{"schema_version":"onlylabs.public_signal.v1","title":"Baidu (ERNIE) Release: PaddlePaddle/PGL v2.2.2","description":"Baidu (ERNIE) release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/d9ca9dbf-9780-4be0-ab23-4cbd1b939eda","json_url":"https://onlylabs.fyi/signals/d9ca9dbf-9780-4be0-ab23-4cbd1b939eda/signal.json","generated_at":"2026-06-11T03:45:51.238425+00:00","org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/baidu","dossier_json_url":"https://onlylabs.fyi/labs/baidu/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/d9ca9dbf-9780-4be0-ab23-4cbd1b939eda","signal_json":"https://onlylabs.fyi/signals/d9ca9dbf-9780-4be0-ab23-4cbd1b939eda/signal.json","source":"https://github.com/PaddlePaddle/PGL/releases/tag/v2.2.2","lab_dossier":"https://onlylabs.fyi/labs/baidu","lab_dossier_json":"https://onlylabs.fyi/labs/baidu/dossier.json","analysis":"https://onlylabs.fyi/analysis/baidu","analysis_json":"https://onlylabs.fyi/analysis/baidu/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/baidu/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":"Baidu (ERNIE) published PaddlePaddle/PGL v2.2.2 (PaddlePaddle/PGL). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Paddle Graph Learning (PGL) 2.2 版本发布 Repository: PaddlePaddle/PGL Tag: v2.2.2 Published: 2021-12-29T04:02:35Z Prerelease: no Release notes:.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/PaddlePaddle/PGL/releases/tag/v2.2.2","source_host":"github.com","occurred_at":"2021-12-29T04:02:35+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source","context":"PaddlePaddle/PGL"},"context_markers":[{"label":"Lab","value":"Baidu (ERNIE)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"PaddlePaddle/PGL","source":"source"},{"label":"Release","value":"Paddle Graph Learning (PGL) 2.2 版本发布","source":"source"},{"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/PaddlePaddle/PGL/releases/tag/v2.2.2"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:45:51.238425+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/d9ca9dbf-9780-4be0-ab23-4cbd1b939eda/signal.json","dossier_json":"https://onlylabs.fyi/labs/baidu/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/baidu/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/baidu/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/d9ca9dbf-9780-4be0-ab23-4cbd1b939eda/signal.json","required":true},{"label":"source","url":"https://github.com/PaddlePaddle/PGL/releases/tag/v2.2.2","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/baidu/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/baidu/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 Baidu (ERNIE)'s release signal \"PaddlePaddle/PGL v2.2.2\" for frontier lab strategy."},"semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/PGL v2.2.2","text":"Baidu (ERNIE) released PaddlePaddle/PGL v2.2.2."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/PGL v2.2.2 is classified as release signal."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/PGL v2.2.2 belongs to releases desk."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"has context","object":"PaddlePaddle/PGL","text":"PaddlePaddle/PGL v2.2.2 has context PaddlePaddle/PGL."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PGL v2.2.2 has evidence coverage 1 captured evidence page."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"has captured page count","object":"1","text":"PaddlePaddle/PGL v2.2.2 has captured page count 1."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"has readable page count","object":"1","text":"PaddlePaddle/PGL v2.2.2 has readable page count 1."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"has related signal count","object":"6","text":"PaddlePaddle/PGL v2.2.2 has related signal count 6."},{"subject":"PaddlePaddle/PGL v2.2.2","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":"PaddlePaddle/PGL v2.2.2 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PGL v2.2.2 has source host github.com."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"has lab","object":"Baidu (ERNIE)","text":"PaddlePaddle/PGL v2.2.2 has lab Baidu (ERNIE)."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"has signal desk","object":"releases","text":"PaddlePaddle/PGL v2.2.2 has signal desk releases."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PGL v2.2.2 has source host github.com."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"has repository","object":"PaddlePaddle/PGL","text":"PaddlePaddle/PGL v2.2.2 has repository PaddlePaddle/PGL."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"has release","object":"Paddle Graph Learning (PGL) 2.2 版本发布","text":"PaddlePaddle/PGL v2.2.2 has release Paddle Graph Learning (PGL) 2.2 版本发布."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"has watch term","object":"Infrastructure","text":"PaddlePaddle/PGL v2.2.2 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"Baidu (ERNIE) published PaddlePaddle/PGL v2.2.2 (PaddlePaddle/PGL). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Paddle Graph Learning (PGL) 2.2 版本发布 Repository: PaddlePaddle/PGL Tag: v2.2.2 Published: 2021-12-29T04:02:35Z Prerelease: no Release notes:.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/PGL v2.2.2","text":"Baidu (ERNIE) released PaddlePaddle/PGL v2.2.2."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/PGL v2.2.2 is classified as release signal."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/PGL v2.2.2 belongs to releases desk."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"has context","object":"PaddlePaddle/PGL","text":"PaddlePaddle/PGL v2.2.2 has context PaddlePaddle/PGL."},{"subject":"PaddlePaddle/PGL v2.2.2","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PGL v2.2.2 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"d9ca9dbf-9780-4be0-ab23-4cbd1b939eda","url":"https://onlylabs.fyi/signals/d9ca9dbf-9780-4be0-ab23-4cbd1b939eda","json_url":"https://onlylabs.fyi/signals/d9ca9dbf-9780-4be0-ab23-4cbd1b939eda/signal.json","source_url":"https://github.com/PaddlePaddle/PGL/releases/tag/v2.2.2","title":"PaddlePaddle/PGL v2.2.2","summary":"Baidu (ERNIE) published release notes. onlylabs watches releases for what actually shipped.","context":"PaddlePaddle/PGL","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2021-12-29T04:02:35+00:00","first_seen_at":"2026-06-05T20:58:47.85163+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/PaddlePaddle/PGL/releases/tag/v2.2.2"]},"facets":{"repo":"PaddlePaddle/PGL"},"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/PaddlePaddle/PGL/releases/tag/v2.2.2","final_url":"https://github.com/PaddlePaddle/PGL/releases/tag/v2.2.2","title":"PaddlePaddle/PGL v2.2.2","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:51.238425+00:00","bytes":4469,"raw_path":"a5f1a50baf0ffc364e4addd309bafb3e8d593c346c683df50366e18772b51432.json","content_hash":"1cfb8ccda29ed05e49596e172a421b96d1d204cb75440b321cf3268089c8d88f","excerpt_chars":1200,"truncated":true,"excerpt":"Paddle Graph Learning (PGL) 2.2 版本发布 Repository: PaddlePaddle/PGL Tag: v2.2.2 Published: 2021-12-29T04:02:35Z Prerelease: no Release notes: 1、发布Graph4Rec：一个用于推荐系统的通用大规模分布式图表示学习工具包（详情请参考[这里](https://github.com/PaddlePaddle/PGL/tree/main/apps/Graph4Rec)）。 - 全面丰富： 预置丰富的图模型，包括walk-based和GNN-based 模型。 - 灵活易用：配置即模型，无需改动代码，一键即可启动单机和多机训练。 - 大规模： 大规模参数服务与图引擎无缝结合，可进行工业级图表示学习训练，实现应用落地。 2、发布Graph4KG：一个用于大规模知识图谱表示学习的工具包（详情请参考[这里](https://github.com/PaddlePaddle/PGL/tree/main/apps/Graph4KG)）。 - 异步数据读取：数据读取与模型训练异步进行，节省数据IO时间。 - 异构存储与计算：实体和关系参数存储在CPU，模型计算在GPU，节省显存占用。 - 异步梯度更新：GPU到CPU的梯度更新异步执行，进一步提升训练速度。 - OGB-LSC支持：提供了WikiKG90M数据集在KDD CUP2021中的解决方案。 3、发布GNNAutoScale：一个用于图学习异构设备训练的工具包（详情请参考[这里](https://github.com/PaddlePaddle/PGL/tree/main/apps/GNNAutoScale)）。 - GNN模型自动拓展：采样中间隐态CPU缓存技术，支持GNN模型自动拓展。 - 解决IO瓶颈：支持CUDA Stream异步读写，实现计算和IO操作并行化。 - 速度提升显著：支持消息传递Spmm化，大幅度提升图学习的显存利用和训练速度。 - 提高数据生成效率：Dataloader数据缓存策略，提高数据生成效率。 4、新特性 - 新增 pgl.partition图分片方法，包含random_partition和metis_partition，其中metis_partition暂不支持 Windows系统； - 新增pgl.utils.transform，包含一些方便的图转换API，如to_undirected用于转无向图，add_self_loops用于给图增加自环边； - 新增pgl.utils.stream_pool，支持 CUDA Stream异步读写； - 新增 pgl.utils.shared_embedding，支持MMAP模式的共享 Embedding。..."},"evidence_pages":[{"url":"https://github.com/PaddlePaddle/PGL/releases/tag/v2.2.2","final_url":"https://github.com/PaddlePaddle/PGL/releases/tag/v2.2.2","title":"PaddlePaddle/PGL v2.2.2","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:51.238425+00:00","bytes":4469,"raw_path":"a5f1a50baf0ffc364e4addd309bafb3e8d593c346c683df50366e18772b51432.json","content_hash":"1cfb8ccda29ed05e49596e172a421b96d1d204cb75440b321cf3268089c8d88f","excerpt_chars":1200,"truncated":true,"excerpt":"Paddle Graph Learning (PGL) 2.2 版本发布 Repository: PaddlePaddle/PGL Tag: v2.2.2 Published: 2021-12-29T04:02:35Z Prerelease: no Release notes: 1、发布Graph4Rec：一个用于推荐系统的通用大规模分布式图表示学习工具包（详情请参考[这里](https://github.com/PaddlePaddle/PGL/tree/main/apps/Graph4Rec)）。 - 全面丰富： 预置丰富的图模型，包括walk-based和GNN-based 模型。 - 灵活易用：配置即模型，无需改动代码，一键即可启动单机和多机训练。 - 大规模： 大规模参数服务与图引擎无缝结合，可进行工业级图表示学习训练，实现应用落地。 2、发布Graph4KG：一个用于大规模知识图谱表示学习的工具包（详情请参考[这里](https://github.com/PaddlePaddle/PGL/tree/main/apps/Graph4KG)）。 - 异步数据读取：数据读取与模型训练异步进行，节省数据IO时间。 - 异构存储与计算：实体和关系参数存储在CPU，模型计算在GPU，节省显存占用。 - 异步梯度更新：GPU到CPU的梯度更新异步执行，进一步提升训练速度。 - OGB-LSC支持：提供了WikiKG90M数据集在KDD CUP2021中的解决方案。 3、发布GNNAutoScale：一个用于图学习异构设备训练的工具包（详情请参考[这里](https://github.com/PaddlePaddle/PGL/tree/main/apps/GNNAutoScale)）。 - GNN模型自动拓展：采样中间隐态CPU缓存技术，支持GNN模型自动拓展。 - 解决IO瓶颈：支持CUDA Stream异步读写，实现计算和IO操作并行化。 - 速度提升显著：支持消息传递Spmm化，大幅度提升图学习的显存利用和训练速度。 - 提高数据生成效率：Dataloader数据缓存策略，提高数据生成效率。 4、新特性 - 新增 pgl.partition图分片方法，包含random_partition和metis_partition，其中metis_partition暂不支持 Windows系统； - 新增pgl.utils.transform，包含一些方便的图转换API，如to_undirected用于转无向图，add_self_loops用于给图增加自环边； - 新增pgl.utils.stream_pool，支持 CUDA Stream异步读写； - 新增 pgl.utils.shared_embedding，支持MMAP模式的共享 Embedding。..."}],"related_signals":[{"id":"fef9275e-0e82-41f1-bba1-2435d0ea78fe","url":"https://onlylabs.fyi/signals/fef9275e-0e82-41f1-bba1-2435d0ea78fe","source_url":"https://github.com/PaddlePaddle/PaddleOCR/releases/tag/v3.6.0","title":"PaddlePaddle/PaddleOCR v3.6.0","context":"PaddlePaddle/PaddleOCR","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-05-28T11:42:29+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"fa062841-8907-4a3a-a678-e88ec59bd01f","url":"https://onlylabs.fyi/signals/fa062841-8907-4a3a-a678-e88ec59bd01f","source_url":"https://github.com/PaddlePaddle/PaddleX/releases/tag/v3.6.1","title":"PaddlePaddle/PaddleX v3.6.1","context":"PaddlePaddle/PaddleX","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-05-27T14:36:14+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"f3a247db-4dde-4b63-87a2-81a1074042c0","url":"https://onlylabs.fyi/signals/f3a247db-4dde-4b63-87a2-81a1074042c0","source_url":"https://github.com/PaddlePaddle/PaddleX/releases/tag/v3.6.0","title":"PaddlePaddle/PaddleX v3.6.0","context":"PaddlePaddle/PaddleX","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-05-27T13:51:59+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"f557ec7a-087a-451a-b48a-acb237277400","url":"https://onlylabs.fyi/signals/f557ec7a-087a-451a-b48a-acb237277400","source_url":"https://github.com/PaddlePaddle/PaddleX/releases/tag/v3.5.2","title":"PaddlePaddle/PaddleX v3.5.2","context":"PaddlePaddle/PaddleX","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-05-11T04:56:45+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"e3fd3568-a19c-42c3-bb08-70344cedf067","url":"https://onlylabs.fyi/signals/e3fd3568-a19c-42c3-bb08-70344cedf067","source_url":"https://github.com/PaddlePaddle/PaddleX/releases/tag/v3.5.1","title":"PaddlePaddle/PaddleX v3.5.1","context":"PaddlePaddle/PaddleX","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-04-22T11:54:56+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"1908fd85-e2d7-410a-b897-a86d490d1c86","url":"https://onlylabs.fyi/signals/1908fd85-e2d7-410a-b897-a86d490d1c86","source_url":"https://github.com/PaddlePaddle/PaddleOCR/releases/tag/v3.5.0","title":"PaddlePaddle/PaddleOCR v3.5.0","context":"PaddlePaddle/PaddleOCR","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-04-21T08:40:47+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"}]}