{"adoption": {"forks": 684, "observed_at": "2026-08-28T04:07:03.289020+00:00", "stars": 2599}, "canonical_url": "https://ross.abutalabs.com/products/torchrec", "card": {"archived": false, "artifact_type": "library", "description": "Pytorch domain library for recommendation systems", "domain": ["machine-learning", "deep-learning", "gpu-computing"], "enriched": true, "function": ["deep-learning", "machine-learning", "gpu-computing"], "health_score": 100, "homepage": "https://pytorch.org/torchrec/", "language": "Python", "license": "BSD-3-Clause", "license_family": "permissive", "maturity": "active", "member_repos": ["meta-pytorch/torchrec"], "name": "meta-pytorch/torchrec", "platform": ["python"], "pushed_at": "2026-08-26T21:05:18+00:00", "repo": "meta-pytorch/torchrec", "stars": 2599, "tags": ["pytorch", "recommender-systems", "sharding", "distributed-training", "embedding-tables", "recommendation-systems", "gpu", "linux", "cuda"], "topics": ["pytorch", "gpu", "deep-learning", "cuda", "recommender-system", "recommendation-system", "sharding"], "urls": [], "use_cases": ["train large recommendation models on multiple gpus", "shard huge embedding tables across a cluster", "build a recommender system with pytorch", "run distributed training for deep learning recommendation models", "serve recommendation model inference efficiently on gpu"], "what_it_is": "TorchRec is a PyTorch domain library for building recommendation systems at scale. It provides distributed sharding of large embedding tables and GPU-accelerated training and inference for recommender models.", "when_to_avoid": ["you need a simple non-distributed recommender prototype", "your stack is tensorflow-based rather than pytorch", "you need a turnkey recommendation service rather than a training library"], "when_to_choose": ["you need to scale embedding tables beyond a single gpu's memory", "you are building recommender models in the pytorch ecosystem", "you want optimized gpu kernels for sparse embeddings"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/torchrec", "repo": "meta-pytorch/torchrec", "role": "main", "score": 90}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.289020+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:21:17.862019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "296a4d1e9843f4bf83ef5d6599c208a6481e0c650a113dd17327ffb5358b09fc", "fetched_at": "2026-08-29T10:04:14.371188+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/torchrec/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.289020+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:21:17.862019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "296a4d1e9843f4bf83ef5d6599c208a6481e0c650a113dd17327ffb5358b09fc", "fetched_at": "2026-08-29T10:04:14.371188+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/torchrec/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:21:17.862019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "296a4d1e9843f4bf83ef5d6599c208a6481e0c650a113dd17327ffb5358b09fc", "fetched_at": "2026-08-29T10:04:14.371188+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/torchrec/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.289020+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.289020+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.289020+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:21:17.862019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "296a4d1e9843f4bf83ef5d6599c208a6481e0c650a113dd17327ffb5358b09fc", "fetched_at": "2026-08-29T10:04:14.371188+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/torchrec/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.289020+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.289020+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:21:17.862019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "296a4d1e9843f4bf83ef5d6599c208a6481e0c650a113dd17327ffb5358b09fc", "fetched_at": "2026-08-29T10:04:14.371188+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/torchrec/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.289020+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.289020+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.289020+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:21:17.862019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "296a4d1e9843f4bf83ef5d6599c208a6481e0c650a113dd17327ffb5358b09fc", "fetched_at": "2026-08-29T10:04:14.371188+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/torchrec/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.289020+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.289020+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:21:17.862019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "296a4d1e9843f4bf83ef5d6599c208a6481e0c650a113dd17327ffb5358b09fc", "fetched_at": "2026-08-29T10:04:14.371188+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/torchrec/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:21:17.862019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "296a4d1e9843f4bf83ef5d6599c208a6481e0c650a113dd17327ffb5358b09fc", "fetched_at": "2026-08-29T10:04:14.371188+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/torchrec/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:21:17.862019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "296a4d1e9843f4bf83ef5d6599c208a6481e0c650a113dd17327ffb5358b09fc", "fetched_at": "2026-08-29T10:04:14.371188+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/torchrec/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:21:17.862019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "296a4d1e9843f4bf83ef5d6599c208a6481e0c650a113dd17327ffb5358b09fc", "fetched_at": "2026-08-29T10:04:14.371188+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/torchrec/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 73}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_readme"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1878, "days_push": 7, "days_rel": 21, "gap_med": 91.5, "n_releases_24m": 9}, "score": 90, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}