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get_flops

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

get_flops appears in the code Syntology harvested for 14 papers, as 15 distinct code bodies found in 16 places (a place is one code body under one paper). At least one of them ran in 2 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 get_flops 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 2 of the 15 distinct code bodies named get_flops; 13 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
2ran
13unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 16 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

14 papers shown of 14, newest first; 16 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; 1 papers have no page here and are shown by arXiv id only. 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
ThunderKittens: Simple, Fast, and Adorable AI Kernels 27 Oct 2024 HazyResearch/ThunderKittens/kernels/layernorm/benchmark.py e12aa72e4c396b45 unverified MIT (permissive)
ThunderKittens: Simple, Fast, and Adorable AI Kernels 27 Oct 2024 HazyResearch/ThunderKittens/kernels/based/benchmark.py 7777d7cd21b34e3e unverified MIT (permissive)
ThunderKittens: Simple, Fast, and Adorable AI Kernels 27 Oct 2024 HazyResearch/ThunderKittens/kernels/fftconv/benchmark.py 8588c8cfb9739504 unverified MIT (permissive)
Generative Topology for Shape Synthesis 9 Oct 2024 aidos-lab/inner-product-transforms/src/flops.py c4553644adcce442 unverified BSD-3-Clause (permissive)
DAPE V2: Process Attention Score as Feature Map for Length Extrapolation 7 Oct 2024 chuanyang-zheng/cape/megatron/logging.py 6464b20466536553 ran Apache-2.0 (permissive)
Efficient Online Data Mixing For Language Model Pre-Training 5 Dec 2023 alon-albalak/online-data-mixing/megatron/logging.py 4f686edc1148a835 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
Accurate Retraining-free Pruning for Pretrained Encoder-based Language Models 7 Aug 2023 snudm-starlab/k-prune/src/utils/capacity.py 4b6648bada434292 ran no licence file found · pointer only
EcoFormer: Energy-Saving Attention with Linear Complexity 19 Sep 2022 ziplab/EcoFormer/pvt/get_flops.py 4bfb487391e32597 unverified Apache-2.0 (permissive)
KERPLE: Kernelized Relative Positional Embedding for Length Extrapolation 20 May 2022 chijames/KERPLE/megatron/logging.py 6baae5f9664f3498 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
MetaFormer: A Unified Meta Framework for Fine-Grained Recognition 5 Mar 2022 dqshuai/metaformer/get_flops.py 3b3b0cbad6bcc582 unverified MIT (permissive)
ResT: An Efficient Transformer for Visual Recognition 28 May 2021 wofmanaf/ResT/get_flops.py de5fef9f979995e1 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
TransNAS-Bench-101: Improving Transferability and Generalizability of Cross-Task Neural Architecture Search 25 May 2021 kmdanielduan/TransNASBench/lib/models/model_info.py da484d75b643a432 unverified MIT (permissive)
What Is Wrong With Scene Text Recognition Model Comparisons? Dataset and Model Analysis 3 Apr 2019 Eom-taeseon/CV_SceneTextRecognition/predict.py edfd158c1fa7f00e unverified Apache-2.0 (permissive)
Single Path One-Shot Neural Architecture Search with Uniform Sampling 31 Mar 2019 megvii-model/SinglePathOneShot/src/Evaluation/flops.py 06193fa1714ef6fd unverified MIT (permissive)
DetNAS: Backbone Search for Object Detection 26 Mar 2019 megvii-model/DetNAS/Supernet-ImageNet/flops.py 06193fa1714ef6fd unverified MIT (permissive)
arXiv:05527 lambert-x/ProLab/get_flops.py 8888cf62bd470b9e 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