{"adoption": {"forks": 90, "observed_at": "2026-08-28T04:04:02.949536+00:00", "stars": 1225}, "canonical_url": "https://ross.abutalabs.com/products/gongbu", "card": {"archived": false, "artifact_type": "application", "description": "Paper accepted by CIKM 2024. Codes of GongBU, a LLM fine-tuning platform for domain-specific adaptation.", "domain": ["large-language-models", "machine-learning", "artificial-intelligence", "self-hosted"], "enriched": true, "function": ["llm-training", "machine-learning", "web-framework", "self-hosted"], "health_score": 58, "homepage": null, "language": "Svelte", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["Bolin97/GongBU"], "name": "Bolin97/GongBU", "platform": ["self-hosted"], "pushed_at": "2026-01-22T10:29:06+00:00", "repo": "Bolin97/GongBU", "stars": 1225, "tags": ["no-code", "fine-tuning", "llm", "peft", "transformers", "web-ui", "svelte", "docker-compose", "linux", "docker", "web-server", "gpu"], "topics": [], "urls": [], "use_cases": ["fine-tune an LLM on my own domain data without writing code", "run a local no-code LLM fine-tuning platform on my GPU server", "let non-technical teammates fine-tune models through a web UI", "evaluate and deploy fine-tuned language models", "adapt a base LLM to a specific domain with PEFT/LoRA", "manage datasets and models for LLM training in one place"], "what_it_is": "GongBU is a self-hosted, no-code web platform for fine-tuning, evaluating, and deploying large language models, built on Transformers and PEFT. It is deployed via docker-compose on Linux with NVIDIA GPUs and accessed through a browser by non-technical users.", "when_to_avoid": ["you need managed cloud training infrastructure", "you only need inference/serving without fine-tuning", "you cannot use Docker or lack NVIDIA GPU resources", "you need a lightweight scriptable training pipeline rather than a full platform"], "when_to_choose": ["you want browser-based, no-code LLM fine-tuning on your own hardware", "you have a Linux machine with NVIDIA GPUs and can use docker-compose", "your users are non-technical and need a guided UI for training and evaluation"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/gongbu", "repo": "Bolin97/GongBU", "role": "main", "score": 52}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.949536+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:15:21.747318+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "56f4a49e3185f3df0e917a93bb25416dc632b51784de80bb051407faa303b822", "fetched_at": "2026-08-28T04:04:02.949536+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bolin97/GongBU"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.949536+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:15:21.747318+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "56f4a49e3185f3df0e917a93bb25416dc632b51784de80bb051407faa303b822", "fetched_at": "2026-08-28T04:04:02.949536+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bolin97/GongBU"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:15:21.747318+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "56f4a49e3185f3df0e917a93bb25416dc632b51784de80bb051407faa303b822", "fetched_at": "2026-08-28T04:04:02.949536+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bolin97/GongBU"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.949536+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.949536+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.949536+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:15:21.747318+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "56f4a49e3185f3df0e917a93bb25416dc632b51784de80bb051407faa303b822", "fetched_at": "2026-08-28T04:04:02.949536+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bolin97/GongBU"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.949536+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.949536+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:15:21.747318+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "56f4a49e3185f3df0e917a93bb25416dc632b51784de80bb051407faa303b822", "fetched_at": "2026-08-28T04:04:02.949536+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bolin97/GongBU"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.949536+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.949536+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.949536+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:15:21.747318+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "56f4a49e3185f3df0e917a93bb25416dc632b51784de80bb051407faa303b822", "fetched_at": "2026-08-28T04:04:02.949536+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bolin97/GongBU"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.949536+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.949536+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:15:21.747318+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "56f4a49e3185f3df0e917a93bb25416dc632b51784de80bb051407faa303b822", "fetched_at": "2026-08-28T04:04:02.949536+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bolin97/GongBU"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:15:21.747318+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "56f4a49e3185f3df0e917a93bb25416dc632b51784de80bb051407faa303b822", "fetched_at": "2026-08-28T04:04:02.949536+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bolin97/GongBU"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:15:21.747318+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "56f4a49e3185f3df0e917a93bb25416dc632b51784de80bb051407faa303b822", "fetched_at": "2026-08-28T04:04:02.949536+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bolin97/GongBU"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:15:21.747318+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "56f4a49e3185f3df0e917a93bb25416dc632b51784de80bb051407faa303b822", "fetched_at": "2026-08-28T04:04:02.949536+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bolin97/GongBU"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 63, "longevity": 59, "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": 832, "days_push": 223, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 52, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}