{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "DaoyuanLi2816/mini-verl",
 "name": "mini-verl",
 "owner": "DaoyuanLi2816",
 "slug": "daoyuanli2816-mini-verl",
 "github": "https://github.com/DaoyuanLi2816/mini-verl",
 "what": "miniVERL is an independent Apache-2.0 Python project that runs verl-style PPO, GRPO and on-policy distillation training on one NVIDIA consumer GPU.",
 "why": "",
 "language": "Python",
 "requirements": [
  "A single NVIDIA GPU with a CUDA-enabled PyTorch build installed from the PyTorch installer",
  "Python with pip available",
  "Enough GPU memory for the chosen model (see the single-GPU guide and hardware planning docs)"
 ],
 "audience_note": "ML engineers and researchers with one NVIDIA GPU who want to run reinforcement learning or distillation experiments locally using verl-style configs.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Research",
 "url": "https://dedupedai.com/use-cases/daoyuanli2816-mini-verl/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "daoyuanli2816-mini-verl--first-local-ppo-grpo-run",
   "title": "Run a first PPO experiment on one GPU",
   "best": true,
   "url": "https://dedupedai.com/use-cases/daoyuanli2816-mini-verl/first-local-ppo-grpo-run/",
   "json": "https://dedupedai.com/use-cases/u/daoyuanli2816-mini-verl/first-local-ppo-grpo-run.json"
  },
  {
   "id": "daoyuanli2816-mini-verl--reuse-existing-verl-config",
   "title": "Run an existing verl config on one GPU",
   "best": false,
   "url": "https://dedupedai.com/use-cases/daoyuanli2816-mini-verl/reuse-existing-verl-config/",
   "json": "https://dedupedai.com/use-cases/u/daoyuanli2816-mini-verl/reuse-existing-verl-config.json"
  },
  {
   "id": "daoyuanli2816-mini-verl--distill-teacher-into-student",
   "title": "Distill a teacher model into a smaller student",
   "best": false,
   "url": "https://dedupedai.com/use-cases/daoyuanli2816-mini-verl/distill-teacher-into-student/",
   "json": "https://dedupedai.com/use-cases/u/daoyuanli2816-mini-verl/distill-teacher-into-student.json"
  },
  {
   "id": "daoyuanli2816-mini-verl--resume-and-export-local-run",
   "title": "Resume an interrupted run and export its outputs",
   "best": false,
   "url": "https://dedupedai.com/use-cases/daoyuanli2816-mini-verl/resume-and-export-local-run/",
   "json": "https://dedupedai.com/use-cases/u/daoyuanli2816-mini-verl/resume-and-export-local-run.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}