{"adoption": {"forks": 51, "observed_at": "2026-08-28T04:03:31.461399+00:00", "stars": 1084}, "canonical_url": "https://ross.abutalabs.com/products/lumina-mgpt-20", "card": {"archived": false, "artifact_type": "library", "description": "Lumina-mGPT 2.0: Stand-Alone AutoRegressive Image Modeling", "domain": ["artificial-intelligence", "deep-learning", "image-processing", "large-language-models"], "enriched": true, "function": ["machine-learning", "deep-learning", "image-processing", "llm-inference"], "health_score": 50, "homepage": null, "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["Alpha-VLLM/Lumina-mGPT-2.0"], "name": "Alpha-VLLM/Lumina-mGPT-2.0", "platform": ["python"], "pushed_at": "2025-11-03T07:50:38+00:00", "repo": "Alpha-VLLM/Lumina-mGPT-2.0", "stars": 1084, "tags": ["text-to-image", "autoregressive-model", "image-generation", "image-editing", "diffusion-free", "model-checkpoints", "finetuning", "gpu", "linux"], "topics": [], "urls": [], "use_cases": ["generate images from text prompts", "edit images across multiple turns", "subject-driven image generation", "controllable image generation", "dense prediction from images", "generate image pairs", "finetune an autoregressive image model"], "what_it_is": "Lumina-mGPT 2.0 is a stand-alone decoder-only autoregressive model trained from scratch that unifies a broad range of image generation tasks, including text-to-image generation, image pair generation, subject-driven generation, multi-turn image editing, controllable generation, and dense prediction. The repository provides inference code, finetuning code, and pretrained 7B checkpoints on Hugging Face.", "when_to_avoid": ["you need a lightweight model for CPU-only or low-resource environments", "you only need a production-ready image generation API without research setup", "you require diffusion-based pipelines or ecosystem tooling around Stable Diffusion"], "when_to_choose": ["you want a single autoregressive model covering many image generation and editing tasks", "you need pretrained 7B checkpoints with inference and finetuning code", "you prefer a non-diffusion, decoder-only approach to image generation"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/lumina-mgpt-20", "repo": "Alpha-VLLM/Lumina-mGPT-2.0", "role": "main", "score": 42}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.461399+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:49:54.683706+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1965f17722224a4083196f5a7edb17a555f8a72b61531a63dc2bfef1e8f510b5", "fetched_at": "2026-08-28T04:03:31.461399+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Alpha-VLLM/Lumina-mGPT-2.0"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.461399+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:49:54.683706+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1965f17722224a4083196f5a7edb17a555f8a72b61531a63dc2bfef1e8f510b5", "fetched_at": "2026-08-28T04:03:31.461399+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Alpha-VLLM/Lumina-mGPT-2.0"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:49:54.683706+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1965f17722224a4083196f5a7edb17a555f8a72b61531a63dc2bfef1e8f510b5", "fetched_at": "2026-08-28T04:03:31.461399+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Alpha-VLLM/Lumina-mGPT-2.0"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.461399+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.461399+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.461399+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:49:54.683706+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1965f17722224a4083196f5a7edb17a555f8a72b61531a63dc2bfef1e8f510b5", "fetched_at": "2026-08-28T04:03:31.461399+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Alpha-VLLM/Lumina-mGPT-2.0"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.461399+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.461399+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:49:54.683706+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1965f17722224a4083196f5a7edb17a555f8a72b61531a63dc2bfef1e8f510b5", "fetched_at": "2026-08-28T04:03:31.461399+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Alpha-VLLM/Lumina-mGPT-2.0"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.461399+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.461399+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.461399+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:49:54.683706+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1965f17722224a4083196f5a7edb17a555f8a72b61531a63dc2bfef1e8f510b5", "fetched_at": "2026-08-28T04:03:31.461399+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Alpha-VLLM/Lumina-mGPT-2.0"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.461399+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.461399+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:49:54.683706+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1965f17722224a4083196f5a7edb17a555f8a72b61531a63dc2bfef1e8f510b5", "fetched_at": "2026-08-28T04:03:31.461399+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Alpha-VLLM/Lumina-mGPT-2.0"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:49:54.683706+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1965f17722224a4083196f5a7edb17a555f8a72b61531a63dc2bfef1e8f510b5", "fetched_at": "2026-08-28T04:03:31.461399+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Alpha-VLLM/Lumina-mGPT-2.0"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:49:54.683706+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1965f17722224a4083196f5a7edb17a555f8a72b61531a63dc2bfef1e8f510b5", "fetched_at": "2026-08-28T04:03:31.461399+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Alpha-VLLM/Lumina-mGPT-2.0"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:49:54.683706+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1965f17722224a4083196f5a7edb17a555f8a72b61531a63dc2bfef1e8f510b5", "fetched_at": "2026-08-28T04:03:31.461399+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Alpha-VLLM/Lumina-mGPT-2.0"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 50, "longevity": 36, "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": 517, "days_push": 303, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 42, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}