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get_input_dtype

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

get_input_dtype appears in the code Syntology harvested for 30 papers, as 3 distinct code bodies found in 31 places (a place is one code body under one paper). At least one of them ran in 30 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_input_dtype 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 get_input_dtype; 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: 21 of the 31 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

30 papers shown of 30, newest first; 31 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 2 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
Bridging Vision Foundation Model Priors with CLIP for Spatial-aware Few-shot Anomaly Detection in Medical Images added by Syntology 2026-09 (from id) JuzhengMiao/Spatial-FAD/open_clip_SpatialFAD/model.py b476c8cfbf0f1f47 ran · our draft was wrong MIT (permissive)
Expert Knowledge-Guided Decision Calibration for Accurate Fine-Grained Tree Species Classification added by Syntology 2026-01 (from id) WHU-USI3DV/TreeCLS/models/open_clip/model.py b476c8cfbf0f1f47 ran · our draft was wrong no licence file found · pointer only
LongProLIP: A Probabilistic Vision-Language Model with Long Context Text 11 Mar 2025 identical code first harvested elsewhere 4d038cd90610dfa0 ran · our draft was wrong licence of this copy not recorded
LongProLIP: A Probabilistic Vision-Language Model with Long Context Text 11 Mar 2025 identical code first harvested elsewhere b476c8cfbf0f1f47 ran · our draft was wrong licence of this copy not recorded
GeoLangBind: Unifying Earth Observation with Agglomerative Vision-Language Foundation Models 8 Mar 2025 xiong-zhitong/geolb-siglip/open_clip/src/open_clip/model.py b476c8cfbf0f1f47 ran · our draft was wrong Apache-2.0 (permissive)
Post-hoc Probabilistic Vision-Language Models 8 Dec 2024 naver-ai/prolip/src/prolip/model.py 4d038cd90610dfa0 ran · our draft was wrong licence not identified · pointer only
FLAIR: VLM with Fine-grained Language-informed Image Representations 4 Dec 2024 explainableml/flair/src/flair/model.py b476c8cfbf0f1f47 ran · our draft was wrong no licence file found · pointer only
On Erroneous Agreements of CLIP Image Embeddings 7 Nov 2024 lst627/CLIP-Embeds/open_clip/src/open_clip/model.py b476c8cfbf0f1f47 ran · our draft was wrong no licence file found · pointer only
Classification Done Right for Vision-Language Pre-Training 5 Nov 2024 x-cls/superclass/opencls/open_clip/model.py 005ae1827a1eb3f0 ran · our draft was wrong Apache-2.0 (permissive)
Beyond Accuracy: Ensuring Correct Predictions With Correct Rationales 31 Oct 2024 deep-real/dcp/utils/model.py b476c8cfbf0f1f47 ran · our draft was wrong no licence file found · pointer only
Probabilistic Language-Image Pre-Training 24 Oct 2024 identical code first harvested elsewhere b476c8cfbf0f1f47 ran · our draft was wrong licence of this copy not recorded
What If the Input is Expanded in OOD Detection? 24 Oct 2024 tmlr-group/CoVer/open_clip/model.py b476c8cfbf0f1f47 ran · our draft was wrong no licence file found · pointer only
TULIP: Token-length Upgraded CLIP 13 Oct 2024 ivonajdenkoska/tulip/open_clip/model.py b476c8cfbf0f1f47 ran · our draft was wrong Apache-2.0 (permissive)
SegEarth-OV: Towards Training-Free Open-Vocabulary Segmentation for Remote Sensing Images 2 Oct 2024 likyoo/SegEarth-OV/open_clip/model.py b476c8cfbf0f1f47 ran · our draft was wrong no licence file found · pointer only
Embedding Geometries of Contrastive Language-Image Pre-Training 19 Sep 2024 eify/open_clip/src/open_clip/model.py b476c8cfbf0f1f47 ran · our draft was wrong no licence file found · pointer only
ECG-Chat: A Large ECG-Language Model for Cardiac Disease Diagnosis 16 Aug 2024 YubaoZhao/ECG-Chat/open_clip/open_clip/model.py b476c8cfbf0f1f47 ran · our draft was wrong no licence file found · pointer only
ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary Segmentation 9 Aug 2024 mc-lan/proxyclip/open_clip/model.py b476c8cfbf0f1f47 ran · our draft was wrong no licence file found · pointer only
VSSD: Vision Mamba with Non-Causal State Space Duality 26 Jul 2024 YuHengsss/Trident/open_clip/model.py b476c8cfbf0f1f47 ran · our draft was wrong Apache-2.0 (permissive)
Mitigate the Gap: Investigating Approaches for Improving Cross-Modal Alignment in CLIP 25 Jun 2024 sarahesl/alignclip/align_clip/model.py b476c8cfbf0f1f47 ran · our draft was wrong no licence file found · pointer only
Vision Model Pre-training on Interleaved Image-Text Data via Latent Compression Learning 11 Jun 2024 opengvlab/lcl/src/open_clip/model.py b476c8cfbf0f1f47 ran · our draft was wrong MIT (permissive)
VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs 11 Jun 2024 damo-nlp-sg/inf-clip/inf_clip/models/clip_arch.py b476c8cfbf0f1f47 ran · our draft was wrong Apache-2.0 (permissive)
ViTamin: Designing Scalable Vision Models in the Vision-Language Era 2 Apr 2024 beckschen/vitamin/ViTamin/open_clip/model.py b476c8cfbf0f1f47 ran · our draft was wrong Apache-2.0 (permissive)
DreamLIP: Language-Image Pre-training with Long Captions 25 Mar 2024 zyf0619sjtu/DreamLIP/open_clip/model.py b476c8cfbf0f1f47 ran · our draft was wrong CC-BY-4.0 · pointer only
UrbanVLP: Multi-Granularity Vision-Language Pretraining for Urban Socioeconomic Indicator Prediction 25 Mar 2024 citymind-lab/urbanvlp/open_clip_mine/model.py b476c8cfbf0f1f47 ran · our draft was wrong no licence file found · pointer only
Long-CLIP: Unlocking the Long-Text Capability of CLIP 22 Mar 2024 beichenzbc/long-clip/open_clip_long/model.py b476c8cfbf0f1f47 ran · our draft was wrong Apache-2.0 (permissive)
Toward Generalist Anomaly Detection via In-context Residual Learning with Few-shot Sample Prompts 11 Mar 2024 mala-lab/WinCLIP/open_clip/model.py b476c8cfbf0f1f47 ran · our draft was wrong GPL-3.0 (copyleft) · pointer only
Open-Vocabulary SAM: Segment and Recognize Twenty-thousand Classes Interactively 5 Jan 2024 harboryuan/ovsam/ext/open_clip/model.py b476c8cfbf0f1f47 ran · our draft was wrong no licence file found · pointer only
SkyScript: A Large and Semantically Diverse Vision-Language Dataset for Remote Sensing 20 Dec 2023 wangzhecheng/skyscript/src/open_clip/model.py b476c8cfbf0f1f47 ran · our draft was wrong MIT (permissive)
Reproducible scaling laws for contrastive language-image learning 14 Dec 2022 identical code first harvested elsewhere b476c8cfbf0f1f47 ran · our draft was wrong licence of this copy not recorded
LAION-5B: An open large-scale dataset for training next generation image-text models 16 Oct 2022 identical code first harvested elsewhere b476c8cfbf0f1f47 ran · our draft was wrong licence of this copy not recorded
Learning Transferable Visual Models From Natural Language Supervision 26 Feb 2021 identical code first harvested elsewhere b476c8cfbf0f1f47 ran · our draft was wrong licence of this copy not recorded

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