{"schema_version":"onlylabs.public_signal.v1","title":"Baidu (ERNIE) Repo: PaddlePaddle/PaDiff","description":"Baidu (ERNIE) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/9831795f-4b37-486d-8825-95dc87a4e243","json_url":"https://onlylabs.fyi/signals/9831795f-4b37-486d-8825-95dc87a4e243/signal.json","generated_at":"2026-06-11T03:57:47.593324+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/9831795f-4b37-486d-8825-95dc87a4e243","signal_json":"https://onlylabs.fyi/signals/9831795f-4b37-486d-8825-95dc87a4e243/signal.json","source":"https://github.com/PaddlePaddle/PaDiff","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":null},"answer_pack":{"answer":"Baidu (ERNIE) published PaddlePaddle/PaDiff (Python). 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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/9831795f-4b37-486d-8825-95dc87a4e243/signal.json","required":true},{"label":"source","url":"https://github.com/PaddlePaddle/PaDiff","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":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 Baidu (ERNIE)'s repo signal \"PaddlePaddle/PaDiff\" for frontier lab strategy."},"semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"published repo","object":"PaddlePaddle/PaDiff","text":"Baidu (ERNIE) published repo PaddlePaddle/PaDiff."},{"subject":"PaddlePaddle/PaDiff","predicate":"is classified as","object":"repo signal","text":"PaddlePaddle/PaDiff is classified as repo signal."},{"subject":"PaddlePaddle/PaDiff","predicate":"belongs to","object":"repos desk","text":"PaddlePaddle/PaDiff belongs to repos desk."},{"subject":"PaddlePaddle/PaDiff","predicate":"has context","object":"Python","text":"PaddlePaddle/PaDiff has context Python."},{"subject":"PaddlePaddle/PaDiff","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PaDiff has evidence coverage 1 captured evidence page."},{"subject":"PaddlePaddle/PaDiff","predicate":"has captured page count","object":"1","text":"PaddlePaddle/PaDiff has captured page count 1."},{"subject":"PaddlePaddle/PaDiff","predicate":"has readable page count","object":"1","text":"PaddlePaddle/PaDiff has readable page count 1."},{"subject":"PaddlePaddle/PaDiff","predicate":"has related signal count","object":"6","text":"PaddlePaddle/PaDiff has related signal count 6."},{"subject":"PaddlePaddle/PaDiff","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/PaDiff 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/PaDiff","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PaDiff has source host github.com."},{"subject":"PaddlePaddle/PaDiff","predicate":"has lab","object":"Baidu (ERNIE)","text":"PaddlePaddle/PaDiff has lab Baidu (ERNIE)."},{"subject":"PaddlePaddle/PaDiff","predicate":"has signal desk","object":"repos","text":"PaddlePaddle/PaDiff has signal desk repos."},{"subject":"PaddlePaddle/PaDiff","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PaDiff has source host github.com."},{"subject":"PaddlePaddle/PaDiff","predicate":"has repository","object":"PaddlePaddle/PaDiff","text":"PaddlePaddle/PaDiff has repository PaddlePaddle/PaDiff."},{"subject":"PaddlePaddle/PaDiff","predicate":"has language","object":"Python","text":"PaddlePaddle/PaDiff has language Python."},{"subject":"PaddlePaddle/PaDiff","predicate":"has stars","object":"54","text":"PaddlePaddle/PaDiff has stars 54."}]},"intelligence":{"signal_desk":"repos","answer":"Baidu (ERNIE) published PaddlePaddle/PaDiff (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/PaDiff · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"published repo","object":"PaddlePaddle/PaDiff","text":"Baidu (ERNIE) published repo PaddlePaddle/PaDiff."},{"subject":"PaddlePaddle/PaDiff","predicate":"is classified as","object":"repo signal","text":"PaddlePaddle/PaDiff is classified as repo signal."},{"subject":"PaddlePaddle/PaDiff","predicate":"belongs to","object":"repos desk","text":"PaddlePaddle/PaDiff belongs to repos desk."},{"subject":"PaddlePaddle/PaDiff","predicate":"has context","object":"Python","text":"PaddlePaddle/PaDiff has context Python."},{"subject":"PaddlePaddle/PaDiff","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PaDiff has evidence coverage 1 captured evidence page."}]},"signal":{"id":"9831795f-4b37-486d-8825-95dc87a4e243","url":"https://onlylabs.fyi/signals/9831795f-4b37-486d-8825-95dc87a4e243","json_url":"https://onlylabs.fyi/signals/9831795f-4b37-486d-8825-95dc87a4e243/signal.json","source_url":"https://github.com/PaddlePaddle/PaDiff","title":"PaddlePaddle/PaDiff","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":"2022-12-29T04:01:34+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/PaDiff"]},"facets":{"repo":"PaddlePaddle/PaDiff","language":"Python"},"traction":{"github_stars":54,"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/PaDiff","final_url":"https://github.com/PaddlePaddle/PaDiff","title":"PaddlePaddle/PaDiff repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:47.593324+00:00","bytes":11880,"raw_path":"cf1f446aaa0a4dfa60adca6bbc840b17f4213c8f17377b3eb253fd4c67853540.json","content_hash":"945f5fe27cef111587761ea262eadb21d65c870409f93bc558af80a115b97eed","excerpt_chars":1200,"truncated":true,"excerpt":"PaddlePaddle/PaDiff Description: Paddle Automatically Diff Precision Toolkits. Language: Python Stars: 54 Forks: 16 Open issues: 8 Created: 2022-12-29T04:01:34Z Pushed: 2025-12-05T10:16:32Z Default branch: develop Fork: no Archived: no README: PaDiff ![](https://img.shields.io/badge/version-v0.3-brightgreen) ![](https://img.shields.io/badge/docs-latest-brightgreen) ![](https://img.shields.io/badge/PRs-welcome-orange) ![](https://img.shields.io/badge/pre--commit-Yes-brightgreen) **P**addle **A**utomatically **Diff** precision toolkits. 简介 PaDiff 是基于 PaddlePaddle 与 PyTorch 的模型精度对齐工具。传入 Paddle 和 Torch 模型，对齐训练中间结果以及训练后的模型权重，并提示精度 diff 第一次出现的位置。 本工具支持通过以下方法进行对比（任选其一）： - 通过单行命令，自动完成 PaDiff 代码注入 --> 生成临时运行脚本 --> 自动运行 --> 监控运行过程并 dump 数据 --> 自动对比并返回结果。 这种方式不需要手动修改代码，只需要妥善设置配置文件。但使用此方法时需要将 `paddlepaddle` 和 `torch` 包安装在**同一环境**中，可能会出现版本冲突 - 手动修改 Paddle 和 PyTorch 脚本，并在**分别**运行（不需要同时）这两个脚本，根据脚本 PaDiff 会分别监控运行过程并 dump 数据，最后手动调用 API 接口对比数据，得到对齐结果。两次运行可以在**两个环境**中，但每个环境中都需要同时存在 `paddlepaddle` 和 `torch` 包 - 参考[旧版本特性（v0.2版本）](#readme-v02) 使用 auto_diff 接口进行对齐，这种方法需要将 Paddle 和 PyTorch 放在同一个文件中，同时将 `paddlepaddle` 和 `torch` 包安装在同一环境中，不仅两个模型的运行过程耦合，代码修改量也比较大，因此**不推荐**此用法 安装 当前推荐通过源码安装，本工具依赖..."},"evidence_pages":[{"url":"https://github.com/PaddlePaddle/PaDiff","final_url":"https://github.com/PaddlePaddle/PaDiff","title":"PaddlePaddle/PaDiff repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:47.593324+00:00","bytes":11880,"raw_path":"cf1f446aaa0a4dfa60adca6bbc840b17f4213c8f17377b3eb253fd4c67853540.json","content_hash":"945f5fe27cef111587761ea262eadb21d65c870409f93bc558af80a115b97eed","excerpt_chars":1200,"truncated":true,"excerpt":"PaddlePaddle/PaDiff Description: Paddle Automatically Diff Precision Toolkits. Language: Python Stars: 54 Forks: 16 Open issues: 8 Created: 2022-12-29T04:01:34Z Pushed: 2025-12-05T10:16:32Z Default branch: develop Fork: no Archived: no README: PaDiff ![](https://img.shields.io/badge/version-v0.3-brightgreen) ![](https://img.shields.io/badge/docs-latest-brightgreen) ![](https://img.shields.io/badge/PRs-welcome-orange) ![](https://img.shields.io/badge/pre--commit-Yes-brightgreen) **P**addle **A**utomatically **Diff** precision toolkits. 简介 PaDiff 是基于 PaddlePaddle 与 PyTorch 的模型精度对齐工具。传入 Paddle 和 Torch 模型，对齐训练中间结果以及训练后的模型权重，并提示精度 diff 第一次出现的位置。 本工具支持通过以下方法进行对比（任选其一）： - 通过单行命令，自动完成 PaDiff 代码注入 --> 生成临时运行脚本 --> 自动运行 --> 监控运行过程并 dump 数据 --> 自动对比并返回结果。 这种方式不需要手动修改代码，只需要妥善设置配置文件。但使用此方法时需要将 `paddlepaddle` 和 `torch` 包安装在**同一环境**中，可能会出现版本冲突 - 手动修改 Paddle 和 PyTorch 脚本，并在**分别**运行（不需要同时）这两个脚本，根据脚本 PaDiff 会分别监控运行过程并 dump 数据，最后手动调用 API 接口对比数据，得到对齐结果。两次运行可以在**两个环境**中，但每个环境中都需要同时存在 `paddlepaddle` 和 `torch` 包 - 参考[旧版本特性（v0.2版本）](#readme-v02) 使用 auto_diff 接口进行对齐，这种方法需要将 Paddle 和 PyTorch 放在同一个文件中，同时将 `paddlepaddle` 和 `torch` 包安装在同一环境中，不仅两个模型的运行过程耦合，代码修改量也比较大，因此**不推荐**此用法 安装 当前推荐通过源码安装，本工具依赖..."}],"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"}]}