{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Release: NVIDIA/torch-harmonics v0.9.0","description":"NVIDIA release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/64c4c7d0-05e9-4876-8140-85a3e8b05fbc","json_url":"https://onlylabs.fyi/signals/64c4c7d0-05e9-4876-8140-85a3e8b05fbc/signal.json","generated_at":"2026-06-11T03:42:41.82342+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/64c4c7d0-05e9-4876-8140-85a3e8b05fbc","signal_json":"https://onlylabs.fyi/signals/64c4c7d0-05e9-4876-8140-85a3e8b05fbc/signal.json","source":"https://github.com/NVIDIA/torch-harmonics/releases/tag/v0.9.0","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/torch-harmonics v0.9.0 (NVIDIA/torch-harmonics). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine library version update · v0.9.0 Repository: NVIDIA/torch-harmonics Tag: v0.9.0 Published: 2026-04-16T12:15:46Z Prerelease: no Release notes: * New CPU backend (OpenMP-accelerated) for both DISCO.... 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/torch-harmonics/releases/tag/v0.9.0","source_host":"github.com","occurred_at":"2026-04-16T12:15:46+00:00","first_seen_at":"2026-06-06T01:49:43.157024+00:00","date_source":"source","context":"NVIDIA/torch-harmonics"},"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/torch-harmonics","source":"source"},{"label":"Release","value":"v0.9.0","source":"source"},{"label":"Notability","value":"Routine library version update","source":"signal"}],"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/torch-harmonics/releases/tag/v0.9.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:42:41.82342+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/64c4c7d0-05e9-4876-8140-85a3e8b05fbc/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/64c4c7d0-05e9-4876-8140-85a3e8b05fbc/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/torch-harmonics/releases/tag/v0.9.0","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/torch-harmonics v0.9.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/torch-harmonics v0.9.0","text":"NVIDIA released NVIDIA/torch-harmonics v0.9.0."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/torch-harmonics v0.9.0 is classified as release signal."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/torch-harmonics v0.9.0 belongs to releases desk."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"has context","object":"NVIDIA/torch-harmonics","text":"NVIDIA/torch-harmonics v0.9.0 has context NVIDIA/torch-harmonics."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/torch-harmonics v0.9.0 has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"has captured page count","object":"1","text":"NVIDIA/torch-harmonics v0.9.0 has captured page count 1."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"has readable page count","object":"1","text":"NVIDIA/torch-harmonics v0.9.0 has readable page count 1."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"has related signal count","object":"6","text":"NVIDIA/torch-harmonics v0.9.0 has related signal count 6."},{"subject":"NVIDIA/torch-harmonics v0.9.0","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":"NVIDIA/torch-harmonics v0.9.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"has source host","object":"github.com","text":"NVIDIA/torch-harmonics v0.9.0 has source host github.com."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/torch-harmonics v0.9.0 has lab NVIDIA."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"has signal desk","object":"releases","text":"NVIDIA/torch-harmonics v0.9.0 has signal desk releases."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"has source host","object":"github.com","text":"NVIDIA/torch-harmonics v0.9.0 has source host github.com."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"has repository","object":"NVIDIA/torch-harmonics","text":"NVIDIA/torch-harmonics v0.9.0 has repository NVIDIA/torch-harmonics."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"has release","object":"v0.9.0","text":"NVIDIA/torch-harmonics v0.9.0 has release v0.9.0."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"has notability","object":"Routine library version update","text":"NVIDIA/torch-harmonics v0.9.0 has notability Routine library version update."}]},"intelligence":{"signal_desk":"releases","answer":"NVIDIA published NVIDIA/torch-harmonics v0.9.0 (NVIDIA/torch-harmonics). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine library version update · v0.9.0 Repository: NVIDIA/torch-harmonics Tag: v0.9.0 Published: 2026-04-16T12:15:46Z Prerelease: no Release notes: * New CPU backend (OpenMP-accelerated) for both DISCO.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/torch-harmonics v0.9.0","text":"NVIDIA released NVIDIA/torch-harmonics v0.9.0."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/torch-harmonics v0.9.0 is classified as release signal."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/torch-harmonics v0.9.0 belongs to releases desk."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"has context","object":"NVIDIA/torch-harmonics","text":"NVIDIA/torch-harmonics v0.9.0 has context NVIDIA/torch-harmonics."},{"subject":"NVIDIA/torch-harmonics v0.9.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/torch-harmonics v0.9.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"64c4c7d0-05e9-4876-8140-85a3e8b05fbc","url":"https://onlylabs.fyi/signals/64c4c7d0-05e9-4876-8140-85a3e8b05fbc","json_url":"https://onlylabs.fyi/signals/64c4c7d0-05e9-4876-8140-85a3e8b05fbc/signal.json","source_url":"https://github.com/NVIDIA/torch-harmonics/releases/tag/v0.9.0","title":"NVIDIA/torch-harmonics v0.9.0","summary":"NVIDIA published release notes. onlylabs watches releases for what actually shipped.","context":"NVIDIA/torch-harmonics","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-04-16T12:15:46+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/torch-harmonics/releases/tag/v0.9.0"]},"facets":{"repo":"NVIDIA/torch-harmonics"},"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/torch-harmonics/releases/tag/v0.9.0","final_url":"https://github.com/NVIDIA/torch-harmonics/releases/tag/v0.9.0","title":"NVIDIA/torch-harmonics v0.9.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:42:41.82342+00:00","bytes":4663,"raw_path":"0a1b7305c5d5a61845beedc679dff4e2f4b8ef6a091147475ec8eca512c89025.json","content_hash":"f44eb65111c80b71bf09db6eed52ac09483355e47b3d7cf681c73d3710d205d2","excerpt_chars":1200,"truncated":true,"excerpt":"v0.9.0 Repository: NVIDIA/torch-harmonics Tag: v0.9.0 Published: 2026-04-16T12:15:46Z Prerelease: no Release notes: * New CPU backend (OpenMP-accelerated) for both DISCO convolution and attention layers * Pre-compiled manylinux wheels for multiple PyTorch and CUDA versions, available on PyPI and pypi.nvidia.com * Revised truncation logic for the SHT: centralized in new `truncation.py` module, enforcing triangular truncation (`lmax = min(lmax, mmax)`) across all SHT classes. Note: truncation for equiangular/equidistant grids changed from `nlat` to `(nlat+1)//2` * SHT performance improvements: contraction dimensions are now transposed to be stride-1 before einsum, and real/imaginary parts are split into separate contiguous tensors * New `fft.py` wrapper module with proper Hermitian symmetry enforcement in `irfft` and explicit mode truncation in `rfft` * Full PyTorch 2 custom operator compatibility for DISCO and attention layers using `torch.library` registration, enabling `torch.compile` and `torch.export` * Restructured DISCO convolution and attention code into proper subpackages (`torch_harmonics/disco/`, `torch_harmonics/attention/`) * Added double precision support for DISCO..."},"evidence_pages":[{"url":"https://github.com/NVIDIA/torch-harmonics/releases/tag/v0.9.0","final_url":"https://github.com/NVIDIA/torch-harmonics/releases/tag/v0.9.0","title":"NVIDIA/torch-harmonics v0.9.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:42:41.82342+00:00","bytes":4663,"raw_path":"0a1b7305c5d5a61845beedc679dff4e2f4b8ef6a091147475ec8eca512c89025.json","content_hash":"f44eb65111c80b71bf09db6eed52ac09483355e47b3d7cf681c73d3710d205d2","excerpt_chars":1200,"truncated":true,"excerpt":"v0.9.0 Repository: NVIDIA/torch-harmonics Tag: v0.9.0 Published: 2026-04-16T12:15:46Z Prerelease: no Release notes: * New CPU backend (OpenMP-accelerated) for both DISCO convolution and attention layers * Pre-compiled manylinux wheels for multiple PyTorch and CUDA versions, available on PyPI and pypi.nvidia.com * Revised truncation logic for the SHT: centralized in new `truncation.py` module, enforcing triangular truncation (`lmax = min(lmax, mmax)`) across all SHT classes. Note: truncation for equiangular/equidistant grids changed from `nlat` to `(nlat+1)//2` * SHT performance improvements: contraction dimensions are now transposed to be stride-1 before einsum, and real/imaginary parts are split into separate contiguous tensors * New `fft.py` wrapper module with proper Hermitian symmetry enforcement in `irfft` and explicit mode truncation in `rfft` * Full PyTorch 2 custom operator compatibility for DISCO and attention layers using `torch.library` registration, enabling `torch.compile` and `torch.export` * Restructured DISCO convolution and attention code into proper subpackages (`torch_harmonics/disco/`, `torch_harmonics/attention/`) * Added double precision support for DISCO..."}],"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"}]}