{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Release: NVIDIA/spark-rapids-tools v26.04.0","description":"NVIDIA release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/0c7b8867-54d3-4132-88a4-5f60fd130ee9","json_url":"https://onlylabs.fyi/signals/0c7b8867-54d3-4132-88a4-5f60fd130ee9/signal.json","generated_at":"2026-06-11T03:42:38.204982+00:00","org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/nvidia","dossier_json_url":"https://onlylabs.fyi/labs/nvidia/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/0c7b8867-54d3-4132-88a4-5f60fd130ee9","signal_json":"https://onlylabs.fyi/signals/0c7b8867-54d3-4132-88a4-5f60fd130ee9/signal.json","source":"https://github.com/NVIDIA/spark-rapids-tools/releases/tag/v26.04.0","lab_dossier":"https://onlylabs.fyi/labs/nvidia","lab_dossier_json":"https://onlylabs.fyi/labs/nvidia/dossier.json","analysis":"https://onlylabs.fyi/analysis/nvidia","analysis_json":"https://onlylabs.fyi/analysis/nvidia/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nvidia/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":null},"answer_pack":{"answer":"NVIDIA published NVIDIA/spark-rapids-tools v26.04.0 (NVIDIA/spark-rapids-tools). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine tools release, no traction indicators. · v26.04.0 Repository: NVIDIA/spark-rapids-tools Tag: v26.04.0 Published: 2026-05-08T01:33:31Z Prerelease: no Release notes: Packages - Maven Release:.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/NVIDIA/spark-rapids-tools/releases/tag/v26.04.0","source_host":"github.com","occurred_at":"2026-05-08T01:33:31+00:00","first_seen_at":"2026-06-06T01:49:43.157024+00:00","date_source":"source","context":"NVIDIA/spark-rapids-tools"},"context_markers":[{"label":"Lab","value":"NVIDIA","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"NVIDIA/spark-rapids-tools","source":"source"},{"label":"Release","value":"v26.04.0","source":"source"},{"label":"Notability","value":"Routine tools release, no traction indicators.","source":"signal"},{"label":"Watch term","value":"Infrastructure","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/NVIDIA/spark-rapids-tools/releases/tag/v26.04.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:42:38.204982+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/0c7b8867-54d3-4132-88a4-5f60fd130ee9/signal.json","dossier_json":"https://onlylabs.fyi/labs/nvidia/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/nvidia/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nvidia/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","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","data_business_lane","evidence_url"],"data_business_relevance":"Release signals show the hard edge of lab execution and help connect data-business opportunities to concrete model, repo, and deployment changes.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/0c7b8867-54d3-4132-88a4-5f60fd130ee9/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/spark-rapids-tools/releases/tag/v26.04.0","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/nvidia/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/nvidia/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json","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 NVIDIA's release signal \"NVIDIA/spark-rapids-tools v26.04.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/spark-rapids-tools v26.04.0","text":"NVIDIA released NVIDIA/spark-rapids-tools v26.04.0."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/spark-rapids-tools v26.04.0 is classified as release signal."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/spark-rapids-tools v26.04.0 belongs to releases desk."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"has context","object":"NVIDIA/spark-rapids-tools","text":"NVIDIA/spark-rapids-tools v26.04.0 has context NVIDIA/spark-rapids-tools."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/spark-rapids-tools v26.04.0 has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"has captured page count","object":"1","text":"NVIDIA/spark-rapids-tools v26.04.0 has captured page count 1."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"has readable page count","object":"1","text":"NVIDIA/spark-rapids-tools v26.04.0 has readable page count 1."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"has related signal count","object":"6","text":"NVIDIA/spark-rapids-tools v26.04.0 has related signal count 6."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","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":"NVIDIA/spark-rapids-tools v26.04.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"has source host","object":"github.com","text":"NVIDIA/spark-rapids-tools v26.04.0 has source host github.com."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/spark-rapids-tools v26.04.0 has lab NVIDIA."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"has signal desk","object":"releases","text":"NVIDIA/spark-rapids-tools v26.04.0 has signal desk releases."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"has source host","object":"github.com","text":"NVIDIA/spark-rapids-tools v26.04.0 has source host github.com."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"has repository","object":"NVIDIA/spark-rapids-tools","text":"NVIDIA/spark-rapids-tools v26.04.0 has repository NVIDIA/spark-rapids-tools."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"has release","object":"v26.04.0","text":"NVIDIA/spark-rapids-tools v26.04.0 has release v26.04.0."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"has notability","object":"Routine tools release, no traction indicators.","text":"NVIDIA/spark-rapids-tools v26.04.0 has notability Routine tools release, no traction indicators.."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"has watch term","object":"Infrastructure","text":"NVIDIA/spark-rapids-tools v26.04.0 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"NVIDIA published NVIDIA/spark-rapids-tools v26.04.0 (NVIDIA/spark-rapids-tools). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine tools release, no traction indicators. · v26.04.0 Repository: NVIDIA/spark-rapids-tools Tag: v26.04.0 Published: 2026-05-08T01:33:31Z Prerelease: no Release notes: Packages - Maven Release:.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/spark-rapids-tools v26.04.0","text":"NVIDIA released NVIDIA/spark-rapids-tools v26.04.0."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/spark-rapids-tools v26.04.0 is classified as release signal."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/spark-rapids-tools v26.04.0 belongs to releases desk."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"has context","object":"NVIDIA/spark-rapids-tools","text":"NVIDIA/spark-rapids-tools v26.04.0 has context NVIDIA/spark-rapids-tools."},{"subject":"NVIDIA/spark-rapids-tools v26.04.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/spark-rapids-tools v26.04.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"0c7b8867-54d3-4132-88a4-5f60fd130ee9","url":"https://onlylabs.fyi/signals/0c7b8867-54d3-4132-88a4-5f60fd130ee9","json_url":"https://onlylabs.fyi/signals/0c7b8867-54d3-4132-88a4-5f60fd130ee9/signal.json","source_url":"https://github.com/NVIDIA/spark-rapids-tools/releases/tag/v26.04.0","title":"NVIDIA/spark-rapids-tools v26.04.0","summary":"NVIDIA published release notes. onlylabs watches releases for what actually shipped.","context":"NVIDIA/spark-rapids-tools","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-08T01:33:31+00:00","first_seen_at":"2026-06-06T01:49:43.157024+00:00","date_source":"source","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/NVIDIA/spark-rapids-tools/releases/tag/v26.04.0"]},"facets":{"repo":"NVIDIA/spark-rapids-tools"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/NVIDIA/spark-rapids-tools/releases/tag/v26.04.0","final_url":"https://github.com/NVIDIA/spark-rapids-tools/releases/tag/v26.04.0","title":"NVIDIA/spark-rapids-tools v26.04.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:42:38.204982+00:00","bytes":5472,"raw_path":"a4c5449d62d4d1092504878955a7ed337230e38c6b8a225620faf2fca4144fdd.json","content_hash":"a27b4870ce5b31d9927bdfa69460e5e8105da6fe76a7d8c378396f68b641a029","excerpt_chars":1200,"truncated":true,"excerpt":"v26.04.0 Repository: NVIDIA/spark-rapids-tools Tag: v26.04.0 Published: 2026-05-08T01:33:31Z Prerelease: no Release notes: Packages - Maven Release: https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark-tools_2.12/26.04.0/ - PyPI Package: https://pypi.org/project/spark-rapids-user-tools/26.04.0/ Changes Autotuner - Drop AutoTuner recommendation for concurrentGpuTasks for apps using plugin >= 25.06 ([#2090](https://github.com/NVIDIA/spark-rapids-tools/pull/2090)) User Tools - feat(connect): add phase 3 metadata reporting ([#2081](https://github.com/NVIDIA/spark-rapids-tools/pull/2081)) - [FEA] Lightweight event log runtime detector (#2082) ([#2086](https://github.com/NVIDIA/spark-rapids-tools/pull/2086)) - Preserve glob metacharacters in local file URIs for Hadoop boundary ([#2080](https://github.com/NVIDIA/spark-rapids-tools/pull/2080)) Core - Aggregate GPU task metrics in the profiling tool ([#2088](https://github.com/NVIDIA/spark-rapids-tools/pull/2088)) - Export AutoTuner inputs to output and fix GPU OOM detection ([#2071](https://github.com/NVIDIA/spark-rapids-tools/pull/2071)) - Add Spark Connect event parsing support..."},"evidence_pages":[{"url":"https://github.com/NVIDIA/spark-rapids-tools/releases/tag/v26.04.0","final_url":"https://github.com/NVIDIA/spark-rapids-tools/releases/tag/v26.04.0","title":"NVIDIA/spark-rapids-tools v26.04.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:42:38.204982+00:00","bytes":5472,"raw_path":"a4c5449d62d4d1092504878955a7ed337230e38c6b8a225620faf2fca4144fdd.json","content_hash":"a27b4870ce5b31d9927bdfa69460e5e8105da6fe76a7d8c378396f68b641a029","excerpt_chars":1200,"truncated":true,"excerpt":"v26.04.0 Repository: NVIDIA/spark-rapids-tools Tag: v26.04.0 Published: 2026-05-08T01:33:31Z Prerelease: no Release notes: Packages - Maven Release: https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark-tools_2.12/26.04.0/ - PyPI Package: https://pypi.org/project/spark-rapids-user-tools/26.04.0/ Changes Autotuner - Drop AutoTuner recommendation for concurrentGpuTasks for apps using plugin >= 25.06 ([#2090](https://github.com/NVIDIA/spark-rapids-tools/pull/2090)) User Tools - feat(connect): add phase 3 metadata reporting ([#2081](https://github.com/NVIDIA/spark-rapids-tools/pull/2081)) - [FEA] Lightweight event log runtime detector (#2082) ([#2086](https://github.com/NVIDIA/spark-rapids-tools/pull/2086)) - Preserve glob metacharacters in local file URIs for Hadoop boundary ([#2080](https://github.com/NVIDIA/spark-rapids-tools/pull/2080)) Core - Aggregate GPU task metrics in the profiling tool ([#2088](https://github.com/NVIDIA/spark-rapids-tools/pull/2088)) - Export AutoTuner inputs to output and fix GPU OOM detection ([#2071](https://github.com/NVIDIA/spark-rapids-tools/pull/2071)) - Add Spark Connect event parsing support..."}],"related_signals":[{"id":"45f4cdf4-5665-44fd-b290-c27312411e95","url":"https://onlylabs.fyi/signals/45f4cdf4-5665-44fd-b290-c27312411e95","source_url":"https://github.com/NVIDIA/open-nvdebug/releases/tag/nvdebug-v2.1.0-release","title":"NVIDIA/open-nvdebug nvdebug-v2.1.0-release","context":"NVIDIA/open-nvdebug","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-11T05:57:30+00:00","first_seen_at":"2026-06-11T07:01:14.42859+00:00","date_source":"source"},{"id":"25a9df96-2996-450c-a19b-ac955b7e77b7","url":"https://onlylabs.fyi/signals/25a9df96-2996-450c-a19b-ac955b7e77b7","source_url":"https://github.com/NVIDIA/open-nvdebug/releases/tag/nvdebug-v2.0.0","title":"NVIDIA/open-nvdebug nvdebug-v2.0.0","context":"NVIDIA/open-nvdebug","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-11T05:55:39+00:00","first_seen_at":"2026-06-11T07:01:14.42859+00:00","date_source":"source"},{"id":"837ce80c-4bdb-48fc-947b-8842ace3a199","url":"https://onlylabs.fyi/signals/837ce80c-4bdb-48fc-947b-8842ace3a199","source_url":"https://github.com/NVIDIA/nv-rms-client/releases/tag/v0.9.0-mts-rc02","title":"NVIDIA/nv-rms-client v0.9.0-mts-rc02","context":"NVIDIA/nv-rms-client","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-11T05:19:43+00:00","first_seen_at":"2026-06-11T07:01:14.42859+00:00","date_source":"source"},{"id":"1f40b37a-1570-4da9-b4ed-a722da3acd28","url":"https://onlylabs.fyi/signals/1f40b37a-1570-4da9-b4ed-a722da3acd28","source_url":"https://github.com/NVIDIA/cudnn-frontend/releases/tag/v1.25.0","title":"NVIDIA/cudnn-frontend v1.25.0","context":"NVIDIA/cudnn-frontend","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-10T21:11:51+00:00","first_seen_at":"2026-06-11T07:01:14.42859+00:00","date_source":"source"},{"id":"c5fe1a74-96b4-4f19-a620-d1b63758cdcb","url":"https://onlylabs.fyi/signals/c5fe1a74-96b4-4f19-a620-d1b63758cdcb","source_url":"https://github.com/NVIDIA/nv-rms-client/releases/tag/v0.9.0-mts-rc01","title":"NVIDIA/nv-rms-client v0.9.0-mts-rc01","context":"NVIDIA/nv-rms-client","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-10T19:02:10+00:00","first_seen_at":"2026-06-11T07:01:14.42859+00:00","date_source":"source"},{"id":"565de597-ad94-49ff-91ef-632e549ba88d","url":"https://onlylabs.fyi/signals/565de597-ad94-49ff-91ef-632e549ba88d","source_url":"https://github.com/NVIDIA/elements/releases/tag/%40nvidia-elements/styles-v2.0.2","title":"NVIDIA/elements @nvidia-elements/styles-v2.0.2","context":"NVIDIA/elements","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-10T18:51:17+00:00","first_seen_at":"2026-06-11T07:01:14.42859+00:00","date_source":"source"}]}