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nan_to_num

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

nan_to_num appears in the code Syntology harvested for 6 papers, as 5 distinct code bodies found in 6 places (a place is one code body under one paper). At least one of them ran in 4 of the papers; 3 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 nan_to_num 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 5 distinct code bodies named nan_to_num; 2 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
2unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 1 of the 6 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

6 papers shown of 6, newest first; 6 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
Structure-based RNA Design by Step-wise Optimization of Latent Diffusion Model added by Syntology 2026-01 (from id) A4Bio/RDesign/model/feature.py 79545090ec5f8fe4 ran · our draft was wrong fingerprinted no licence file found · pointer only
Learning to engineer protein flexibility 24 Dec 2024 KoubaPetr/Flexpert/Flexpert-Design/src/models/pifold_model.py 79545090ec5f8fe4 ran · our draft was wrong fingerprinted MIT (permissive)
Language Prompt for Autonomous Driving 8 Sep 2023 wudongming97/prompt4driving/projects/tracking_plugin/models/dense_heads/detr3d_tracking_head.py a2f0186e50e8bc32 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Multi-Target XGBoostLSS Regression 13 Oct 2022 StatMixedML/XGBoostLSS/xgboostlss/utils.py 4f218e3cb5cacde7 unverified Apache-2.0 (permissive)
Federated Dynamic Sparse Training: Computing Less, Communicating Less, Yet Learning Better 18 Dec 2021 bibikar/feddst/dst.py 95de747c95e984f5 ran · our draft was wrong fingerprinted MIT (permissive)
Towards Robust Classification with Deep Generative Forests 11 Jul 2020 AlCorreia/GeFs/gefs/cluster.py e4c4de66b03f27f1 unverified 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