json::from_str::<Whitespace>(&wsp_ser).unwrap();
let err: Result<BertPreTokenizer, _> = serde_json::from_str(&wsp_ser);
assert!(
err.is_err(),
"BertPreTokenizer shouldn't be deserializable from Whitespace"
);
let pattern: SplitPattern = "[SEP]".into();
let pretok = Split::new(pattern, SplitDelimiterBehavior::Isolated, false).unwrap();
let pretok_str = serde_json::to_string(&pretok).unwrap();
assert_eq!(
pretok_str,
r#"{"type":"Split","pattern":{"String":"[SEP]"},"behavior":"Isolated","invert":false}"#
);
assert_eq!(serde_json::from_str::<Split>(&pretok_str).unwrap(), pretok);
let pattern = SplitPattern::Regex("[SEP]".to_string());
let pretok = Split::new(pattern, SplitDelimiterBehavior::Isolated, false).unwrap();
let pretok_str = serde_json::to_string(&pretok).unwrap();
assert_eq!(
pretok_str,
r#"{"type":"Split","pattern":{"Regex":"[SEP]"},"behavior":"Isolated","invert":false}"#
);
assert_eq!(serde_json::from_str::<Split>(&pretok_str).unwrap(), pretok);
}
#[test]
fn decoders() {
let byte_level = ByteLevel::default();
let byte_level_ser = serde_json::to_string(&byte_level).unwrap();
assert_eq!(
byte_level_ser,
r#"{"type":"ByteLevel","add_prefix_space":true,"trim_offsets":true,"use_regex":true}"#
);
serde_json::from_str::<ByteLevel>(&byte_level_ser).unwrap();
let byte_level_wrapper: DecoderWrapper = serde_json::from_str(&byte_level_ser).unwrap();
match &byte_level_wrapper {
DecoderWrapper::ByteLevel(_) => (),
_ => panic!("ByteLevel wrapped with incorrect variant"),
}
let ser_wrapped = serde_json::to_string(&byte_level_wrapper).unwrap();
assert_eq!(ser_wrapped, byte_level_ser);
}
#[test]
fn models() {
let bpe = BPE::default();
let bpe_ser = serde_json::to_string(&bpe).unwrap();
serde_json::from_str::<BPE>(&bpe_ser).unwrap();
let bpe_wrapper: ModelWrapper = serde_json::from_str(&bpe_ser).unwrap();
match &bpe_wrapper {
ModelWrapper::BPE(_) => (),
_ => panic!("BPE wrapped with incorrect variant"),
}
let ser_wrapped = serde_json::to_string(&bpe_wrapper).unwrap();
assert_eq!(ser_wrapped, bpe_ser);
}
#[test]
fn tokenizer() {
let wordpiece = WordPiece::default();
let mut tokenizer = Tokenizer::new(wordpiece);
tokenizer.with_normalizer(Some(NFC));
let ser = serde_json::to_string(&tokenizer).unwrap();
let _: Tokenizer = serde_json::from_str(&ser).unwrap();
let unwrapped_nfc_tok: TokenizerImpl<
WordPiece,
NFC,
PreTokenizerWrapper,
PostProcessorWrapper,
DecoderWrapper,
> = serde_json::from_str(&ser).unwrap();
assert_eq!(serde_json::to_string(&unwrapped_nfc_tok).unwrap(), ser);
let err: Result<
TokenizerImpl<WordPiece, NFKC, PreTokenizerWrapper, PostProcessorWrapper, DecoderWrapper>,
_,
> = serde_json::from_str(&ser);
assert!(err.is_err(), "NFKC shouldn't be deserializable from NFC");
let de: TokenizerImpl<
WordPiece,
NormalizerWrapper,
PreTokenizerWrapper,
PostProcessorWrapper,
DecoderWrapper,
> = serde_json::from_str(&ser).unwrap();
assert_eq!(serde_json::to_string(&de).unwrap(), ser);
}
#[test]
fn bpe_with_dropout_serde() {
let mut bpe = BPE::default();
bpe.dropout = Some(0.1);
let ser = serde_json::to_string(&bpe).unwrap();
let de = serde_json::from_str(&ser).unwrap();
assert_eq!(bpe, de);
// set dropout to 0.0 (which is analogous to None) and reserialize
bpe.dropout = Some(0.0);
let ser = serde_json::to_string(&bpe).unwrap();
let de = serde_json::from_str(&ser).unwrap();
assert_eq!(bpe, de);
}
#[test]
fn test_deserialize_long_file() {
let _tokenizer = Tokenizer::from_file("data/albert-base-v1-tokenizer.json").unwrap();
}
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