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prepare_dataloader

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

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

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
2ran
4unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 1 of the 7 places is 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

7 papers shown of 7, newest first; 7 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
Diffusion Generative Modeling for Spatially Resolved Gene Expression Inference from Histology Images 26 Jan 2025 sichenzhu/stem/stem_train.py 4e55445cfcf67291 unverified MIT (permissive)
FilterNet: Harnessing Frequency Filters for Time Series Forecasting 3 Nov 2024 ant-research/Pyraformer/long_range_main.py b688d662492743b0 unverified Apache-2.0 (permissive)
ELICIT: LLM Augmentation via External In-Context Capability 12 Oct 2024 lins-lab/elicit/train_retriever.py 171e7700fc50ab49 ran · our draft was wrong Apache-2.0 (permissive)
OATS: Outlier-Aware Pruning Through Sparse and Low Rank Decomposition 20 Sep 2024 stephenqz/oats/data_utils.py b8bb7d55280d7e8f ran no licence file found · pointer only
Outlier Dimensions Encode Task-Specific Knowledge 26 Oct 2023 wrudman/outlier_dimensions/training_utils.py 4ff638cae94d2eb4 unverified MIT (permissive)
ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language Models 13 Oct 2023 lhrlab/chatkbqa/run_generator_final.py 7600856fdde258c1 ran MIT (permissive)
VERITE: A Robust Benchmark for Multimodal Misinformation Detection Accounting for Unimodal Bias 27 Apr 2023 stevejpapad/figments-and-misalignments/utils.py ee3f6929dd21fa19 unverified Apache-2.0 (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