ScriptAI for Codev1.0

Graph Embedding Generator

by Community · open-source · Last verified 2026-03-17

Generates node and edge embeddings for knowledge graphs using Node2Vec, TransE, or a GNN (via PyTorch Geometric), then indexes them in a vector store for similarity search and link prediction. Includes training scripts, evaluation on standard link-prediction benchmarks, and a REST API for embedding lookup.

https://github.com/pyg-team/pytorch_geometric ↗

C+

C+—Average

Adoption: C+Quality: AFreshness: ACitations: BEngagement: F

Specifications

License: MIT
Pricing: open-source
Capabilities: node-embeddings, link-prediction, gnn-training, vector-indexing
Integrations: pytorch-geometric, faiss, networkx, fastapi
Use Cases: recommendation-systems, fraud-graph-analysis, drug-discovery
API Available: Yes
Language: python
Dependencies: torch, torch-geometric, faiss-cpu, networkx, fastapi, uvicorn
Environment: Python 3.10+, CUDA optional
Est. Runtime: 10-60 minutes (graph-size-dependent)
Tags: graph-embeddings, node2vec, graph-neural-networks, link-prediction, knowledge-graph
Added: 2026-03-17
Completeness: 100%

Index Score

55.1

Adoption

Quality

Freshness

Citations

Engagement

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