{"adoption": {"forks": 272, "observed_at": "2026-08-28T04:04:33.957032+00:00", "stars": 1381}, "canonical_url": "https://ross.abutalabs.com/products/knowledgegraphembedding", "card": {"archived": false, "artifact_type": "library", "description": null, "domain": ["machine-learning", "deep-learning", "artificial-intelligence", "databases"], "enriched": true, "function": ["machine-learning", "deep-learning", "rag"], "health_score": 20, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["DeepGraphLearning/KnowledgeGraphEmbedding"], "name": "DeepGraphLearning/KnowledgeGraphEmbedding", "platform": ["python", "cross-platform"], "pushed_at": "2023-12-15T23:43:27+00:00", "repo": "DeepGraphLearning/KnowledgeGraphEmbedding", "stars": 1381, "tags": ["knowledge-graph-embedding", "pytorch", "rotate", "transe", "complex", "distmult", "link-prediction", "negative-sampling", "research-code", "gpu", "linux"], "topics": [], "urls": [], "use_cases": ["train knowledge graph embeddings with pytorch", "reproduce RotatE ICLR 2019 paper results", "run link prediction on FB15k-237 and WN18RR", "compare TransE ComplEx DistMult RotatE models", "evaluate knowledge graph completion with MRR and Hits@k", "learn how self-adversarial negative sampling works"], "what_it_is": "A PyTorch toolkit implementing the RotatE knowledge graph embedding model along with TransE, ComplEx, DistMult, and pRotatE. It trains and evaluates KGE models on standard benchmarks like FB15k-237 and WN18RR with self-adversarial negative sampling.", "when_to_avoid": ["you need production serving or an embedding API", "you want multi-GPU or very large-scale training (use GraphVite instead)", "you need actively maintained code with recent dependency updates"], "when_to_choose": ["you need state-of-the-art KGE baselines on standard benchmarks", "you want to reproduce or extend the RotatE paper", "you need fast single-GPU training of knowledge graph embeddings"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/knowledgegraphembedding", "repo": "DeepGraphLearning/KnowledgeGraphEmbedding", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.957032+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:40:09.035153+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "283920fe8c412e4953d65f5916b50714feb1a67061a4abf1c2e6b224ea55ab8d", "fetched_at": "2026-08-28T04:04:33.957032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepGraphLearning/KnowledgeGraphEmbedding"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.957032+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:40:09.035153+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "283920fe8c412e4953d65f5916b50714feb1a67061a4abf1c2e6b224ea55ab8d", "fetched_at": "2026-08-28T04:04:33.957032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepGraphLearning/KnowledgeGraphEmbedding"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:40:09.035153+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "283920fe8c412e4953d65f5916b50714feb1a67061a4abf1c2e6b224ea55ab8d", "fetched_at": "2026-08-28T04:04:33.957032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepGraphLearning/KnowledgeGraphEmbedding"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.957032+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.957032+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.957032+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:40:09.035153+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "283920fe8c412e4953d65f5916b50714feb1a67061a4abf1c2e6b224ea55ab8d", "fetched_at": "2026-08-28T04:04:33.957032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepGraphLearning/KnowledgeGraphEmbedding"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.957032+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.957032+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:40:09.035153+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "283920fe8c412e4953d65f5916b50714feb1a67061a4abf1c2e6b224ea55ab8d", "fetched_at": "2026-08-28T04:04:33.957032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepGraphLearning/KnowledgeGraphEmbedding"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.957032+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.957032+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.957032+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:40:09.035153+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "283920fe8c412e4953d65f5916b50714feb1a67061a4abf1c2e6b224ea55ab8d", "fetched_at": "2026-08-28T04:04:33.957032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepGraphLearning/KnowledgeGraphEmbedding"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.957032+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.957032+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:40:09.035153+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "283920fe8c412e4953d65f5916b50714feb1a67061a4abf1c2e6b224ea55ab8d", "fetched_at": "2026-08-28T04:04:33.957032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepGraphLearning/KnowledgeGraphEmbedding"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:40:09.035153+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "283920fe8c412e4953d65f5916b50714feb1a67061a4abf1c2e6b224ea55ab8d", "fetched_at": "2026-08-28T04:04:33.957032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepGraphLearning/KnowledgeGraphEmbedding"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:40:09.035153+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "283920fe8c412e4953d65f5916b50714feb1a67061a4abf1c2e6b224ea55ab8d", "fetched_at": "2026-08-28T04:04:33.957032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepGraphLearning/KnowledgeGraphEmbedding"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:40:09.035153+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "283920fe8c412e4953d65f5916b50714feb1a67061a4abf1c2e6b224ea55ab8d", "fetched_at": "2026-08-28T04:04:33.957032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepGraphLearning/KnowledgeGraphEmbedding"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2779, "days_push": 992, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}