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[BugFix] Work-around incremental detokenization edge case error #19449
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Signed-off-by: Nick Hill <nhill@redhat.com>
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Summary of Changes
Hello @njhill, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!
This pull request provides a work-around for a specific detokenization bug that can occur with the fast detokenizer when processing certain token sequences that cause the tokenizers library's DecodeStream to fail. The fix involves catching the specific error and resetting the stream, preventing the failure. A new test case is included to demonstrate and verify the fix.
Highlights
- Bug Fix: Addresses an edge case in the
FastIncrementalDetokenizerwhere the underlyingtokenizerslibrary'sDecodeStreamcan encounter an 'Invalid prefix encountered' error due to non-monotonic or invalid UTF-8 output from certain token sequences. This fixes issue #17448. - Error Handling: Implements a protected step method (
_protected_step) inFastIncrementalDetokenizerthat wraps theDecodeStream.stepcall in a try-except block. If the specific 'Invalid prefix encountered' exception is caught, the decode stream is reset to recover. - New Test Case: Adds a new test file (
tests/v1/engine/test_fast_incdec_prefix_err.py) with a specific sequence of tokens that reproduces the detokenization error using thegoogle/gemma-3-1b-ittokenizer, ensuring the fix is effective.
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Code Review
This PR introduces a workaround for an edge case error in the tokenizers library during incremental detokenization. The fix involves catching the "Invalid prefix encountered" error, resetting the DecodeStream, and attempting to continue. A new test case validates this recovery mechanism. The code changes are well-localized and clear.
Signed-off-by: Nick Hill <nhill@redhat.com>
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Signed-off-by: Nick Hill <nhill@redhat.com>
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Left a nit otherwise LGTM
Signed-off-by: Nick Hill <nhill@redhat.com>
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…-project#19449) Signed-off-by: Nick Hill <nhill@redhat.com>
…-project#19449) (#1484) Cherry-pick of vllm-project#19449 which resolves the issue with tokenizers package --------- Signed-off-by: Nick Hill <nhill@redhat.com> Signed-off-by: Karol Damaszke <kdamaszke@habana.ai> Co-authored-by: Nick Hill <nhill@redhat.com>
…-project#19449) Signed-off-by: Nick Hill <nhill@redhat.com>
…-project#19449) Signed-off-by: Nick Hill <nhill@redhat.com>
…-project#19449) Signed-off-by: Nick Hill <nhill@redhat.com>
…-project#19449) (vllm-project#243) Signed-off-by: Nick Hill <nhill@redhat.com> Co-authored-by: Nick Hill <nhill@redhat.com>
I will be opening an issue for this in the tokenizers repo too.
Thanks very much to @fpaupier for providing a clear/detailed reproducer for the issue.
Fixes #17448.