Home › Code › batch_generator

batch_generator

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

batch_generator appears in the code Syntology harvested for 8 papers, as 7 distinct code bodies found in 9 places (a place is one code body under one paper). At least one of them ran in 4 of the papers; 1 of the code bodies carries 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 batch_generator 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 4 of the 7 distinct code bodies named batch_generator; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
1ran · fixture could not drive it
1ran
3unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 7 of the 9 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

8 papers shown of 8, newest first; 9 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, and the graph's for 1 papers added by Syntology. 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
A Diffusion Model for Regular Time Series Generation from Irregular Data with Completion and Masking added by Syntology 2025-10 (from id) azencot-group/ImagenI2R/metrics/discriminative_torch.py 6d5f0a137745e47e unverified no licence file found · pointer only
Auto-Regressive Moving Diffusion Models for Time Series Forecasting 12 Dec 2024 daxin007/armd/Utils/discriminative_metric.py 16dc8797fafc754b unverified MIT (permissive)
FM-TS: Flow Matching for Time Series Generation 12 Nov 2024 unites-lab/fmts/FMTS/Utils/discriminative_metric.py 16dc8797fafc754b unverified no licence file found · pointer only
Utilizing Image Transforms and Diffusion Models for Generative Modeling of Short and Long Time Series 25 Oct 2024 azencot-group/ImagenTime/metrics/discriminative_torch.py 6d5f0a137745e47e unverified no licence file found · pointer only
GT-GAN: General Purpose Time Series Synthesis with Generative Adversarial Networks 5 Oct 2022 jsyoon0823/TimeGAN/timegan.py b7509396578eb343 ran · our draft was wrong fingerprinted licence not identified · pointer only
On the Language Neutrality of Pre-trained Multilingual Representations 9 Apr 2020 jlibovicky/assess-multilingual-bert/save_centroids.py 49169613387052ef ran BSD-3-Clause (permissive)
A Multi-Horizon Quantile Recurrent Forecaster 29 Nov 2017 jingw2/demand_forecast/mq_rnn.py 7d469f0d2103c926 ran · fixture could not drive it no licence file found · pointer only
A Multi-Horizon Quantile Recurrent Forecaster 29 Nov 2017 jingw2/demand_forecast/deepar.py 7bbe0c2f4213aba9 unverified no licence file found · pointer only
Domain-Adversarial Training of Neural Networks 28 May 2015 AKASH2907/Forgery-Classification-via-Domain-Adaptation/DANN/dann_keras.py 4a9bc68de4ae0c55 ran · our draft was wrong no licence file found · pointer only

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