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get_cast_dtype

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

get_cast_dtype appears in the code Syntology harvested for 67 papers, as 5 distinct code bodies found in 70 places (a place is one code body under one paper). At least one of them ran in 66 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_cast_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 4 of the 5 distinct code bodies named get_cast_dtype; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 43 of the 70 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

67 papers shown of 67, newest first; 70 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; 2 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
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/CLIP/model.py dcd422d66b0581d8 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 dcd422d66b0581d8 ran · our draft was wrong no licence file found · pointer only
Streamline Without Sacrifice -- Squeeze out Computation Redundancy in LMM 21 May 2025 identical code first harvested elsewhere 61d9ad9efd32efee ran · our draft was wrong licence of this copy not recorded
Streamline Without Sacrifice -- Squeeze out Computation Redundancy in LMM 21 May 2025 identical code first harvested elsewhere dcd422d66b0581d8 ran · our draft was wrong licence of this copy not recorded
CAFe: Unifying Representation and Generation with Contrastive-Autoregressive Finetuning 25 Mar 2025 identical code first harvested elsewhere dcd422d66b0581d8 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 dcd422d66b0581d8 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 0529ec3d12d83d1c unverified 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 dcd422d66b0581d8 ran · our draft was wrong Apache-2.0 (permissive)
Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step 23 Jan 2025 identical code first harvested elsewhere dcd422d66b0581d8 ran · our draft was wrong licence of this copy not recorded
Post-hoc Probabilistic Vision-Language Models 8 Dec 2024 naver-ai/prolip/src/prolip/model.py 0529ec3d12d83d1c unverified licence not identified · pointer only
Hidden in the Noise: Two-Stage Robust Watermarking for Images 5 Dec 2024 Kasraarabi/Hidden-in-the-Noise/open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong no licence file found · pointer only
FLAIR: VLM with Fine-grained Language-informed Image Representations 4 Dec 2024 explainableml/flair/src/flair/model.py dcd422d66b0581d8 ran · our draft was wrong no licence file found · pointer only
DyCoke: Dynamic Compression of Tokens for Fast Video Large Language Models 22 Nov 2024 identical code first harvested elsewhere dcd422d66b0581d8 ran · our draft was wrong licence of this copy not recorded
On Erroneous Agreements of CLIP Image Embeddings 7 Nov 2024 lst627/CLIP-Embeds/open_clip/src/open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong no licence file found · pointer only
ROBIN: Robust and Invisible Watermarks for Diffusion Models with Adversarial Optimization 6 Nov 2024 Hannah1102/ROBIN/open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong no licence file found · pointer only
Benchmarking Vision Language Model Unlearning via Fictitious Facial Identity Dataset 5 Nov 2024 safolab-wisc/fiubench/utils.py dcd422d66b0581d8 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 1f22cc0143fbf7d1 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 dcd422d66b0581d8 ran · our draft was wrong no licence file found · pointer only
Probabilistic Language-Image Pre-Training 24 Oct 2024 identical code first harvested elsewhere dcd422d66b0581d8 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 dcd422d66b0581d8 ran · our draft was wrong no licence file found · pointer only
Personalized Image Generation with Large Multimodal Models 18 Oct 2024 yiyanxu/pigeon/Pigeon/models/modeling_visual_encoder.py dcd422d66b0581d8 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 dcd422d66b0581d8 ran · our draft was wrong Apache-2.0 (permissive)
SePPO: Semi-Policy Preference Optimization for Diffusion Alignment 7 Oct 2024 dwanzhang-ai/seppo/utils/open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong no licence file found · pointer only
SegEarth-OV: Towards Training-Free Open-Vocabulary Segmentation for Remote Sensing Images 2 Oct 2024 likyoo/SegEarth-OV/open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong no licence file found · pointer only
PointAD: Comprehending 3D Anomalies from Points and Pixels for Zero-shot 3D Anomaly Detection 1 Oct 2024 zqhang/accurate-winclip-pytorch/src/open_clip/model.py 1bc68318bf26bdf0 ran · our draft was wrong MIT (permissive)
Embedding Geometries of Contrastive Language-Image Pre-Training 19 Sep 2024 eify/open_clip/src/open_clip/model.py dcd422d66b0581d8 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 dcd422d66b0581d8 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 dcd422d66b0581d8 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 dcd422d66b0581d8 ran · our draft was wrong Apache-2.0 (permissive)
AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection 22 Jul 2024 caoyunkang/adaclip/method/clip_model.py dcd422d66b0581d8 ran · our draft was wrong MIT (permissive)
VideoEval: Comprehensive Benchmark Suite for Low-Cost Evaluation of Video Foundation Model 9 Jul 2024 leexinhao/VideoEval/VidTAB_Zeroshot/eva_clip/model.py dcd422d66b0581d8 ran · our draft was wrong no licence file found · pointer only
Mitigate the Gap: Investigating Approaches for Improving Cross-Modal Alignment in CLIP 25 Jun 2024 sarahesl/alignclip/align_clip/model.py dcd422d66b0581d8 ran · our draft was wrong no licence file found · pointer only
ClawMachine: Learning to Fetch Visual Tokens for Referential Comprehension 17 Jun 2024 martian422/ClawMachine/ClawMachine/model/multimodal_encoder/add_modeling_visual_encoder.py dcd422d66b0581d8 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 dcd422d66b0581d8 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 dcd422d66b0581d8 ran · our draft was wrong Apache-2.0 (permissive)
PuLID: Pure and Lightning ID Customization via Contrastive Alignment 24 Apr 2024 ToTheBeginning/PuLID/eva_clip/model.py 61d9ad9efd32efee ran · our draft was wrong Apache-2.0 (permissive)
PuLID: Pure and Lightning ID Customization via Contrastive Alignment 24 Apr 2024 zsxkib/PuLID/eva_clip/model.py dcd422d66b0581d8 ran · our draft was wrong Apache-2.0 (permissive)
RingID: Rethinking Tree-Ring Watermarking for Enhanced Multi-Key Identification 22 Apr 2024 showlab/ringid/open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong no licence file found · pointer only
FiLo: Zero-Shot Anomaly Detection by Fine-Grained Description and High-Quality Localization 21 Apr 2024 casia-iva-lab/filo/models/vv_open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong Apache-2.0 (permissive)
PromptAD: Learning Prompts with only Normal Samples for Few-Shot Anomaly Detection 8 Apr 2024 funz-0/promptad/PromptAD/CLIPAD/model.py dcd422d66b0581d8 ran · our draft was wrong Unlicense (permissive)
Gaussian Shading: Provable Performance-Lossless Image Watermarking for Diffusion Models 7 Apr 2024 bsmhmmlf/Gaussian-Shading/open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong MIT (permissive)
ViTamin: Designing Scalable Vision Models in the Vision-Language Era 2 Apr 2024 beckschen/vitamin/ViTamin/open_clip/model.py dcd422d66b0581d8 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 dcd422d66b0581d8 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 dcd422d66b0581d8 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 dcd422d66b0581d8 ran · our draft was wrong Apache-2.0 (permissive)
Adapting Visual-Language Models for Generalizable Anomaly Detection in Medical Images 19 Mar 2024 mediabrain-sjtu/mvfa-ad/CLIP/model.py dcd422d66b0581d8 ran · our draft was wrong MIT (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 dcd422d66b0581d8 ran · our draft was wrong GPL-3.0 (copyleft) · pointer only
Video-LaVIT: Unified Video-Language Pre-training with Decoupled Visual-Motional Tokenization 5 Feb 2024 jy0205/lavit/LaVIT/models/modeling_visual_encoder.py dcd422d66b0581d8 ran · our draft was wrong no licence file found · pointer only
Open-Vocabulary SAM: Segment and Recognize Twenty-thousand Classes Interactively 5 Jan 2024 harboryuan/ovsam/ext/open_clip/model.py dcd422d66b0581d8 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 dcd422d66b0581d8 ran · our draft was wrong MIT (permissive)
InstructTA: Instruction-Tuned Targeted Attack for Large Vision-Language Models 4 Dec 2023 xunguangwang/instructta/EVA-CLIP/rei/eva_clip/model.py dcd422d66b0581d8 ran · our draft was wrong no licence file found · pointer only
BioCLIP: A Vision Foundation Model for the Tree of Life 30 Nov 2023 identical code first harvested elsewhere dcd422d66b0581d8 ran · our draft was wrong licence of this copy not recorded
Diffusion Model Alignment Using Direct Preference Optimization 21 Nov 2023 SalesforceAIResearch/DiffusionDPO/utils/open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong Apache-2.0 recorded; this copy not marked cleared · pointer only
OtterHD: A High-Resolution Multi-modality Model 7 Nov 2023 luodian/otter/pipeline/benchmarks/public_datasets_suite/models/otter.py dcd422d66b0581d8 ran · our draft was wrong MIT (permissive)
AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection 29 Oct 2023 zqhang/WinCLIP-pytorch/src/open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong MIT (permissive)
Improved Baselines with Visual Instruction Tuning 5 Oct 2023 identical code first harvested elsewhere dcd422d66b0581d8 ran · our draft was wrong licence of this copy not recorded
Understanding and Mitigating the Label Noise in Pre-training on Downstream Tasks 29 Sep 2023 Hhhhhhao/Noisy-Model-Learning/open_clip/open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong no licence file found · pointer only
Bootstrap Fine-Grained Vision-Language Alignment for Unified Zero-Shot Anomaly Localization 30 Aug 2023 hq-deng/AnoVL/open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong MIT (permissive)
CLIP-KD: An Empirical Study of CLIP Model Distillation 24 Jul 2023 winycg/clip-kd/src/open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong no licence file found · pointer only
Diff-Foley: Synchronized Video-to-Audio Synthesis with Latent Diffusion Models 29 Jun 2023 identical code first harvested elsewhere dcd422d66b0581d8 ran · our draft was wrong licence of this copy not recorded
APRIL-GAN: A Zero-/Few-Shot Anomaly Classification and Segmentation Method for CVPR 2023 VAND Workshop Challenge Tracks 1&2: 1st Place on Zero-shot AD and 4th Place on Few-shot AD 27 May 2023 bychelsea/vand-april-gan/open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong MIT (permissive)
Unicom: Universal and Compact Representation Learning for Image Retrieval 12 Apr 2023 identical code first harvested elsewhere dcd422d66b0581d8 ran · our draft was wrong licence of this copy not recorded
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation 26 Mar 2023 caoyunkang/WinClip/WinCLIP/CLIPAD/model.py dcd422d66b0581d8 ran · our draft was wrong MIT (permissive)
Hard Prompts Made Easy: Gradient-Based Discrete Optimization for Prompt Tuning and Discovery 7 Feb 2023 YuxinWenRick/hard-prompts-made-easy/open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong MIT (permissive)
Learning Customized Visual Models with Retrieval-Augmented Knowledge 17 Jan 2023 microsoft/react/react_customization/src/open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong MIT (permissive)
Reproducible scaling laws for contrastive language-image learning 14 Dec 2022 identical code first harvested elsewhere dcd422d66b0581d8 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 dcd422d66b0581d8 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 dcd422d66b0581d8 ran · our draft was wrong licence of this copy not recorded
arXiv:Ma_ReMP-AD_Retrieval-enhanced_Multi-modal_Prompt_Fusion_for_Few-Shot_Industrial_Visual_Anomaly_ICCV_2025_paper cshcma/ReMP-AD/open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong MIT (permissive)
arXiv:Hertz_Style_Aligned_Image_Generation_via_Shared_Attention_CVPR_2024_paper aim-uofa/StyleDrop-PyTorch/open_clip/model.py dcd422d66b0581d8 ran · our draft was wrong 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