{"package":"llm-blender","ecosystem":"pypi","latest_version":"0.0.2","description":"LLM-Blender, an innovative ensembling framework to attain consistently superior performance by leveraging the diverse strengths and weaknesses of multiple open-source large language models (LLMs). LLM-Blender cut the weaknesses through ranking and integrate the strengths through fusing generation to enhance the capability of LLMs.","license":"","license_risk":"unknown","commercial_use_notes":"No license declared in registry metadata — verify manually before commercial use.","homepage":"https://yuchenlin.xyz/LLM-Blender/","repository":"","downloads_weekly":0,"health":{"score":null,"risk":"unknown","breakdown":{"maintenance":0,"popularity":0,"security":25,"maturity":3,"community":2},"deprecated":false,"max_score":100,"note":"Insufficient data to compute reliable score"},"vulnerabilities":{"count":0,"critical":0,"high":0,"medium":0,"low":0,"details":[]},"versions":{"latest":"0.0.2","total_count":2,"recent":["0.0.1","0.0.2"]},"metadata":{"deprecated":false,"deprecated_message":null,"maintainers_count":1,"first_published":null,"last_published":"2024-04-29T14:43:26.402158Z","dependencies_count":31,"dependencies":["transformers","torch","numpy","accelerate","safetensors","dataclasses-json","sentencepiece","protobuf","datasets; extra == \"data\"","openai; extra == \"data\"","peft; extra == \"data\"","fschat; extra == \"data\"","datasets; extra == \"eval\"","pycocoevalcap; extra == \"eval\"","spacy; extra == \"eval\"","prettytable; extra == \"eval\"","evaluate; extra == \"eval\"","bert-score; extra == \"eval\"","tabulate; extra == \"eval\"","scipy; extra == \"eval\"","nltk; extra == \"eval\"","scikit-learn; extra == \"eval\"","sacrebleu; extra == \"eval\"","rouge-score; extra == \"eval\"","datasets; extra == \"example\"","scipy; extra == \"example\"","jupyter; extra == \"example\"","datasets; extra == \"train\"","bitsandbytes; extra == \"train\"","deepspeed; extra == \"train\"","wandb; extra == \"train\""]},"github_stats":null,"bundle":null,"typescript":null,"known_issues":{"bugs_count":0,"bugs_severity":{},"status_breakdown":{},"link":null,"scope":"none"},"historical_compromise":null,"recommendation":{"action":"insufficient_data","issues":["Limited information available for this package","Low health score (30/100)"],"use_version":"0.0.2","version_hint":null,"summary":"llm-blender has limited data (2/6 signals) — verify manually before use","signals":{"maturity":3,"popularity":0,"community":2,"has_description":true,"has_license":false,"has_last_published":true,"count":2}},"version_scoped":null,"requested_version":null,"_cache":"miss","_response_ms":1094,"_powered_by":"depscope.dev — free package intelligence for AI agents","typosquat":{"is_suspected":false},"maintainer_trust":{"available":false},"malicious":{"is_malicious":false},"scorecard":{"available":false},"quality":{"available":false},"version_history_summary":{"total_versions":2,"first_release_age_days":null,"last_release_days_ago":731,"avg_days_between_releases":null,"release_velocity":"stale"}}