{"schema_version":"onlylabs.public_signal.v1","title":"Baidu (ERNIE) Repo: PaddlePaddle/Perf","description":"Baidu (ERNIE) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/a154ad78-7f49-47ce-a3c0-88bf8756a1b0","json_url":"https://onlylabs.fyi/signals/a154ad78-7f49-47ce-a3c0-88bf8756a1b0/signal.json","generated_at":"2026-06-11T03:57:51.557612+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/a154ad78-7f49-47ce-a3c0-88bf8756a1b0","signal_json":"https://onlylabs.fyi/signals/a154ad78-7f49-47ce-a3c0-88bf8756a1b0/signal.json","source":"https://github.com/PaddlePaddle/Perf","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":null,"topic_signals_json":null,"topic_feed":null,"data_business":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"}]}},"answer_pack":{"answer":"Baidu (ERNIE) published PaddlePaddle/Perf (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo PaddlePaddle/Perf · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Evals and quality in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/PaddlePaddle/Perf","source_host":"github.com","occurred_at":"2020-12-16T13:46:31+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Baidu (ERNIE)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"PaddlePaddle/Perf","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"18","source":"traction"},{"label":"Radar lane","value":"Evals and quality","source":"radar"},{"label":"Matched term","value":"benchmark","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch 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quality."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/a154ad78-7f49-47ce-a3c0-88bf8756a1b0/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":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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 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implications."},"semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"published repo","object":"PaddlePaddle/Perf","text":"Baidu (ERNIE) published repo PaddlePaddle/Perf."},{"subject":"PaddlePaddle/Perf","predicate":"is classified as","object":"repo signal","text":"PaddlePaddle/Perf is classified as repo signal."},{"subject":"PaddlePaddle/Perf","predicate":"belongs to","object":"repos desk","text":"PaddlePaddle/Perf belongs to repos desk."},{"subject":"PaddlePaddle/Perf","predicate":"has context","object":"Python","text":"PaddlePaddle/Perf has context Python."},{"subject":"PaddlePaddle/Perf","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/Perf has evidence coverage 1 captured evidence page."},{"subject":"PaddlePaddle/Perf","predicate":"matches data-business lanes","object":"Evals and quality","text":"PaddlePaddle/Perf matches data-business lanes Evals and quality."},{"subject":"PaddlePaddle/Perf","predicate":"has captured page count","object":"1","text":"PaddlePaddle/Perf has captured page count 1."},{"subject":"PaddlePaddle/Perf","predicate":"has readable page count","object":"1","text":"PaddlePaddle/Perf has readable page count 1."},{"subject":"PaddlePaddle/Perf","predicate":"has related signal count","object":"6","text":"PaddlePaddle/Perf has related signal count 6."},{"subject":"PaddlePaddle/Perf","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":"PaddlePaddle/Perf 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":"PaddlePaddle/Perf","predicate":"has source host","object":"github.com","text":"PaddlePaddle/Perf has source host github.com."},{"subject":"PaddlePaddle/Perf","predicate":"has lab","object":"Baidu (ERNIE)","text":"PaddlePaddle/Perf has lab Baidu (ERNIE)."},{"subject":"PaddlePaddle/Perf","predicate":"has signal desk","object":"repos","text":"PaddlePaddle/Perf has signal desk repos."},{"subject":"PaddlePaddle/Perf","predicate":"has source host","object":"github.com","text":"PaddlePaddle/Perf has source host github.com."},{"subject":"PaddlePaddle/Perf","predicate":"has repository","object":"PaddlePaddle/Perf","text":"PaddlePaddle/Perf has repository PaddlePaddle/Perf."},{"subject":"PaddlePaddle/Perf","predicate":"has language","object":"Python","text":"PaddlePaddle/Perf has language Python."},{"subject":"PaddlePaddle/Perf","predicate":"has stars","object":"18","text":"PaddlePaddle/Perf has stars 18."},{"subject":"PaddlePaddle/Perf","predicate":"has radar lane","object":"Evals and quality","text":"PaddlePaddle/Perf has radar lane Evals and quality."},{"subject":"PaddlePaddle/Perf","predicate":"has matched term","object":"benchmark","text":"PaddlePaddle/Perf has matched term benchmark."}]},"intelligence":{"signal_desk":"repos","answer":"Baidu (ERNIE) published PaddlePaddle/Perf (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo PaddlePaddle/Perf · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Evals and quality in the data-business radar.","semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"published repo","object":"PaddlePaddle/Perf","text":"Baidu (ERNIE) published repo PaddlePaddle/Perf."},{"subject":"PaddlePaddle/Perf","predicate":"is classified as","object":"repo signal","text":"PaddlePaddle/Perf is classified as repo signal."},{"subject":"PaddlePaddle/Perf","predicate":"belongs to","object":"repos desk","text":"PaddlePaddle/Perf belongs to repos desk."},{"subject":"PaddlePaddle/Perf","predicate":"has context","object":"Python","text":"PaddlePaddle/Perf has context Python."},{"subject":"PaddlePaddle/Perf","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/Perf has evidence coverage 1 captured evidence page."},{"subject":"PaddlePaddle/Perf","predicate":"matches data-business lanes","object":"Evals and quality","text":"PaddlePaddle/Perf matches data-business lanes Evals and quality."}]},"signal":{"id":"a154ad78-7f49-47ce-a3c0-88bf8756a1b0","url":"https://onlylabs.fyi/signals/a154ad78-7f49-47ce-a3c0-88bf8756a1b0","json_url":"https://onlylabs.fyi/signals/a154ad78-7f49-47ce-a3c0-88bf8756a1b0/signal.json","source_url":"https://github.com/PaddlePaddle/Perf","title":"PaddlePaddle/Perf","summary":"Baidu (ERNIE) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2020-12-16T13:46:31+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/Perf"]},"facets":{"repo":"PaddlePaddle/Perf","language":"Python"},"traction":{"github_stars":18,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals"}],"score":14,"matched_terms":["benchmark"],"reason":"Baidu (ERNIE) has a repo signal matching evals and quality."}},"primary_evidence_page":{"url":"https://github.com/PaddlePaddle/Perf","final_url":"https://github.com/PaddlePaddle/Perf","title":"PaddlePaddle/Perf repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:51.557612+00:00","bytes":12174,"raw_path":"9983db34cec27f3540e412977fc57c09f8e2d29f88f7419c14254599eec8bcd4.json","content_hash":"72a97d7664cb0dd534fef7f1cae5ddf32fdb1b75a4d3636016d571c7e683917d","excerpt_chars":1200,"truncated":true,"excerpt":"PaddlePaddle/Perf Description: SOTA benchmark Language: Python License: Apache-2.0 Stars: 18 Forks: 23 Open issues: 5 Created: 2020-12-16T13:46:31Z Pushed: 2023-08-08T06:06:43Z Default branch: master Fork: no Archived: no README: <!-- omit in toc --> Paddle Perf——Paddle框架性能测试 本 repo 用于公开 PaddlePaddle 开源实现的各个学术界、工业界前沿模型，在训练期间的性能数据，同时提供了各模型性能测试的详细复现流程，以供参考。 同时，我们也在相同的硬件执行环境下，按照业内其它知名深度学习框架公开的代码和教程，测试了对应模型的性能数据，并记录具体日志和数据。 <!-- omit in toc --> 目录 - [一、测试模型](#一测试模型) - [1.计算机视觉](#1计算机视觉) - [2.自然语言处理](#2自然语言处理) - [二、供对比的业内深度学习框架](#二供对比的业内深度学习框架) - [1. NGC TensorFlow 1.15](#1-ngc-tensorflow-115) - [2. NGC PyTorch](#2-ngc-pytorch) - [3. NGC MxNet](#3-ngc-mxnet) - [三、测试结果](#三测试结果) - [1. ResNet50V1.5](#1-resnet50v15) - [2. Bert Base Pre-Training](#2-bert-base-pre-training) 一、测试模型 目前我们公开了**计算机视觉**和**自然语言处理**领域的两个典型模型的性能对比数据： 1.计算机视觉 - [ResNet50V1.5](./ResNet50V1.5) 2.自然语言处理 - [Bert Base Pre-Training](./Bert) 我们将持续开展性能测试工作，后续将逐步公开更多性能数据，敬请期待。 二、供对比的业内深度学习框架 我们选择了 NGC 优化后的 TensorFlow、PyTorch、MxNet，作为性能的参考。 对这些框架的性能测试，我们选用相同的物理机执行，并严格参照各框架官网公布的测试方法进行复现。 1. [NGC TensorFlow 1.15](https://ngc.nvidia.com/catalog/containers/nvidia:tensorflow/tags) -..."},"evidence_pages":[{"url":"https://github.com/PaddlePaddle/Perf","final_url":"https://github.com/PaddlePaddle/Perf","title":"PaddlePaddle/Perf repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:51.557612+00:00","bytes":12174,"raw_path":"9983db34cec27f3540e412977fc57c09f8e2d29f88f7419c14254599eec8bcd4.json","content_hash":"72a97d7664cb0dd534fef7f1cae5ddf32fdb1b75a4d3636016d571c7e683917d","excerpt_chars":1200,"truncated":true,"excerpt":"PaddlePaddle/Perf Description: SOTA benchmark Language: Python License: Apache-2.0 Stars: 18 Forks: 23 Open issues: 5 Created: 2020-12-16T13:46:31Z Pushed: 2023-08-08T06:06:43Z Default branch: master Fork: no Archived: no README: <!-- omit in toc --> Paddle Perf——Paddle框架性能测试 本 repo 用于公开 PaddlePaddle 开源实现的各个学术界、工业界前沿模型，在训练期间的性能数据，同时提供了各模型性能测试的详细复现流程，以供参考。 同时，我们也在相同的硬件执行环境下，按照业内其它知名深度学习框架公开的代码和教程，测试了对应模型的性能数据，并记录具体日志和数据。 <!-- omit in toc --> 目录 - [一、测试模型](#一测试模型) - [1.计算机视觉](#1计算机视觉) - [2.自然语言处理](#2自然语言处理) - [二、供对比的业内深度学习框架](#二供对比的业内深度学习框架) - [1. NGC TensorFlow 1.15](#1-ngc-tensorflow-115) - [2. NGC PyTorch](#2-ngc-pytorch) - [3. NGC MxNet](#3-ngc-mxnet) - [三、测试结果](#三测试结果) - [1. ResNet50V1.5](#1-resnet50v15) - [2. Bert Base Pre-Training](#2-bert-base-pre-training) 一、测试模型 目前我们公开了**计算机视觉**和**自然语言处理**领域的两个典型模型的性能对比数据： 1.计算机视觉 - [ResNet50V1.5](./ResNet50V1.5) 2.自然语言处理 - [Bert Base Pre-Training](./Bert) 我们将持续开展性能测试工作，后续将逐步公开更多性能数据，敬请期待。 二、供对比的业内深度学习框架 我们选择了 NGC 优化后的 TensorFlow、PyTorch、MxNet，作为性能的参考。 对这些框架的性能测试，我们选用相同的物理机执行，并严格参照各框架官网公布的测试方法进行复现。 1. [NGC TensorFlow 1.15](https://ngc.nvidia.com/catalog/containers/nvidia:tensorflow/tags) -..."}],"related_signals":[{"id":"19133a46-a10c-4d39-bf33-e17104e0737b","url":"https://onlylabs.fyi/signals/19133a46-a10c-4d39-bf33-e17104e0737b","source_url":"https://github.com/PaddlePaddle/Paddle-Metax","title":"PaddlePaddle/Paddle-Metax","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-05-14T07:06:27+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"ba2b07e3-e9cf-4a22-ad30-3010bebe580e","url":"https://onlylabs.fyi/signals/ba2b07e3-e9cf-4a22-ad30-3010bebe580e","source_url":"https://github.com/PaddlePaddle/TST","title":"PaddlePaddle/TST","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-02-11T15:47:20+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"c8180835-13f7-46e6-b929-991d7079bfcb","url":"https://onlylabs.fyi/signals/c8180835-13f7-46e6-b929-991d7079bfcb","source_url":"https://github.com/PaddlePaddle/Paddle-iluvatar","title":"PaddlePaddle/Paddle-iluvatar","context":"Cuda","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-02-05T09:52:37+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"e5700d74-1f5c-44a4-981c-a0aac8046a01","url":"https://onlylabs.fyi/signals/e5700d74-1f5c-44a4-981c-a0aac8046a01","source_url":"https://github.com/PaddlePaddle/PaddleFleet","title":"PaddlePaddle/PaddleFleet","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2025-11-10T14:21:53+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"08704824-8e3b-4bed-9ed0-f344b83bc3b6","url":"https://onlylabs.fyi/signals/08704824-8e3b-4bed-9ed0-f344b83bc3b6","source_url":"https://github.com/PaddlePaddle/PassNet","title":"PaddlePaddle/PassNet","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2025-07-31T12:10:28+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"55dd2dfb-40a8-4dfe-a3dc-4e41877cea0d","url":"https://onlylabs.fyi/signals/55dd2dfb-40a8-4dfe-a3dc-4e41877cea0d","source_url":"https://github.com/PaddlePaddle/GraphNet","title":"PaddlePaddle/GraphNet","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2025-07-18T02:34:08+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"}]}