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Procedural-Code-Search-GIN-POJ104
dv4aby/Procedural-Code-Search-GIN-POJ104
Procedural-Code-Search-GIN-POJ104 is a machine learning model from dv4aby. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
This model was trained to identify procedural similarity in C++ code (POJ-104 dataset). Unlike semantic models that focus on intent ("what it does"), this model focuses on structure ("how it does it").
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Updated Dec 11, 2025
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At a glance
- Access
- Public
- Created
- Dec 11, 2025
- Updated
- Dec 11, 2025
- SHA
- 01cca318
Model card
From the Hugging Face model README
Procedural Code Search (GIN + CodeBERT)
This model was trained to identify procedural similarity in C++ code (POJ-104 dataset). Unlike semantic models that focus on intent ("what it does"), this model focuses on structure ("how it does it").
Architecture
- Backbone: Frozen CodeBERT (microsoft/codebert-base) for node features.
- Head: 2-layer GIN (Graph Isomorphism Network) for structural aggregation.
- Objective: Triplet Margin Loss (Margin=0.8) to separate structurally distinct implementations.
Usage
This is a custom PyTorch model. You must define the CFGEncoder class structure exactly as used in training to load these weights.
- Created
- Dec 11, 2025
- Updated
- Dec 11, 2025