{"schema_version":"onlylabs.public_signal.v1","title":"Lightning AI Repo: Lightning-AI/torchmetrics","description":"Lightning AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/9ca7c6b2-f464-43c8-ae08-1969ca0ee5f8","json_url":"https://onlylabs.fyi/signals/9ca7c6b2-f464-43c8-ae08-1969ca0ee5f8/signal.json","generated_at":"2026-06-11T04:09:21.474062+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/9ca7c6b2-f464-43c8-ae08-1969ca0ee5f8","signal_json":"https://onlylabs.fyi/signals/9ca7c6b2-f464-43c8-ae08-1969ca0ee5f8/signal.json","source":"https://github.com/Lightning-AI/torchmetrics","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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Lightning AI published Lightning-AI/torchmetrics (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Lightning-AI/torchmetrics · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/Lightning-AI/torchmetrics","source_host":"github.com","occurred_at":"2020-12-22T20:02:42+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Lightning AI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"Lightning-AI/torchmetrics","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"2,442","source":"traction"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","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"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:09:21.474062+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/9ca7c6b2-f464-43c8-ae08-1969ca0ee5f8/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":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; 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This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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Language: Python License: Apache-2.0 Stars: 2442 Forks: 492 Open issues: 139 Created: 2020-12-22T20:02:42Z Pushed: 2026-06-10T21:10:28Z Default branch: master Fork: no Archived: no README: <div align=\"center\"> <img src=\"docs/source/_static/images/logo.png\" width=\"400px\"> **Machine learning metrics for distributed, scalable PyTorch applications.** ______________________________________________________________________ <p align=\"center\"> <a href=\"#what-is-torchmetrics\">What is Torchmetrics</a> • <a href=\"#implementing-your-own-module-metric\">Implementing a metric</a> • <a href=\"#build-in-metrics\">Built-in metrics</a> • <a href=\"https://lightning.ai/docs/torchmetrics/stable/\">Docs</a> • <a href=\"#community\">Community</a> • <a href=\"#license\">License</a> </p> ______________________________________________________________________ [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/torchmetrics)](https://pypi.org/project/torchmetrics/) [![PyPI Status](https://badge.fury.io/py/torchmetrics.svg)](https://badge.fury.io/py/torchmetrics) [![PyPI -..."},"evidence_pages":[{"url":"https://github.com/Lightning-AI/torchmetrics","final_url":"https://github.com/Lightning-AI/torchmetrics","title":"Lightning-AI/torchmetrics repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:21.474062+00:00","bytes":22082,"raw_path":"85406b37b2ef8605636cabf3fa1a06b81c0bbf967c7ba6f226b45d9708acae6f.json","content_hash":"d430616be85b84c762c57cf4b13c043e6cbe87330848ca5681607690a96b6304","excerpt_chars":1200,"truncated":true,"excerpt":"Lightning-AI/torchmetrics Description: Machine learning metrics for distributed, scalable PyTorch applications. Language: Python License: Apache-2.0 Stars: 2442 Forks: 492 Open issues: 139 Created: 2020-12-22T20:02:42Z Pushed: 2026-06-10T21:10:28Z Default branch: master Fork: no Archived: no README: <div align=\"center\"> <img src=\"docs/source/_static/images/logo.png\" width=\"400px\"> **Machine learning metrics for distributed, scalable PyTorch applications.** ______________________________________________________________________ <p align=\"center\"> <a href=\"#what-is-torchmetrics\">What is Torchmetrics</a> • <a href=\"#implementing-your-own-module-metric\">Implementing a metric</a> • <a href=\"#build-in-metrics\">Built-in metrics</a> • <a href=\"https://lightning.ai/docs/torchmetrics/stable/\">Docs</a> • <a href=\"#community\">Community</a> • <a href=\"#license\">License</a> </p> ______________________________________________________________________ [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/torchmetrics)](https://pypi.org/project/torchmetrics/) [![PyPI Status](https://badge.fury.io/py/torchmetrics.svg)](https://badge.fury.io/py/torchmetrics) [![PyPI -..."}],"related_signals":[{"id":"712f115b-b902-40ce-818f-62db54759019","url":"https://onlylabs.fyi/signals/712f115b-b902-40ce-818f-62db54759019","source_url":"https://github.com/Lightning-AI/LitLogger","title":"Lightning-AI/LitLogger","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2025-12-20T00:12:15+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"},{"id":"ff4e8e6f-f040-4003-aec0-f4f0621e0391","url":"https://onlylabs.fyi/signals/ff4e8e6f-f040-4003-aec0-f4f0621e0391","source_url":"https://github.com/Lightning-AI/litperf","title":"Lightning-AI/litperf","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2025-07-26T12:47:10+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"},{"id":"c43d7eb0-5f52-4e47-ad86-00490728e4ac","url":"https://onlylabs.fyi/signals/c43d7eb0-5f52-4e47-ad86-00490728e4ac","source_url":"https://github.com/Lightning-AI/litAI","title":"Lightning-AI/litAI","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2025-07-23T18:04:31+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"},{"id":"3243fb94-b893-41c8-95e0-75d77bd9e65e","url":"https://onlylabs.fyi/signals/3243fb94-b893-41c8-95e0-75d77bd9e65e","source_url":"https://github.com/Lightning-AI/hello-studio","title":"Lightning-AI/hello-studio","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2025-04-15T11:41:57+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"},{"id":"eeb408bd-9ec1-498d-85f2-49646c59bb91","url":"https://onlylabs.fyi/signals/eeb408bd-9ec1-498d-85f2-49646c59bb91","source_url":"https://github.com/Lightning-AI/LitModels","title":"Lightning-AI/LitModels","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2024-11-15T15:20:49+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"},{"id":"f0555309-2f80-4978-ac4f-7da53861b940","url":"https://onlylabs.fyi/signals/f0555309-2f80-4978-ac4f-7da53861b940","source_url":"https://github.com/Lightning-AI/lightning-thunder","title":"Lightning-AI/lightning-thunder","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2024-03-18T15:30:56+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"}]}