{
 "schema_version": 1,
 "generated": "2026-11-01",
 "id": "rucaibox-recbole--compare-recommendation-models-with-recbole",
 "repo": "RUCAIBox/RecBole",
 "repo_url": "https://github.com/RUCAIBox/RecBole",
 "repo_slug": "rucaibox-recbole",
 "title": "Compare recommendation models on the same data",
 "page_title": "How to compare recommendation models on the same data with Rec Bole",
 "summary": "Swap the model and key parameters from the command line to compare algorithms under identical evaluation settings.",
 "who": "A data scientist choosing between collaborative filtering, sequential and context-aware models.",
 "problem": "Comparing models from different codebases mixes up data splits and metrics.",
 "outcome": "A table of metrics for several models trained with one framework and one split.",
 "steps": [
  "Install from source as in the README and run the default with `python run_recbole.py`",
  "Change the model with `python run_recbole.py --model=[model_name]`, replacing model_name with one from the model list",
  "Adjust parameters with `python run_recbole.py --learning_rate=0.0001 --embedding_size=128`",
  "Record each run's recall@10 and ndcg@10 and compare"
 ],
 "agent_prompt": "Using RUCAIBox/RecBole, run `python run_recbole.py --model=[model_name]` for three models of my choice on ml-100k and give me a table of recall@10 and ndcg@10 for each.",
 "agents": [
  "claude-code",
  "codex",
  "cursor",
  "gemini-cli"
 ],
 "difficulty": "Intermediate",
 "time": "1 hour",
 "basis": "readme",
 "caveat": "Larger models and datasets need a GPU; the README links time and memory cost tables per model family.",
 "category": "Data and analytics",
 "tags": [
  "Data and analytics"
 ],
 "lang": "",
 "requirements": [
  "Python 3.7 or later and torch 1.7.0 or later",
  "Install with `pip install recbole` or `conda install -c aibox recbole`, or from source to get the scripts",
  "Optional: CUDA 9.2 or later for GPU training"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.9,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/rucaibox-recbole/compare-recommendation-models-with-recbole/",
 "md": "https://dedupedai.com/use-cases/rucaibox-recbole/compare-recommendation-models-with-recbole/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/rucaibox-recbole--compare-recommendation-models-with-recbole.json",
 "api_version": "v1"
}