{"adoption": {"forks": 257, "observed_at": "2026-08-28T04:05:33.860653+00:00", "stars": 1770}, "canonical_url": "https://ross.abutalabs.com/products/minionerec", "card": {"archived": false, "artifact_type": "framework", "description": "Minimal reproduction of OneRec", "domain": ["machine-learning", "large-language-models", "artificial-intelligence", "developer-tools"], "enriched": true, "function": ["machine-learning", "llm-training", "reinforcement-learning", "rag"], "health_score": 69, "homepage": null, "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["AkaliKong/MiniOneRec"], "name": "AkaliKong/MiniOneRec", "platform": ["python"], "pushed_at": "2026-05-14T15:56:06+00:00", "repo": "AkaliKong/MiniOneRec", "stars": 1770, "tags": ["generative-recommendation", "recommender-system", "sid-construction", "sft", "scaling-laws", "llm-based-recommendation", "gpu", "linux"], "topics": ["generative-ai", "generative-recommendation", "generative-recommenders", "large-language-model", "large-language-models", "llm", "recommendation", "recommendation-system", "recommender-system", "scaling-laws"], "urls": [], "use_cases": ["reproduce generative recommendation with llms", "train a recommender system using sft and reinforcement learning", "build semantic ids for items with rq-kmeans", "experiment with scaling laws for generative recommenders", "fine-tune qwen models for recommendation tasks", "evaluate llm-based recommendation with constrained decoding"], "what_it_is": "MiniOneRec is an open-source framework for generative recommendation built on large language models, covering the full pipeline of semantic ID (SID) construction, supervised fine-tuning, and recommendation-oriented reinforcement learning. It is a minimal reproduction of the OneRec system intended for research and experimentation with LLM-based recommenders.", "when_to_avoid": ["you need a production-ready recommendation service with low-latency serving", "you want a traditional collaborative filtering recommender without llms", "you lack GPU resources for fine-tuning large language models"], "when_to_choose": ["you want an end-to-end open-source generative recommendation pipeline", "you are researching llm-based or generative recommender systems", "you need reproducible OneRec-style training including SID construction and RL"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/minionerec", "repo": "AkaliKong/MiniOneRec", "role": "main", "score": 54}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:33.860653+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:26:01.958733+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "546502d60bfd87108cf100a02a5e3b461dfdb5ee53cb51ec9a6d47f392bffffb", "fetched_at": "2026-08-28T04:05:33.860653+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AkaliKong/MiniOneRec"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:33.860653+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:26:01.958733+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "546502d60bfd87108cf100a02a5e3b461dfdb5ee53cb51ec9a6d47f392bffffb", "fetched_at": "2026-08-28T04:05:33.860653+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AkaliKong/MiniOneRec"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:26:01.958733+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "546502d60bfd87108cf100a02a5e3b461dfdb5ee53cb51ec9a6d47f392bffffb", "fetched_at": "2026-08-28T04:05:33.860653+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AkaliKong/MiniOneRec"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:33.860653+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:33.860653+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:33.860653+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:26:01.958733+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "546502d60bfd87108cf100a02a5e3b461dfdb5ee53cb51ec9a6d47f392bffffb", "fetched_at": "2026-08-28T04:05:33.860653+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AkaliKong/MiniOneRec"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:33.860653+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:33.860653+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:26:01.958733+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "546502d60bfd87108cf100a02a5e3b461dfdb5ee53cb51ec9a6d47f392bffffb", "fetched_at": "2026-08-28T04:05:33.860653+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AkaliKong/MiniOneRec"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:33.860653+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:33.860653+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:33.860653+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:26:01.958733+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "546502d60bfd87108cf100a02a5e3b461dfdb5ee53cb51ec9a6d47f392bffffb", "fetched_at": "2026-08-28T04:05:33.860653+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AkaliKong/MiniOneRec"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:33.860653+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:33.860653+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:26:01.958733+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "546502d60bfd87108cf100a02a5e3b461dfdb5ee53cb51ec9a6d47f392bffffb", "fetched_at": "2026-08-28T04:05:33.860653+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AkaliKong/MiniOneRec"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:26:01.958733+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "546502d60bfd87108cf100a02a5e3b461dfdb5ee53cb51ec9a6d47f392bffffb", "fetched_at": "2026-08-28T04:05:33.860653+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AkaliKong/MiniOneRec"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:26:01.958733+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "546502d60bfd87108cf100a02a5e3b461dfdb5ee53cb51ec9a6d47f392bffffb", "fetched_at": "2026-08-28T04:05:33.860653+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AkaliKong/MiniOneRec"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:26:01.958733+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "546502d60bfd87108cf100a02a5e3b461dfdb5ee53cb51ec9a6d47f392bffffb", "fetched_at": "2026-08-28T04:05:33.860653+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AkaliKong/MiniOneRec"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 82, "longevity": 22, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 316, "days_push": 111, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 54, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}