{"schema_version":"onlylabs.public_signal.v1","title":"Lightning AI Release: Lightning-AI/torchmetrics v1.9.0","description":"Lightning AI release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/833eeb70-1e11-4b48-bd86-2c549cc94116","json_url":"https://onlylabs.fyi/signals/833eeb70-1e11-4b48-bd86-2c549cc94116/signal.json","generated_at":"2026-06-11T04:05:24.335008+00:00","org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/lightning-ai","dossier_json_url":"https://onlylabs.fyi/labs/lightning-ai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/833eeb70-1e11-4b48-bd86-2c549cc94116","signal_json":"https://onlylabs.fyi/signals/833eeb70-1e11-4b48-bd86-2c549cc94116/signal.json","source":"https://github.com/Lightning-AI/torchmetrics/releases/tag/v1.9.0","lab_dossier":"https://onlylabs.fyi/labs/lightning-ai","lab_dossier_json":"https://onlylabs.fyi/labs/lightning-ai/dossier.json","analysis":"https://onlylabs.fyi/analysis/lightning-ai","analysis_json":"https://onlylabs.fyi/analysis/lightning-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/lightning-ai/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Lightning AI published Lightning-AI/torchmetrics v1.9.0 (Lightning-AI/torchmetrics). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Notable release of a widely-used library. · Release v1.9.0 Repository: Lightning-AI/torchmetrics Tag: v1.9.0 Published: 2026-03-09T17:40:37Z Prerelease: no Release notes: [1.9.0] - 2026-03-06 Changed - Defaulting.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/Lightning-AI/torchmetrics/releases/tag/v1.9.0","source_host":"github.com","occurred_at":"2026-03-09T17:40:37+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source","context":"Lightning-AI/torchmetrics"},"context_markers":[{"label":"Lab","value":"Lightning AI","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"Lightning-AI/torchmetrics","source":"source"},{"label":"Release","value":"Release v1.9.0","source":"source"},{"label":"Notability","value":"Notable release of a widely-used library.","source":"signal"},{"label":"Watch term","value":"Data pipeline","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/Lightning-AI/torchmetrics/releases/tag/v1.9.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:05:24.335008+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/833eeb70-1e11-4b48-bd86-2c549cc94116/signal.json","dossier_json":"https://onlylabs.fyi/labs/lightning-ai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/lightning-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/lightning-ai/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What changed in this release, and what downstream data or infrastructure need could it create?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related release signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/833eeb70-1e11-4b48-bd86-2c549cc94116/signal.json","required":true},{"label":"source","url":"https://github.com/Lightning-AI/torchmetrics/releases/tag/v1.9.0","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/lightning-ai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/lightning-ai/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Lightning AI's release signal \"Lightning-AI/torchmetrics v1.9.0\" for neocloud strategy."},"semantic_triples":[{"subject":"Lightning AI","predicate":"released","object":"Lightning-AI/torchmetrics v1.9.0","text":"Lightning AI released Lightning-AI/torchmetrics v1.9.0."},{"subject":"Lightning-AI/torchmetrics v1.9.0","predicate":"is classified as","object":"release signal","text":"Lightning-AI/torchmetrics v1.9.0 is classified as release signal."},{"subject":"Lightning-AI/torchmetrics v1.9.0","predicate":"belongs to","object":"releases desk","text":"Lightning-AI/torchmetrics v1.9.0 belongs to releases desk."},{"subject":"Lightning-AI/torchmetrics v1.9.0","predicate":"has context","object":"Lightning-AI/torchmetrics","text":"Lightning-AI/torchmetrics v1.9.0 has context Lightning-AI/torchmetrics."},{"subject":"Lightning-AI/torchmetrics v1.9.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Lightning-AI/torchmetrics v1.9.0 has evidence coverage 1 captured evidence page."},{"subject":"Lightning-AI/torchmetrics v1.9.0","predicate":"has captured page count","object":"1","text":"Lightning-AI/torchmetrics v1.9.0 has captured page count 1."},{"subject":"Lightning-AI/torchmetrics v1.9.0","predicate":"has readable page count","object":"1","text":"Lightning-AI/torchmetrics v1.9.0 has readable page count 1."},{"subject":"Lightning-AI/torchmetrics v1.9.0","predicate":"has related signal count","object":"6","text":"Lightning-AI/torchmetrics v1.9.0 has related signal count 6."},{"subject":"Lightning-AI/torchmetrics v1.9.0","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"Lightning-AI/torchmetrics v1.9.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"Lightning-AI/torchmetrics v1.9.0","predicate":"has source host","object":"github.com","text":"Lightning-AI/torchmetrics v1.9.0 has source host github.com."},{"subject":"Lightning-AI/torchmetrics v1.9.0","predicate":"has lab","object":"Lightning AI","text":"Lightning-AI/torchmetrics v1.9.0 has lab Lightning AI."},{"subject":"Lightning-AI/torchmetrics v1.9.0","predicate":"has signal desk","object":"releases","text":"Lightning-AI/torchmetrics v1.9.0 has signal desk releases."},{"subject":"Lightning-AI/torchmetrics v1.9.0","predicate":"has source host","object":"github.com","text":"Lightning-AI/torchmetrics v1.9.0 has source host github.com."},{"subject":"Lightning-AI/torchmetrics v1.9.0","predicate":"has repository","object":"Lightning-AI/torchmetrics","text":"Lightning-AI/torchmetrics v1.9.0 has repository Lightning-AI/torchmetrics."},{"subject":"Lightning-AI/torchmetrics v1.9.0","predicate":"has release","object":"Release v1.9.0","text":"Lightning-AI/torchmetrics v1.9.0 has release Release v1.9.0."},{"subject":"Lightning-AI/torchmetrics v1.9.0","predicate":"has notability","object":"Notable release of a widely-used library.","text":"Lightning-AI/torchmetrics v1.9.0 has notability Notable release of a widely-used library.."},{"subject":"Lightning-AI/torchmetrics v1.9.0","predicate":"has watch term","object":"Data pipeline","text":"Lightning-AI/torchmetrics v1.9.0 has watch term Data pipeline."}]},"intelligence":{"signal_desk":"releases","answer":"Lightning AI published Lightning-AI/torchmetrics v1.9.0 (Lightning-AI/torchmetrics). This release signal is evidence of what shipped, changed, or was packaged for users. 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2026-03-06 Changed - Defaulting Dice score `average=\"macro\"` ([#3042](https://github.com/Lightning-AI/torchmetrics/pull/3042)) - Dropped Python 3.9 support, set 3.10 as minimum ([#3330](https://github.com/Lightning-AI/torchmetrics/pull/3330)) - Replaced `pkg_resources` with `packaging` ([#3329](https://github.com/Lightning-AI/torchmetrics/pull/3329)) Fixed - Fixed device mismatch in `Metric` base class ([#3316](https://github.com/Lightning-AI/torchmetrics/pull/3316)) - Fixed n-d slicing deprecation warning ([#3319](https://github.com/Lightning-AI/torchmetrics/pull/3319)) - Fixed tensor copy warning in `logAUC` ([#3295](https://github.com/Lightning-AI/torchmetrics/pull/3295)) - Fixed memory issues when computing retrieval metrics with high-valued indices ([#3291](https://github.com/Lightning-AI/torchmetrics/pull/3291)) - Fixed race condition in `_safe_divide` by creating tensor directly on device ([#3284](https://github.com/Lightning-AI/torchmetrics/pull/3284)) --- Key Contributors @adaliaramon, @bhimrazy, @GdoongMathew, @Isalia20,..."},"evidence_pages":[{"url":"https://github.com/Lightning-AI/torchmetrics/releases/tag/v1.9.0","final_url":"https://github.com/Lightning-AI/torchmetrics/releases/tag/v1.9.0","title":"Lightning-AI/torchmetrics v1.9.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:05:24.335008+00:00","bytes":8688,"raw_path":"35af1c7e782be541320c55933e1f5546dbe11d9b5b8802c7b2c43bc1f3ccc1b6.json","content_hash":"dd5f3c6d7fb92857021a714a762991b064682ea1fb51729ef928b2b15f9413c0","excerpt_chars":1200,"truncated":true,"excerpt":"Release v1.9.0 Repository: Lightning-AI/torchmetrics Tag: v1.9.0 Published: 2026-03-09T17:40:37Z Prerelease: no Release notes: [1.9.0] - 2026-03-06 Changed - Defaulting Dice score `average=\"macro\"` ([#3042](https://github.com/Lightning-AI/torchmetrics/pull/3042)) - Dropped Python 3.9 support, set 3.10 as minimum ([#3330](https://github.com/Lightning-AI/torchmetrics/pull/3330)) - Replaced `pkg_resources` with `packaging` ([#3329](https://github.com/Lightning-AI/torchmetrics/pull/3329)) Fixed - Fixed device mismatch in `Metric` base class ([#3316](https://github.com/Lightning-AI/torchmetrics/pull/3316)) - Fixed n-d slicing deprecation warning ([#3319](https://github.com/Lightning-AI/torchmetrics/pull/3319)) - Fixed tensor copy warning in `logAUC` ([#3295](https://github.com/Lightning-AI/torchmetrics/pull/3295)) - Fixed memory issues when computing retrieval metrics with high-valued indices ([#3291](https://github.com/Lightning-AI/torchmetrics/pull/3291)) - Fixed race condition in `_safe_divide` by creating tensor directly on device ([#3284](https://github.com/Lightning-AI/torchmetrics/pull/3284)) --- Key Contributors @adaliaramon, @bhimrazy, @GdoongMathew, @Isalia20,..."}],"related_signals":[{"id":"54252394-c616-4586-964a-7a76e1eb143c","url":"https://onlylabs.fyi/signals/54252394-c616-4586-964a-7a76e1eb143c","source_url":"https://github.com/Lightning-AI/litData/releases/tag/v0.2.63","title":"Lightning-AI/litData v0.2.63","context":"Lightning-AI/litData","kind":{"key":"release","label":"Release"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2026-05-28T11:31:07+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"},{"id":"efa8ce16-9ff4-4a3b-a89e-ee8be8d33b23","url":"https://onlylabs.fyi/signals/efa8ce16-9ff4-4a3b-a89e-ee8be8d33b23","source_url":"https://github.com/Lightning-AI/pytorch-lightning/releases/tag/2.6.5","title":"Lightning-AI/pytorch-lightning 2.6.5","context":"Lightning-AI/pytorch-lightning","kind":{"key":"release","label":"Release"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2026-05-27T14:32:15+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"},{"id":"7c50084d-7e78-481f-99da-fe8e4f9261c3","url":"https://onlylabs.fyi/signals/7c50084d-7e78-481f-99da-fe8e4f9261c3","source_url":"https://github.com/Lightning-AI/pytorch-lightning/releases/tag/2.6.4","title":"Lightning-AI/pytorch-lightning 2.6.4","context":"Lightning-AI/pytorch-lightning","kind":{"key":"release","label":"Release"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2026-05-20T22:08:42+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"},{"id":"80f1aa4e-3edd-4ac9-927e-9d18876b2796","url":"https://onlylabs.fyi/signals/80f1aa4e-3edd-4ac9-927e-9d18876b2796","source_url":"https://github.com/Lightning-AI/LitLogger/releases/tag/v2026.05.12","title":"Lightning-AI/LitLogger v2026.05.12","context":"Lightning-AI/LitLogger","kind":{"key":"release","label":"Release"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2026-05-12T21:16:07+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"},{"id":"4da65b07-4379-4bec-8ce9-5663977457f2","url":"https://onlylabs.fyi/signals/4da65b07-4379-4bec-8ce9-5663977457f2","source_url":"https://github.com/Lightning-AI/LitLogger/releases/tag/v2026.04.16","title":"Lightning-AI/LitLogger v2026.04.16","context":"Lightning-AI/LitLogger","kind":{"key":"release","label":"Release"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2026-04-16T14:49:15+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"},{"id":"3d216a99-9639-4d5d-bb25-5b41d3a87ca6","url":"https://onlylabs.fyi/signals/3d216a99-9639-4d5d-bb25-5b41d3a87ca6","source_url":"https://github.com/Lightning-AI/LitLogger/releases/tag/v2026.04.10","title":"Lightning-AI/LitLogger v2026.04.10","context":"Lightning-AI/LitLogger","kind":{"key":"release","label":"Release"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2026-04-10T15:39:16+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"}]}