{"adoption": {"forks": 281, "observed_at": "2026-08-28T04:08:34.050034+00:00", "stars": 4063}, "canonical_url": "https://ross.abutalabs.com/products/r1-v", "card": {"archived": false, "artifact_type": "library", "description": "Witness the aha moment of VLM with less than $3.", "domain": ["large-language-models", "machine-learning", "computer-vision", "artificial-intelligence", "deep-learning"], "enriched": true, "function": ["llm-training", "reinforcement-learning", "machine-learning", "deep-learning"], "health_score": 44, "homepage": null, "language": "Python", "license": null, "license_family": "other", "maturity": "active", "member_repos": ["StarsfieldAI/R1-V"], "name": "StarsfieldAI/R1-V", "platform": ["python"], "pushed_at": "2025-05-19T16:32:41+00:00", "repo": "StarsfieldAI/R1-V", "stars": 4063, "tags": ["vision-language-models", "rlvr", "grpo", "vlm-training", "research-code", "qwen2-vl", "vllm", "multimodal", "gpu", "linux"], "topics": [], "urls": [], "use_cases": ["train a vision language model with reinforcement learning", "reproduce the R1 aha moment on VLMs cheaply", "run GRPO training on Qwen2.5-VL", "fine-tune VLMs with verifiable rewards", "distill DeepSeek-R1 visual reasoning traces", "experiment with RLVR for multimodal reasoning"], "what_it_is": "R1-V is an open-source research codebase for training vision-language models with reinforcement learning (RLVR/GRPO), demonstrating strong generalization for under $3 of compute. It includes training scripts, datasets, and evaluation tooling for models like Qwen2-VL and Qwen2.5-VL.", "when_to_avoid": ["you need a production-ready training framework with support guarantees", "you need a licensed library for commercial use (no license is specified)", "you only need inference, not training"], "when_to_choose": ["you want to RL-train open VLMs on a small budget", "you're doing research on RLVR for multimodal models", "you need CLEVR/GEOQA training datasets and scripts"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/r1-v", "repo": "StarsfieldAI/R1-V", "role": "main", "score": 21}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.050034+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:23:34.197949+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "477f22e03fdb059ad4d938b5d5a26a727986279708a16c0184484a65368ebde9", "fetched_at": "2026-08-28T04:08:34.050034+00:00", "kind": "readme", "missing": false, "url": "https://github.com/StarsfieldAI/R1-V"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.050034+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:23:34.197949+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "477f22e03fdb059ad4d938b5d5a26a727986279708a16c0184484a65368ebde9", "fetched_at": "2026-08-28T04:08:34.050034+00:00", "kind": "readme", "missing": false, "url": "https://github.com/StarsfieldAI/R1-V"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:23:34.197949+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "477f22e03fdb059ad4d938b5d5a26a727986279708a16c0184484a65368ebde9", "fetched_at": "2026-08-28T04:08:34.050034+00:00", "kind": "readme", "missing": false, "url": "https://github.com/StarsfieldAI/R1-V"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.050034+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.050034+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.050034+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:23:34.197949+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "477f22e03fdb059ad4d938b5d5a26a727986279708a16c0184484a65368ebde9", "fetched_at": "2026-08-28T04:08:34.050034+00:00", "kind": "readme", "missing": false, "url": "https://github.com/StarsfieldAI/R1-V"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.050034+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.050034+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:23:34.197949+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "477f22e03fdb059ad4d938b5d5a26a727986279708a16c0184484a65368ebde9", "fetched_at": "2026-08-28T04:08:34.050034+00:00", "kind": "readme", "missing": false, "url": "https://github.com/StarsfieldAI/R1-V"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.050034+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.050034+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.050034+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:23:34.197949+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "477f22e03fdb059ad4d938b5d5a26a727986279708a16c0184484a65368ebde9", "fetched_at": "2026-08-28T04:08:34.050034+00:00", "kind": "readme", "missing": false, "url": "https://github.com/StarsfieldAI/R1-V"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.050034+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.050034+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:23:34.197949+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "477f22e03fdb059ad4d938b5d5a26a727986279708a16c0184484a65368ebde9", "fetched_at": "2026-08-28T04:08:34.050034+00:00", "kind": "readme", "missing": false, "url": "https://github.com/StarsfieldAI/R1-V"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:23:34.197949+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "477f22e03fdb059ad4d938b5d5a26a727986279708a16c0184484a65368ebde9", "fetched_at": "2026-08-28T04:08:34.050034+00:00", "kind": "readme", "missing": false, "url": "https://github.com/StarsfieldAI/R1-V"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:23:34.197949+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "477f22e03fdb059ad4d938b5d5a26a727986279708a16c0184484a65368ebde9", "fetched_at": "2026-08-28T04:08:34.050034+00:00", "kind": "readme", "missing": false, "url": "https://github.com/StarsfieldAI/R1-V"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:23:34.197949+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "477f22e03fdb059ad4d938b5d5a26a727986279708a16c0184484a65368ebde9", "fetched_at": "2026-08-28T04:08:34.050034+00:00", "kind": "readme", "missing": false, "url": "https://github.com/StarsfieldAI/R1-V"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 22, "longevity": 41, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 577, "days_push": 471, "days_rel": 565, "gap_med": null, "n_releases_24m": 1}, "score": 21, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}