Embeddings sentencepiecevocabulary - CyrilB1531/lodestar GitHub Wiki
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The pieces, their types, and the four special ids.
public sealed record SentencePieceVocabularyProperties — Pieces are the SentencePiece entries and Types their
SentencePieceType, the same length and index-aligned. UnkId, BosId,
EosId and PadId are the four special ids, -1 when the model declares none. Count is
how many pieces. Normalizer is the PrecompiledNormalizer the
model shipped, or null. RemoveExtraWhitespaces collapses runs of spaces and trims the ends, as a .model does, and
SplitsAtMetaSymbol stops a piece at the next ▁, as a tokenizer.json's Metaspace does; the
tokenizer.json loader turns the first off and the second on
(#1259). PrefixTokens and SuffixTokens are what a tokenizer.json's
post_processor wraps a sequence in, empty for a spiece.model, which declares none — the two
lists a caller pairs with a pad token to build a SpecialTokenTemplate.
Example — a four-piece vocabulary with no end or pad token.
using Lodestar.Embeddings.Tokenization;
SentencePiece[] pieces =
[
new SentencePiece("<unk>", 0.0, 0),
new SentencePiece("<s>", 0.0, 1),
new SentencePiece("▁alpha", -1.5, 2),
new SentencePiece("▁beta", -2.5, 3),
];
SentencePieceType[] types =
[
SentencePieceType.Unknown,
SentencePieceType.Control,
SentencePieceType.Normal,
SentencePieceType.Normal,
];
var vocabulary = new SentencePieceVocabulary(pieces, types, UnkId: 0, BosId: 1, EosId: -1, PadId: -1);
int count = vocabulary.Count; // => 4
int noEos = vocabulary.EosId; // => -1Remarks — -1 rather than null for an absent special id, because the ids are int and
every real id is non-negative. Check for it: passing -1 to a model as a token id is a
silent corruption rather than an error.
Types being a parallel array rather than a field of SentencePiece mirrors the spiece.model
file, which stores them that way, and keeps the piece a small value type.
A Normalizer of null means the text reaches the tokenizer unchanged; a stock T5 or XLM-R ships
one, and a model built by hand usually does not.
Pieces, Types and the other collections are taken as given, not copied: a caller casting one
back to its list and writing to it changes this record and what it equals, and can change its
hash (#1305). SentencePieceTokenizer copies them at
construction, so a tokenizer already built is unaffected.
Applies to — net10.0, netstandard2.0.
See also — SentencePieceTokenizer,
SentencePieceType.
| Member | What it does |
|---|---|
SentencePieceVocabulary.Equals |
Value equality over pieces, types and ids. |
SentencePieceVocabulary.GetHashCode |
A hash consistent with it. |
SentencePieceVocabulary.IsMatchable |
Whether the encoder may produce a piece. |