{"adoption": {"forks": 2709, "observed_at": "2026-08-28T04:07:07.058206+00:00", "stars": 2652}, "canonical_url": "https://ross.abutalabs.com/products/assignment1-basics", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Student version of Assignment 1 for Stanford CS336 - Language Modeling From Scratch", "domain": ["large-language-models", "deep-learning", "education"], "enriched": true, "function": ["machine-learning", "llm-training", "testing"], "health_score": 84, "homepage": "https://cs336.stanford.edu", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["stanford-cs336/assignment1-basics"], "name": "stanford-cs336/assignment1-basics", "platform": ["python", "cross-platform"], "pushed_at": "2026-04-07T20:49:12+00:00", "repo": "stanford-cs336/assignment1-basics", "stars": 2652, "tags": ["course-assignment", "transformer", "language-modeling", "stanford-cs336", "educational", "natural-language-processing"], "topics": [], "urls": [], "use_cases": ["learn to build a language model from scratch", "implement a BPE tokenizer in Python", "practice training a transformer on TinyStories", "coursework for Stanford CS336 language modeling", "hands-on LLM pretraining exercises"], "what_it_is": "The student starter code for Stanford CS336 Assignment 1, where learners implement language model basics (tokenizer, transformer, training loop) from scratch in Python. It includes unit tests, adapters, and data download scripts for TinyStories and OpenWebText samples.", "when_to_avoid": ["you need a production-ready training framework", "you want prebuilt models or high-level APIs like Hugging Face", "you are not prepared to write substantial code yourself"], "when_to_choose": ["you want to understand LLM internals by implementing them yourself", "you are following the CS336 course and need the assignment scaffold", "you prefer minimal scaffolding with tests to guide implementation"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/assignment1-basics", "repo": "stanford-cs336/assignment1-basics", "role": "main", "score": 57}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:07.058206+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:18:41.171685+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db60e0d41d8ce8e7ed85e14199581a1a245c939099b0f4d4bcb12b6796a86eaa", "fetched_at": "2026-08-28T04:07:07.058206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-cs336/assignment1-basics"}, {"content_hash": "d5664b3be4622f7a933f6a181b4a0ba9f662aa9e79f9e9f1a4c080d19df3c0ea", "fetched_at": "2026-08-29T10:01:30.775035+00:00", "kind": "homepage", "missing": false, "url": "https://cs336.stanford.edu"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:07.058206+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:18:41.171685+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db60e0d41d8ce8e7ed85e14199581a1a245c939099b0f4d4bcb12b6796a86eaa", "fetched_at": "2026-08-28T04:07:07.058206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-cs336/assignment1-basics"}, {"content_hash": "d5664b3be4622f7a933f6a181b4a0ba9f662aa9e79f9e9f1a4c080d19df3c0ea", "fetched_at": "2026-08-29T10:01:30.775035+00:00", "kind": "homepage", "missing": false, "url": "https://cs336.stanford.edu"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:18:41.171685+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db60e0d41d8ce8e7ed85e14199581a1a245c939099b0f4d4bcb12b6796a86eaa", "fetched_at": "2026-08-28T04:07:07.058206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-cs336/assignment1-basics"}, {"content_hash": "d5664b3be4622f7a933f6a181b4a0ba9f662aa9e79f9e9f1a4c080d19df3c0ea", "fetched_at": "2026-08-29T10:01:30.775035+00:00", "kind": "homepage", "missing": false, "url": "https://cs336.stanford.edu"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:07.058206+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:07.058206+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:07.058206+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:18:41.171685+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db60e0d41d8ce8e7ed85e14199581a1a245c939099b0f4d4bcb12b6796a86eaa", "fetched_at": "2026-08-28T04:07:07.058206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-cs336/assignment1-basics"}, {"content_hash": "d5664b3be4622f7a933f6a181b4a0ba9f662aa9e79f9e9f1a4c080d19df3c0ea", "fetched_at": "2026-08-29T10:01:30.775035+00:00", "kind": "homepage", "missing": false, "url": "https://cs336.stanford.edu"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:07.058206+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:07.058206+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:18:41.171685+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db60e0d41d8ce8e7ed85e14199581a1a245c939099b0f4d4bcb12b6796a86eaa", "fetched_at": "2026-08-28T04:07:07.058206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-cs336/assignment1-basics"}, {"content_hash": "d5664b3be4622f7a933f6a181b4a0ba9f662aa9e79f9e9f1a4c080d19df3c0ea", "fetched_at": "2026-08-29T10:01:30.775035+00:00", "kind": "homepage", "missing": false, "url": "https://cs336.stanford.edu"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:07.058206+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:07.058206+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:07.058206+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:18:41.171685+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db60e0d41d8ce8e7ed85e14199581a1a245c939099b0f4d4bcb12b6796a86eaa", "fetched_at": "2026-08-28T04:07:07.058206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-cs336/assignment1-basics"}, {"content_hash": "d5664b3be4622f7a933f6a181b4a0ba9f662aa9e79f9e9f1a4c080d19df3c0ea", "fetched_at": "2026-08-29T10:01:30.775035+00:00", "kind": "homepage", "missing": false, "url": "https://cs336.stanford.edu"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:07.058206+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:07.058206+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:18:41.171685+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db60e0d41d8ce8e7ed85e14199581a1a245c939099b0f4d4bcb12b6796a86eaa", "fetched_at": "2026-08-28T04:07:07.058206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-cs336/assignment1-basics"}, {"content_hash": "d5664b3be4622f7a933f6a181b4a0ba9f662aa9e79f9e9f1a4c080d19df3c0ea", "fetched_at": "2026-08-29T10:01:30.775035+00:00", "kind": "homepage", "missing": false, "url": "https://cs336.stanford.edu"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:18:41.171685+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db60e0d41d8ce8e7ed85e14199581a1a245c939099b0f4d4bcb12b6796a86eaa", "fetched_at": "2026-08-28T04:07:07.058206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-cs336/assignment1-basics"}, {"content_hash": "d5664b3be4622f7a933f6a181b4a0ba9f662aa9e79f9e9f1a4c080d19df3c0ea", "fetched_at": "2026-08-29T10:01:30.775035+00:00", "kind": "homepage", "missing": false, "url": "https://cs336.stanford.edu"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:18:41.171685+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db60e0d41d8ce8e7ed85e14199581a1a245c939099b0f4d4bcb12b6796a86eaa", "fetched_at": "2026-08-28T04:07:07.058206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-cs336/assignment1-basics"}, {"content_hash": "d5664b3be4622f7a933f6a181b4a0ba9f662aa9e79f9e9f1a4c080d19df3c0ea", "fetched_at": "2026-08-29T10:01:30.775035+00:00", "kind": "homepage", "missing": false, "url": "https://cs336.stanford.edu"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:18:41.171685+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db60e0d41d8ce8e7ed85e14199581a1a245c939099b0f4d4bcb12b6796a86eaa", "fetched_at": "2026-08-28T04:07:07.058206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-cs336/assignment1-basics"}, {"content_hash": "d5664b3be4622f7a933f6a181b4a0ba9f662aa9e79f9e9f1a4c080d19df3c0ea", "fetched_at": "2026-08-29T10:01:30.775035+00:00", "kind": "homepage", "missing": false, "url": "https://cs336.stanford.edu"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 76, "longevity": 37, "rhythm": 45}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 518, "days_push": 148, "days_rel": 157, "gap_med": null, "n_releases_24m": 1}, "score": 57, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}