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Embeddings tokenizerjsonloader loadbpe
Reads the BPE model a tokenizer.json declares.
public static BpeVocabulary LoadBpe(Stream source, ArtifactLoadOptions options = null)
public static BpeVocabulary LoadBpe(string path, ArtifactLoadOptions options = null)Parameters — source is a readable stream, never disposed here; path is the file to read. options bounds what will be accepted and defaults to
ArtifactLoadOptions's own defaults.
Returns — BpeVocabulary, with the merge list, the split pattern and the byte-level flag all read from
the file.
Exceptions — ArgumentNullException for a null source or path. InvalidDataException
when the file declares a different model, declares a pipeline this package does not
reproduce, or exceeds a bound in options — the message names what was refused and why.
Example — the preferred BPE route, and the refusal worth knowing about.
using Lodestar.Embeddings.Persistence;
using Lodestar.Embeddings.Tokenization;
BpeVocabulary vocab = TokenizerJsonLoader.LoadBpe("gpt2/tokenizer.json");Remarks — Prefer this over BpeFilesLoader.Load whenever the checkpoint
ships a tokenizer.json. It reads ignore_merges, the split pattern together with its behavior
and invert flag, and the byte-level flag straight from the file — every one of which is a
parameter the older two-file route asks a caller to get right.
Llama-2 and Mistral v0.1 are refused here by name. They are trained as SentencePiece BPE with
a Metaspace pre-tokenizer and byte_fallback, a third pipeline distinct from both lineages this
package implements. A real file of theirs declares model.type == "BPE", so this is the call that
reaches byte_fallback, and the exception says what would go wrong: Python resolves an uncovered
character into <0x..> byte pieces where this tokenizer emits the unknown piece, so loading it
anyway would produce embeddings that do not match the model.
docs/decisions/0017-bpe-parity-scope.md has the parity scope — end to end for GPT-2 and the
classic lineage, split-pattern only for Llama-3 and Qwen2 — and a known split divergence above the
Basic Multilingual Plane.
Applies to — net10.0, netstandard2.0.
See also — BpeFilesLoader.Load,
TokenizerJsonLoader.LoadBpeAsync,
TokenizerJsonLoader.
- 0001-target-framework
- 0002-unicode-comparison-unit
- 0003-provenance-and-licensing
- 0004-levenshtein-myers-backlog
- 0005-hamming-jellyfish-divergence
- 0006-ratcliff-autojunk
- 0007-metaphone-scope
- 0008-italian-enza-nltk-divergence
- 0009-sample-consumes-a-local-feed
- 0010-stop-word-list-provenance
- 0011-persistence-format
- 0012-per-package-versioning
- 0013-sentencepiece-parity-scope
- 0014-precompiled-normalizer
- 0015-sonar-rules-in-the-build
- 0016-metrics-package-placement
- 0017-bpe-parity-scope
- 0018-multiclass-roc-auc-parallelism-is-opt-in
- 0019-the-net-analysers-run-in-the-build-too
- 0020-normalize-is-a-projection-not-a-parameter
- 0021-multioutput-is-a-method-not-an-enum
- 0022-added-token-matching-flags
- 0023-byte-level-decode-substitutes
- 0024-weighted-median-averages-within-scikit-learns-epsilon
- 0025-quickselect-replaces-a-full-sort-for-the-median
- 0026-r2-and-explainedvariance-split-their-undefined-cases-differently
- 0027-r2-and-explainedvariance-vectorize-only-a-single-output
- 0028-log1p-is-kahans-identity-not-math-log-1-plus-x
- 0029-balanced-accuracy-adjusted-is-left-to-ieee-754-at-the-edge
- 0030-cohen-kappa-keeps-scikit-learns-expected-matrix-orientation
- 0031-nosamplecorrect-mirrors-numpys-float64-upcast
- 0032-fbeta-substitutes-tp-predicted-and-support-algebraically
- 0033-compensated-sum-is-neumaiers-variant
- 0034-dropout-is-refused-for-want-of-a-user
- 0035-a-null-pre-split-is-removed-with-invert-not-isolated
- 0036-a-member-may-ship-without-an-oracle-if-it-says-so
- 0037-the-guards-run-before-the-commit
- 0038-the-gate-confronts-an-exception-tag-with-the-page-that-documents-it
- 0039-mutual-information-returns-zero-on-an-empty-input
- 0040-a-curve-is-a-sealed-class-per-curve
- 0041-one-sample-file-per-public-class
- 0042-phonetic-encoders-refuse-a-null-word
- 0043-the-equality-table-is-sized-to-the-pattern
- 0044-compression-belongs-to-the-caller
- 0045-a-console-call-carries-its-reason-on-the-line
- 0046-check-adr-immutable-runs-in-ci-only
- 0047-one-gate-per-kernel-not-one-per-alphabet
- 0048-the-gate-depends-on-the-kernel-and-the-alphabet
- 0049-two-gates-per-kernel-tested-where-the-width-is-known
- 0050-the-sentencepiece-bpe-lineage-stays-a-bpe-model
- benchmark_latest
- decisions
- equivalence
- matplotlib
- migration
- nightly_run
- numpy
- pandas
- performance
- pytorch
- seaborn
- sklearn
- statsmodels