{"adoption": {"forks": 95, "observed_at": "2026-08-28T04:04:50.902056+00:00", "stars": 1480}, "canonical_url": "https://ross.abutalabs.com/products/codetf", "card": {"archived": true, "artifact_type": "library", "description": "CodeTF: One-stop Transformer Library for State-of-the-art Code LLM", "domain": ["large-language-models", "machine-learning", "developer-tools", "programming-languages"], "enriched": true, "function": ["machine-learning", "llm-inference", "llm-training", "parser", "nlp", "transformers"], "health_score": 10, "homepage": null, "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["salesforce/CodeTF"], "name": "salesforce/CodeTF", "platform": ["python", "cross-platform"], "pushed_at": "2025-05-01T17:27:13+00:00", "repo": "salesforce/CodeTF", "stars": 1480, "tags": ["code-llm", "code-generation", "code-intelligence", "tree-sitter", "ast-parsing", "model-zoo", "fine-tuning", "human-eval", "benchmarking", "natural-language-processing", "gpu"], "topics": ["ai4code", "ai4se", "code-generation", "code-intelligence", "code-understanding", "transformers", "code-learning-datasets", "code-representation-learning", "human-eval", "tree-sitter", "multilingual-parsers"], "urls": [], "use_cases": ["generate code with large language models", "fine-tune a code LLM on my own dataset", "summarize source code automatically", "translate code between programming languages", "evaluate code models on HumanEval", "extract function names and comments from source code via AST", "remove comments from code files in bulk"], "what_it_is": "CodeTF is a Python transformer library for code large language models, providing unified interfaces for training, fine-tuning, and inference on code intelligence tasks like code generation, summarization, and translation. It also includes tree-sitter-based AST utilities for parsing and manipulating source code across many programming languages.", "when_to_avoid": ["you need a production LLM serving stack with high-throughput batching", "you only need a general-purpose LLM library without code-specific features", "you need non-Python integration"], "when_to_choose": ["you want a unified API over multiple SOTA code LLMs", "you need both model inference and AST-based code utilities in one library", "you want to benchmark code models on standard code intelligence tasks"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/codetf", "repo": "salesforce/CodeTF", "role": "main", "score": 10}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.902056+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:34:15.967767+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3eff272c079799c745dc4b00202e0ac18aa1474d45cf9eb0f489571cbcccaa6a", "fetched_at": "2026-08-28T04:04:50.902056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/salesforce/CodeTF"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.902056+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:34:15.967767+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3eff272c079799c745dc4b00202e0ac18aa1474d45cf9eb0f489571cbcccaa6a", "fetched_at": "2026-08-28T04:04:50.902056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/salesforce/CodeTF"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:34:15.967767+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3eff272c079799c745dc4b00202e0ac18aa1474d45cf9eb0f489571cbcccaa6a", "fetched_at": "2026-08-28T04:04:50.902056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/salesforce/CodeTF"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.902056+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.902056+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.902056+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:34:15.967767+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3eff272c079799c745dc4b00202e0ac18aa1474d45cf9eb0f489571cbcccaa6a", "fetched_at": "2026-08-28T04:04:50.902056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/salesforce/CodeTF"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.902056+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.902056+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:34:15.967767+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3eff272c079799c745dc4b00202e0ac18aa1474d45cf9eb0f489571cbcccaa6a", "fetched_at": "2026-08-28T04:04:50.902056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/salesforce/CodeTF"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.902056+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.902056+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.902056+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:34:15.967767+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3eff272c079799c745dc4b00202e0ac18aa1474d45cf9eb0f489571cbcccaa6a", "fetched_at": "2026-08-28T04:04:50.902056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/salesforce/CodeTF"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.902056+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.902056+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:34:15.967767+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3eff272c079799c745dc4b00202e0ac18aa1474d45cf9eb0f489571cbcccaa6a", "fetched_at": "2026-08-28T04:04:50.902056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/salesforce/CodeTF"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:34:15.967767+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3eff272c079799c745dc4b00202e0ac18aa1474d45cf9eb0f489571cbcccaa6a", "fetched_at": "2026-08-28T04:04:50.902056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/salesforce/CodeTF"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:34:15.967767+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3eff272c079799c745dc4b00202e0ac18aa1474d45cf9eb0f489571cbcccaa6a", "fetched_at": "2026-08-28T04:04:50.902056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/salesforce/CodeTF"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:34:15.967767+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3eff272c079799c745dc4b00202e0ac18aa1474d45cf9eb0f489571cbcccaa6a", "fetched_at": "2026-08-28T04:04:50.902056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/salesforce/CodeTF"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 19, "longevity": 87, "rhythm": 8}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["archived"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1219, "days_push": 489, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 10, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}