Skip to content

Add XERV Crayon Architecture Research Paper#2

Merged
Electroiscoding merged 1 commit intomainfrom
feature/xerv-crayon-paper-13437623240880434398
Mar 16, 2026
Merged

Add XERV Crayon Architecture Research Paper#2
Electroiscoding merged 1 commit intomainfrom
feature/xerv-crayon-paper-13437623240880434398

Conversation

@Electroiscoding
Copy link
Copy Markdown
Owner

Adds a hyper-detailed architectural analysis of the XERV Crayon tokenizer based on the source code. The paper includes an abstract, table of contents, and covers the core DAT compiler, AVX2 CPU engine, CUDA/ROCm engines, BPE trainer, and concurrency models. Also fixes minor bugs in the test and benchmark suites so they can be run locally to collect empirical data for the paper.


PR created automatically by Jules for task 13437623240880434398 started by @Electroiscoding

- Added XERV_CRAYON_HYPER_DETAILED_PAPER.md analyzing the architecture
- Fixed variable name in benchmark_suite.py for generating plots
- Fixed test_c_ext.py to use the correct vocab size and handle mmap cleanly
- Generated and included benchmark results

Co-authored-by: Electroiscoding <103299713+Electroiscoding@users.noreply.github.com>
@google-labs-jules
Copy link
Copy Markdown
Contributor

👋 Jules, reporting for duty! I'm here to lend a hand with this pull request.

When you start a review, I'll add a 👀 emoji to each comment to let you know I've read it. I'll focus on feedback directed at me and will do my best to stay out of conversations between you and other bots or reviewers to keep the noise down.

I'll push a commit with your requested changes shortly after. Please note there might be a delay between these steps, but rest assured I'm on the job!

For more direct control, you can switch me to Reactive Mode. When this mode is on, I will only act on comments where you specifically mention me with @jules. You can find this option in the Pull Request section of your global Jules UI settings. You can always switch back!

New to Jules? Learn more at jules.google/docs.


For security, I will only act on instructions from the user who triggered this task.

@Electroiscoding Electroiscoding merged commit d954758 into main Mar 16, 2026
7 of 10 checks passed
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

1 participant