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eval_decorator

Syntologyentry name in harvested coderead from the graph 2026-09-24

eval_decorator appears in the code Syntology harvested for 15 papers, as 3 distinct code bodies found in 15 places (a place is one code body under one paper). At least one of them ran in 15 of the papers; 0 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named eval_decorator do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 3 of the 3 distinct code bodies named eval_decorator; 0 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
0ran · fixture could not drive it
0ran
0unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 15 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

15 papers shown of 15, newest first; 15 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
ViT-1.58b: Mobile Vision Transformers in the 1-bit Era 26 Jun 2024 dlyuangod/vit-1.58b/BitNet/bitnet/at.py c16aee9490eb8729 ran · our draft was wrong no licence file found · pointer only
When Linear Attention Meets Autoregressive Decoding: Towards More Effective and Efficient Linearized Large Language Models 11 Jun 2024 gatech-eic/linearized-llm/autoregressive_wrapper.py 2107ce5c9a769398 ran · our draft was wrong Apache-2.0 (permissive)
UniTable: Towards a Unified Framework for Table Recognition via Self-Supervised Pretraining 7 Mar 2024 poloclub/unitable/src/model/vqvae.py c16aee9490eb8729 ran · our draft was wrong MIT (permissive)
Retrieval is Accurate Generation 27 Feb 2024 lucidrains/retro-pytorch/retro_pytorch/training.py c16aee9490eb8729 ran · our draft was wrong Apache-2.0 (permissive)
Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors 4 Oct 2023 idoamos/not-from-scratch/local_attention/transformer.py c16aee9490eb8729 ran · our draft was wrong MIT (permissive)
TryOnDiffusion: A Tale of Two UNets 14 Jun 2023 fashn-AI/tryondiffusion/tryondiffusion/common/torch_helpers.py c16aee9490eb8729 ran · our draft was wrong MIT (permissive)
PaLI-X: On Scaling up a Multilingual Vision and Language Model 29 May 2023 kyegomez/PALI/pali/autoregressive_wrapper.py 5444a7d75d38878d ran · our draft was wrong MIT (permissive)
Catch Missing Details: Image Reconstruction with Frequency Augmented Variational Autoencoder 4 May 2023 oppo-us-research/FA-VAE/models/gpt_ca.py c16aee9490eb8729 ran · our draft was wrong MIT (permissive)
Muse: Text-To-Image Generation via Masked Generative Transformers 2 Jan 2023 lucidrains/muse-pytorch/muse_maskgit_pytorch/muse_maskgit_pytorch.py c16aee9490eb8729 ran · our draft was wrong MIT (permissive)
Recurrent Memory Transformer 14 Jul 2022 lucidrains/recurrent-memory-transformer-pytorch/recurrent_memory_transformer_pytorch/recurrent_memory_transformer.py 5444a7d75d38878d ran · our draft was wrong MIT (permissive)
Scaling Autoregressive Models for Content-Rich Text-to-Image Generation 22 Jun 2022 identical code first harvested elsewhere c16aee9490eb8729 ran · our draft was wrong licence of this copy not recorded
Block-Recurrent Transformers 11 Mar 2022 identical code first harvested elsewhere 5444a7d75d38878d ran · our draft was wrong licence of this copy not recorded
Self-attention Does Not Need $O(n^2)$ Memory 10 Dec 2021 lucidrains/memory-efficient-attention-pytorch/memory_efficient_attention_pytorch/autoregressive_wrapper.py c16aee9490eb8729 ran · our draft was wrong MIT (permissive)
H-Transformer-1D: Fast One-Dimensional Hierarchical Attention for Sequences 25 Jul 2021 lucidrains/h-transformer-1d/h_transformer_1d/autoregressive_wrapper.py c16aee9490eb8729 ran · our draft was wrong MIT (permissive)
Large Memory Layers with Product Keys 10 Jul 2019 lucidrains/product-key-memory/product_key_memory/transformer.py c16aee9490eb8729 ran · our draft was wrong MIT (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections