{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Repo: NVIDIA/dl-cuda-graph-doc","description":"NVIDIA repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/cbd6ce87-1d98-4323-97d7-97e5eac1c04a","json_url":"https://onlylabs.fyi/signals/cbd6ce87-1d98-4323-97d7-97e5eac1c04a/signal.json","generated_at":"2026-06-11T02:53:21.546353+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/cbd6ce87-1d98-4323-97d7-97e5eac1c04a","signal_json":"https://onlylabs.fyi/signals/cbd6ce87-1d98-4323-97d7-97e5eac1c04a/signal.json","source":"https://github.com/NVIDIA/dl-cuda-graph-doc","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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"NVIDIA published NVIDIA/dl-cuda-graph-doc (Shell). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo NVIDIA/dl-cuda-graph-doc · language Shell · Low-star documentation repo, minimal traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/NVIDIA/dl-cuda-graph-doc","source_host":"github.com","occurred_at":"2026-01-22T04:53:52+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source","context":"Shell"},"context_markers":[{"label":"Lab","value":"NVIDIA","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"NVIDIA/dl-cuda-graph-doc","source":"source"},{"label":"Language","value":"Shell","source":"source"},{"label":"Stars","value":"10","source":"traction"},{"label":"Notability","value":"Low-star documentation repo, minimal traction","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/dl-cuda-graph-doc"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:53:21.546353+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/cbd6ce87-1d98-4323-97d7-97e5eac1c04a/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":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","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","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/cbd6ce87-1d98-4323-97d7-97e5eac1c04a/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/dl-cuda-graph-doc","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":null,"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 repo signal \"NVIDIA/dl-cuda-graph-doc\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/dl-cuda-graph-doc","text":"NVIDIA published repo NVIDIA/dl-cuda-graph-doc."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"is classified as","object":"repo signal","text":"NVIDIA/dl-cuda-graph-doc is classified as repo signal."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"belongs to","object":"repos desk","text":"NVIDIA/dl-cuda-graph-doc belongs to repos desk."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"has context","object":"Shell","text":"NVIDIA/dl-cuda-graph-doc has context Shell."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/dl-cuda-graph-doc has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"has captured page count","object":"1","text":"NVIDIA/dl-cuda-graph-doc has captured page count 1."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"has readable page count","object":"1","text":"NVIDIA/dl-cuda-graph-doc has readable page count 1."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"has related signal count","object":"6","text":"NVIDIA/dl-cuda-graph-doc has related signal count 6."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"NVIDIA/dl-cuda-graph-doc has 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.."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"has source host","object":"github.com","text":"NVIDIA/dl-cuda-graph-doc has source host github.com."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/dl-cuda-graph-doc has lab NVIDIA."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"has signal desk","object":"repos","text":"NVIDIA/dl-cuda-graph-doc has signal desk repos."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"has source host","object":"github.com","text":"NVIDIA/dl-cuda-graph-doc has source host github.com."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"has repository","object":"NVIDIA/dl-cuda-graph-doc","text":"NVIDIA/dl-cuda-graph-doc has repository NVIDIA/dl-cuda-graph-doc."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"has language","object":"Shell","text":"NVIDIA/dl-cuda-graph-doc has language Shell."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"has stars","object":"10","text":"NVIDIA/dl-cuda-graph-doc has stars 10."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"has notability","object":"Low-star documentation repo, minimal traction","text":"NVIDIA/dl-cuda-graph-doc has notability Low-star documentation repo, minimal traction."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"has watch term","object":"Infrastructure","text":"NVIDIA/dl-cuda-graph-doc has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"NVIDIA published NVIDIA/dl-cuda-graph-doc (Shell). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo NVIDIA/dl-cuda-graph-doc · language Shell · Low-star documentation repo, minimal traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/dl-cuda-graph-doc","text":"NVIDIA published repo NVIDIA/dl-cuda-graph-doc."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"is classified as","object":"repo signal","text":"NVIDIA/dl-cuda-graph-doc is classified as repo signal."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"belongs to","object":"repos desk","text":"NVIDIA/dl-cuda-graph-doc belongs to repos desk."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"has context","object":"Shell","text":"NVIDIA/dl-cuda-graph-doc has context Shell."},{"subject":"NVIDIA/dl-cuda-graph-doc","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/dl-cuda-graph-doc has evidence coverage 1 captured evidence page."}]},"signal":{"id":"cbd6ce87-1d98-4323-97d7-97e5eac1c04a","url":"https://onlylabs.fyi/signals/cbd6ce87-1d98-4323-97d7-97e5eac1c04a","json_url":"https://onlylabs.fyi/signals/cbd6ce87-1d98-4323-97d7-97e5eac1c04a/signal.json","source_url":"https://github.com/NVIDIA/dl-cuda-graph-doc","title":"NVIDIA/dl-cuda-graph-doc","summary":"NVIDIA published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-01-22T04:53:52+00:00","first_seen_at":"2026-06-05T20:58:43.255815+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/dl-cuda-graph-doc"]},"facets":{"repo":"NVIDIA/dl-cuda-graph-doc","language":"Shell"},"traction":{"github_stars":10,"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/dl-cuda-graph-doc","final_url":"https://github.com/NVIDIA/dl-cuda-graph-doc","title":"NVIDIA/dl-cuda-graph-doc repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:21.546353+00:00","bytes":9773,"raw_path":"7ae8f0a6c32ef4955080dc753afebd3fe5aadf7d7d0ab0e31128c79ee55c83f9.json","content_hash":"cce1caa66c06e14c84ea92dae998c7bdd22202258e8ed6f0edf216ab7d35881e","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/dl-cuda-graph-doc Description: A comprehensive guide to using CUDA Graphs effectively with PyTorch, covering CUDA fundamentals, PyTorch integration, Megatron-LM implementations, and practical troubleshooting. Language: Shell License: NOASSERTION Stars: 10 Forks: 3 Open issues: 1 Created: 2026-01-22T04:53:52Z Pushed: 2026-01-26T14:02:15Z Default branch: main Fork: no Archived: no README: CUDA Graph Best Practice For PyTorch A comprehensive guide to using CUDA Graphs effectively with PyTorch, covering CUDA fundamentals, PyTorch integration, Megatron-LM implementations, and practical troubleshooting. 📚 Documentation View the documentation at: **https://docs.nvidia.com/dl-cuda-graph/** 📖 What's Inside - **CUDA Graph Basics**: Fundamentals, constraints, and quantitative benefits - **PyTorch CUDA Graphs**: Integration, Transformer Engine & Megatron-LM, best practices, and handling dynamic patterns - **Examples**: Real-world implementations from MLPerf Training (Llama 3.1 405B, GPT-3 175B, Stable Diffusion v2, RNN-T) - **Troubleshooting**: Capture failures, numerical errors, memory issues, and performance debugging 🚀 Quick Start ```bash Clone and serve locally (auto-installs..."},"evidence_pages":[{"url":"https://github.com/NVIDIA/dl-cuda-graph-doc","final_url":"https://github.com/NVIDIA/dl-cuda-graph-doc","title":"NVIDIA/dl-cuda-graph-doc repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:21.546353+00:00","bytes":9773,"raw_path":"7ae8f0a6c32ef4955080dc753afebd3fe5aadf7d7d0ab0e31128c79ee55c83f9.json","content_hash":"cce1caa66c06e14c84ea92dae998c7bdd22202258e8ed6f0edf216ab7d35881e","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/dl-cuda-graph-doc Description: A comprehensive guide to using CUDA Graphs effectively with PyTorch, covering CUDA fundamentals, PyTorch integration, Megatron-LM implementations, and practical troubleshooting. Language: Shell License: NOASSERTION Stars: 10 Forks: 3 Open issues: 1 Created: 2026-01-22T04:53:52Z Pushed: 2026-01-26T14:02:15Z Default branch: main Fork: no Archived: no README: CUDA Graph Best Practice For PyTorch A comprehensive guide to using CUDA Graphs effectively with PyTorch, covering CUDA fundamentals, PyTorch integration, Megatron-LM implementations, and practical troubleshooting. 📚 Documentation View the documentation at: **https://docs.nvidia.com/dl-cuda-graph/** 📖 What's Inside - **CUDA Graph Basics**: Fundamentals, constraints, and quantitative benefits - **PyTorch CUDA Graphs**: Integration, Transformer Engine & Megatron-LM, best practices, and handling dynamic patterns - **Examples**: Real-world implementations from MLPerf Training (Llama 3.1 405B, GPT-3 175B, Stable Diffusion v2, RNN-T) - **Troubleshooting**: Capture failures, numerical errors, memory issues, and performance debugging 🚀 Quick Start ```bash Clone and serve locally (auto-installs..."}],"related_signals":[{"id":"9c2bf9a4-d1d1-40d5-82e6-f8f753666e51","url":"https://onlylabs.fyi/signals/9c2bf9a4-d1d1-40d5-82e6-f8f753666e51","source_url":"https://github.com/NVIDIA/srt-slurm-recipes","title":"NVIDIA/srt-slurm-recipes","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-06T16:27:18+00:00","first_seen_at":"2026-06-09T07:00:17.261926+00:00","date_source":"source"},{"id":"69994713-c7b8-497a-9632-f22a985e3ab2","url":"https://onlylabs.fyi/signals/69994713-c7b8-497a-9632-f22a985e3ab2","source_url":"https://github.com/NVIDIA/instant-nurec","title":"NVIDIA/instant-nurec","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-22T18:08:59+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"},{"id":"8e495175-9ea0-4970-8f0c-bce8e6eeddbb","url":"https://onlylabs.fyi/signals/8e495175-9ea0-4970-8f0c-bce8e6eeddbb","source_url":"https://github.com/NVIDIA/nv-config-manager","title":"NVIDIA/nv-config-manager","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-21T20:26:37+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"},{"id":"20d352e8-82e7-477b-8bdf-923812420180","url":"https://onlylabs.fyi/signals/20d352e8-82e7-477b-8bdf-923812420180","source_url":"https://github.com/NVIDIA/nurec-skills","title":"NVIDIA/nurec-skills","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-20T18:40:04+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"},{"id":"9ea31493-953e-4b1e-bdf1-e116d282f650","url":"https://onlylabs.fyi/signals/9ea31493-953e-4b1e-bdf1-e116d282f650","source_url":"https://github.com/NVIDIA/cosmos-framework","title":"NVIDIA/cosmos-framework","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-19T16:27:26+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"},{"id":"6d0e432a-4b75-4cda-880e-54189f717d5b","url":"https://onlylabs.fyi/signals/6d0e432a-4b75-4cda-880e-54189f717d5b","source_url":"https://github.com/NVIDIA/harmonizer","title":"NVIDIA/harmonizer","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-19T15:39:32+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"}]}