{"id":"cmuxiqlrr0x7oad07gtswlf0h","slug":"pytorch-lightning","publicId":"4a656b6d-9a5a-4efc-8fb4-d21e7db6c27c","name":"pytorch-lightning","description":"Deep learning framework (PyTorch Lightning / lightning package). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard, MLflow), distributed training (DDP, FSDP, DeepSpeed), for scalable neural network training.","version":"1.4","author":"k-dense-ai","license":"Apache-2.0 license","compatibility":"Requires Python 3.10+ with lightning 2.6.6 and compatible PyTorch. CPU examples need no network after installation. CUDA/DDP/FSDP/DeepSpeed need suitable hardware; optional loggers require separate packages and online services need credentials/network.","status":"completed","overallGrade":"B","scannerVersion":11,"fileCount":11,"hasSkillMd":true,"hasScripts":true,"hasReferences":true,"hasEvals":false,"hasAssets":false,"sourceType":"github","sourceUrl":"https://github.com/k-dense-ai/scientific-agent-skills/tree/main/skills/pytorch-lightning","createdAt":"2026-10-07T02:58:58.282Z","completedAt":"2026-10-07T02:58:58.281Z","visibility":"public","publishedAt":"2026-09-10T21:05:06.300Z","category":"","frameworks":[],"badgeStatus":"conditional","downloadCount":0,"verdictRationale":{"summary":"Skill has warnings: 1 warning in security or structure checks.","verdict":"warn","scanners":[{"source":"vettd","weight":1,"verdict":"warn"},{"source":"cisco","weight":0.8,"verdict":"pass"}],"consensus":"warn","warnTriggers":["References external URL — review for indirect prompt injection risk"],"policyVersion":"consensus-v1","hardFailTriggers":[]},"verdictPolicyVersion":"consensus-v1","skillId":"cmtw0ndo5b9byad07dgw06nva","findings":[{"id":"cmuxiqlrr0x7pad07i6u2wnem","source":"vettd","category":"security","label":"References external URL — review for indirect prompt injection risk","detail":"External URL(s) detected in SKILL.md — referenced content can change after audit","severity":"medium","ruleId":"VTD-0088","owaspLlmCategory":null,"intent":null,"chainId":null,"fingerprint":"42638a8b7e9fc5df27449992eaebc724","filepath":"SKILL.md"}],"scannerRuns":[{"source":"cisco","status":"success","verdict":null,"grade":"A","findingCount":0,"criticalCount":0,"highCount":0},{"source":"vettd","status":"success","verdict":null,"grade":"B","findingCount":1,"criticalCount":0,"highCount":0}],"user":{"name":"Kris Mondlane","image":"https://avatars.githubusercontent.com/u/237055?v=4"},"repository":{"owner":"k-dense-ai","name":"scientific-agent-skills"},"freshness":{"status":"verified_unchanged","reason":null,"retryable":false,"renamedTo":null,"lastCheckedAt":"2026-10-22T13:21:51.136Z","lastVerifiedAt":"2026-10-22T13:21:51.136Z","lastChangeDetectedAt":"2026-10-06T12:22:24.319Z","scannedHash":"96de643634a688a0a42c998f016dd2239cc25cff","latestUpstreamHash":"96de643634a688a0a42c998f016dd2239cc25cff","nextCheckDueAt":"2026-10-23T12:41:52.464Z"},"signalCategories":[{"category":"safety","label":"Safety","form":"graded","verdict":null,"rows":[]},{"category":"reliability","label":"Reliability & Quality","form":"graded","verdict":null,"rows":[]},{"category":"performance","label":"Performance","form":"measured","verdict":{"form":"measured","magnitudes":[{"ruleId":"performance/static-context-tokens","label":"Static context tokens","value":2138,"unit":null,"method":"tiktoken/cl100k_base/skill-md-body"}]},"rows":[{"origin":"signal","id":"cmuxiqnem0xf8ad076gjxz8wi","subjectType":"skill_audit","subjectId":"cmuxiqlrr0x7oad07gtswlf0h","relatedType":"","relatedId":"","dataCategory":"performance","sourceClass":"scan","source":"vettd","ruleId":"performance/progressive-disclosure","severity":null,"label":"Progressive disclosure","detail":null,"valueNum":null,"valueText":"present","unit":null,"method":null,"derivation":"read","confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T02:58:56.000Z","payload":null},{"origin":"signal","id":"cmuxiqm0n0x98ad07og8hykpw","subjectType":"skill_audit","subjectId":"cmuxiqlrr0x7oad07gtswlf0h","relatedType":"","relatedId":"","dataCategory":"performance","sourceClass":"scan","source":"vettd","ruleId":"performance/static-context-tokens","severity":null,"label":"Static context tokens","detail":null,"valueNum":2138,"valueText":null,"unit":null,"method":"tiktoken/cl100k_base/skill-md-body","derivation":null,"confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T02:58:56.000Z","payload":null}]},{"category":"cost","label":"Cost","form":"measured","verdict":null,"rows":[]},{"category":"compatibility","label":"Compatibility","form":"unjudged","verdict":{"form":"unjudged"},"rows":[{"origin":"signal","id":"cmuxiqmb90xalad07soio50ee","subjectType":"skill_audit","subjectId":"cmuxiqlrr0x7oad07gtswlf0h","relatedType":"declared_tool","relatedId":"Bash","dataCategory":"compatibility","sourceClass":"scan","source":"vettd","ruleId":"compatibility/declared-required-tools","severity":null,"label":"Declared required tool","detail":null,"valueNum":null,"valueText":"Bash","unit":null,"method":null,"derivation":"read","confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T02:58:56.000Z","payload":null},{"origin":"signal","id":"cmuxiqm580x9kad07hsjtqj2e","subjectType":"skill_audit","subjectId":"cmuxiqlrr0x7oad07gtswlf0h","relatedType":"","relatedId":"","dataCategory":"compatibility","sourceClass":"scan","source":"vettd","ruleId":"compatibility/declared-environment-assumptions","severity":null,"label":"Declared environment assumptions","detail":null,"valueNum":null,"valueText":"Requires Python 3.10+ with lightning 2.6.6 and compatible PyTorch. CPU examples need no network after installation. CUDA/DDP/FSDP/DeepSpeed need suitable hardware; optional loggers require separate packages and online services need credentials/network.","unit":null,"method":null,"derivation":"read","confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T02:58:56.000Z","payload":null},{"origin":"signal","id":"cmuxiqn050xcxad07qp01kph1","subjectType":"skill_audit","subjectId":"cmuxiqlrr0x7oad07gtswlf0h","relatedType":"","relatedId":"","dataCategory":"compatibility","sourceClass":"scan","source":"vettd","ruleId":"compatibility/declared-name","severity":null,"label":"Declared skill name","detail":null,"valueNum":null,"valueText":"pytorch-lightning","unit":null,"method":null,"derivation":"read","confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T02:58:56.000Z","payload":null},{"origin":"signal","id":"cmuxiqme80xavad07omkfg6ad","subjectType":"skill_audit","subjectId":"cmuxiqlrr0x7oad07gtswlf0h","relatedType":"declared_tool","relatedId":"Edit","dataCategory":"compatibility","sourceClass":"scan","source":"vettd","ruleId":"compatibility/declared-required-tools","severity":null,"label":"Declared required tool","detail":null,"valueNum":null,"valueText":"Edit","unit":null,"method":null,"derivation":"read","confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T02:58:56.000Z","payload":null},{"origin":"signal","id":"cmuxiqney0xfcad0760dgq1mv","subjectType":"skill_audit","subjectId":"cmuxiqlrr0x7oad07gtswlf0h","relatedType":"","relatedId":"","dataCategory":"compatibility","sourceClass":"scan","source":"vettd","ruleId":"compatibility/cli-help","severity":null,"label":"CLI help","detail":null,"valueNum":null,"valueText":"present","unit":null,"method":null,"derivation":"read","confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T02:58:56.000Z","payload":null},{"origin":"signal","id":"cmuxiqngz0xflad07xaqzbrf5","subjectType":"skill_audit","subjectId":"cmuxiqlrr0x7oad07gtswlf0h","relatedType":"","relatedId":"","dataCategory":"compatibility","sourceClass":"scan","source":"vettd","ruleId":"compatibility/structured-output","severity":null,"label":"Structured output","detail":null,"valueNum":null,"valueText":"absent","unit":null,"method":null,"derivation":"read","confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T02:58:56.000Z","payload":null},{"origin":"signal","id":"cmuxiqnhb0xfrad07upyk151c","subjectType":"skill_audit","subjectId":"cmuxiqlrr0x7oad07gtswlf0h","relatedType":"","relatedId":"","dataCategory":"compatibility","sourceClass":"scan","source":"vettd","ruleId":"compatibility/unpinned-dependencies","severity":"low","label":"Unpinned dependency versions","detail":"Pin dependency versions for reproducibility (e.g., >=4.12,<5 instead of >=4.12)","valueNum":null,"valueText":null,"unit":null,"method":null,"derivation":null,"confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T02:58:56.000Z","payload":null},{"origin":"signal","id":"cmuxiqmuw0xbuad079ddj7ti2","subjectType":"skill_audit","subjectId":"cmuxiqlrr0x7oad07gtswlf0h","relatedType":"declared_tool","relatedId":"Write","dataCategory":"compatibility","sourceClass":"scan","source":"vettd","ruleId":"compatibility/declared-required-tools","severity":null,"label":"Declared required tool","detail":null,"valueNum":null,"valueText":"Write","unit":null,"method":null,"derivation":"read","confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T02:58:56.000Z","payload":null},{"origin":"signal","id":"cmuxiqmmj0xbaad07q5aetajh","subjectType":"skill_audit","subjectId":"cmuxiqlrr0x7oad07gtswlf0h","relatedType":"declared_tool","relatedId":"Read","dataCategory":"compatibility","sourceClass":"scan","source":"vettd","ruleId":"compatibility/declared-required-tools","severity":null,"label":"Declared required tool","detail":null,"valueNum":null,"valueText":"Read","unit":null,"method":null,"derivation":"read","confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T02:58:56.000Z","payload":null}]},{"category":"sentiment","label":"Popularity","form":"unjudged","verdict":null,"rows":[]},{"category":"characteristics","label":"Characteristics","form":"unjudged","verdict":null,"rows":[]}],"signalCount":31,"publisherSupplied":["name","description","author","version","license"]}