[{"data":1,"prerenderedAt":410},["ShallowReactive",2],{"repo-pathwaycom-pathway-zh-CN":3,"i18n-pathwaycom-pathway-zh-CN":407},{"mirrorPool":4,"detail":13,"relatedProjects":278},[5,9],{"key":6,"label":7,"base":8,"type":6},"github","mirror.github","https:\u002F\u002Fgithub.com\u002F",{"key":10,"label":11,"base":12,"type":10},"auto-proxy","mirror.autoProxy","https:\u002F\u002Fgithub.xxlab.tech\u002F",{"owner":14,"repo":15,"repoId":16,"repoUrl":17,"starCount":18,"language":19,"description":20,"languages":21,"screenshots":25,"homepage":26,"pushedAt":27,"ownerAvatar":28,"ownerName":29,"ownerBio":30,"lastSyncTime":31,"lastReleaseTime":32,"tags":33,"license":50,"category":51,"subgroup":52,"releases":53},"pathwaycom","pathway",571186647,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway",62092,"Python","Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.",{"Python":22,"Rust":23,"HTML":24,"Shell":24},62.5,37.5,0,[],"https:\u002F\u002Fpathway.com","2026-10-20","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F25750857?v=4","Pathway","Frontier AI lab building architectures and models that autonomously reason, learn, and evolve.","2026-10-20T10:24:22.794529+00:00","2026-08-01T09:17:35Z",[34,35,36,37,38,39,40,41,42,43,15,44,45,46,47,48,49],"batch-processing","data-analytics","data-pipelines","data-processing","dataflow","etl","etl-framework","iot-analytics","kafka","machine-learning-algorithms","python","real-time","rust","stream-processing","streaming","time-series-analysis","NOASSERTION","development","开发库\u002F框架",[54,85,115,143,172,198,225,251],{"tag":55,"publishAt":32,"semVer":56,"prerelease":59,"assets":60},"v0.32.1",[24,57,58],32,1,false,[61,67,73,79],{"fileName":62,"sizeMb":63,"sha256":64,"downloadCount":65,"originUrl":66},"pathway-0.32.1-cp310-abi3-macosx_10_15_x86_64.whl",88.19,"81989767bfaf5ef68b0e0353e91bdd8101ef4c4469cf4c2010da09e531cbfb92",98,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.32.1\u002Fpathway-0.32.1-cp310-abi3-macosx_10_15_x86_64.whl",{"fileName":68,"sizeMb":69,"sha256":70,"downloadCount":71,"originUrl":72},"pathway-0.32.1-cp310-abi3-macosx_11_0_arm64.whl",83.02,"d273b02ccae79ad854fc69c0b4f0c76ed971c091f65ad0aab66961c7ffad5be6",95,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.32.1\u002Fpathway-0.32.1-cp310-abi3-macosx_11_0_arm64.whl",{"fileName":74,"sizeMb":75,"sha256":76,"downloadCount":77,"originUrl":78},"pathway-0.32.1-cp310-abi3-manylinux_2_28_aarch64.whl",89.3,"912ca408c6b6ebc2dbd2cd79aa062b33364a392a464d9a9a38f443b3b023241d",80,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.32.1\u002Fpathway-0.32.1-cp310-abi3-manylinux_2_28_aarch64.whl",{"fileName":80,"sizeMb":81,"sha256":82,"downloadCount":83,"originUrl":84},"pathway-0.32.1-cp310-abi3-manylinux_2_28_x86_64.whl",96.38,"ca75baa33c3317e0bc0cd486974df8631a2e8255f445778663bbcd8b329b182b",86,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.32.1\u002Fpathway-0.32.1-cp310-abi3-manylinux_2_28_x86_64.whl",{"tag":86,"publishAt":87,"semVer":88,"prerelease":59,"assets":90},"v0.31.1","2026-06-12T11:25:39Z",[24,89,58],31,[91,97,103,109],{"fileName":92,"sizeMb":93,"sha256":94,"downloadCount":95,"originUrl":96},"pathway-0.31.1-cp310-abi3-macosx_10_15_x86_64.whl",73.67,"1b4bb5b4ae5cf62b16e70a7bea4af833dcfbb2e15ba07838e7522ffe363108ce",21,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.31.1\u002Fpathway-0.31.1-cp310-abi3-macosx_10_15_x86_64.whl",{"fileName":98,"sizeMb":99,"sha256":100,"downloadCount":101,"originUrl":102},"pathway-0.31.1-cp310-abi3-macosx_26_0_arm64.whl",69.52,"3ea53a223d6dedd44a81b29e341aa01ebcf7f90f59a062580ee77d2d3bfd9d62",14,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.31.1\u002Fpathway-0.31.1-cp310-abi3-macosx_26_0_arm64.whl",{"fileName":104,"sizeMb":105,"sha256":106,"downloadCount":107,"originUrl":108},"pathway-0.31.1-cp310-abi3-manylinux_2_28_aarch64.whl",76.69,"1ebe679f584557e316316a75d61914332d717c59454c92573a98465359236cb0",16,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.31.1\u002Fpathway-0.31.1-cp310-abi3-manylinux_2_28_aarch64.whl",{"fileName":110,"sizeMb":111,"sha256":112,"downloadCount":113,"originUrl":114},"pathway-0.31.1-cp310-abi3-manylinux_2_28_x86_64.whl",81.21,"a6fddd0dac7d15ade6481dd990014d524c74a0bd5e686d96194dc0134faff98b",13,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.31.1\u002Fpathway-0.31.1-cp310-abi3-manylinux_2_28_x86_64.whl",{"tag":116,"publishAt":117,"semVer":118,"prerelease":59,"assets":119},"v0.31.0","2026-05-25T15:37:15Z",[24,89,24],[120,125,131,137],{"fileName":121,"sizeMb":122,"sha256":123,"downloadCount":113,"originUrl":124},"pathway-0.31.0-cp310-abi3-macosx_10_15_x86_64.whl",73.05,"8c3af8f5af21b301262cdbd1953c7ddd0303f193d61bdaa118b3d88e7a9fe57f","https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.31.0\u002Fpathway-0.31.0-cp310-abi3-macosx_10_15_x86_64.whl",{"fileName":126,"sizeMb":127,"sha256":128,"downloadCount":129,"originUrl":130},"pathway-0.31.0-cp310-abi3-macosx_26_0_arm64.whl",69.01,"70e56430ac845cc08e9dd69642eb612668deaa409bbbdb2f746aad0aaec7fd4a",10,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.31.0\u002Fpathway-0.31.0-cp310-abi3-macosx_26_0_arm64.whl",{"fileName":132,"sizeMb":133,"sha256":134,"downloadCount":135,"originUrl":136},"pathway-0.31.0-cp310-abi3-manylinux_2_28_aarch64.whl",76.02,"b2f5cfc3be7953e04723675e2f6e006d336b343e16dc59bb1202c1e34076d174",9,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.31.0\u002Fpathway-0.31.0-cp310-abi3-manylinux_2_28_aarch64.whl",{"fileName":138,"sizeMb":139,"sha256":140,"downloadCount":141,"originUrl":142},"pathway-0.31.0-cp310-abi3-manylinux_2_28_x86_64.whl",80.42,"361b90ba7a7f0acd18738f65515a22e81a81658f28dbf306efaf262260c197db",11,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.31.0\u002Fpathway-0.31.0-cp310-abi3-manylinux_2_28_x86_64.whl",{"tag":144,"publishAt":145,"semVer":146,"prerelease":59,"assets":148},"v0.30.1","2026-04-23T08:05:55Z",[24,147,58],30,[149,155,160,166],{"fileName":150,"sizeMb":151,"sha256":152,"downloadCount":153,"originUrl":154},"pathway-0.30.1-cp310-abi3-macosx_10_15_x86_64.whl",67.45,"387d16064679939fdcfcee817ef903e490cd1db12203a0a02cfe5f4790f34a80",35,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.30.1\u002Fpathway-0.30.1-cp310-abi3-macosx_10_15_x86_64.whl",{"fileName":156,"sizeMb":157,"sha256":158,"downloadCount":147,"originUrl":159},"pathway-0.30.1-cp310-abi3-macosx_14_0_arm64.whl",64.41,"37fd4257ce7cd93838e9bb467f327e4789c585ded207ea885f7eb2550038fb21","https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.30.1\u002Fpathway-0.30.1-cp310-abi3-macosx_14_0_arm64.whl",{"fileName":161,"sizeMb":162,"sha256":163,"downloadCount":164,"originUrl":165},"pathway-0.30.1-cp310-abi3-manylinux_2_28_aarch64.whl",69.89,"76d018780744db3a6ecebe42ac90714968e872449e502d2c246cf4127086ac92",29,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.30.1\u002Fpathway-0.30.1-cp310-abi3-manylinux_2_28_aarch64.whl",{"fileName":167,"sizeMb":168,"sha256":169,"downloadCount":170,"originUrl":171},"pathway-0.30.1-cp310-abi3-manylinux_2_28_x86_64.whl",74.52,"40194aa8f9a5b41812ce4bc2ba165a1e1a483068f9e6188ef6ffb41751cc6893",37,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.30.1\u002Fpathway-0.30.1-cp310-abi3-manylinux_2_28_x86_64.whl",{"tag":173,"publishAt":174,"semVer":175,"prerelease":59,"assets":176},"v0.30.0","2026-03-24T19:09:15Z",[24,147,24],[177,183,188,193],{"fileName":178,"sizeMb":179,"sha256":180,"downloadCount":181,"originUrl":182},"pathway-0.30.0-cp310-abi3-macosx_10_15_x86_64.whl",66.16,"061532c9143704a79b6eb21505ea9b6ba12d4eee35939e49988928045e9f178f",12,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.30.0\u002Fpathway-0.30.0-cp310-abi3-macosx_10_15_x86_64.whl",{"fileName":184,"sizeMb":185,"sha256":186,"downloadCount":129,"originUrl":187},"pathway-0.30.0-cp310-abi3-macosx_15_0_arm64.whl",63.43,"b570e25898c9737a7f78b82e4788494582474382209398508f99f8000ff4dd99","https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.30.0\u002Fpathway-0.30.0-cp310-abi3-macosx_15_0_arm64.whl",{"fileName":189,"sizeMb":190,"sha256":191,"downloadCount":129,"originUrl":192},"pathway-0.30.0-cp310-abi3-manylinux_2_28_aarch64.whl",68.79,"fbc72a9748a79cdd0bc5233a77dbabd6ea51a4bfc8c52c80906433fe0cd4e368","https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.30.0\u002Fpathway-0.30.0-cp310-abi3-manylinux_2_28_aarch64.whl",{"fileName":194,"sizeMb":195,"sha256":196,"downloadCount":113,"originUrl":197},"pathway-0.30.0-cp310-abi3-manylinux_2_28_x86_64.whl",73.37,"c7c989f7fd3f81eaf05d13a14734266d1625f43e268dfbf9d42cda745fa3825e","https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.30.0\u002Fpathway-0.30.0-cp310-abi3-manylinux_2_28_x86_64.whl",{"tag":199,"publishAt":200,"semVer":201,"prerelease":59,"assets":202},"v0.29.1","2026-02-16T13:48:19Z",[24,164,58],[203,208,214,220],{"fileName":204,"sizeMb":205,"sha256":206,"downloadCount":129,"originUrl":207},"pathway-0.29.1-cp310-abi3-macosx_10_15_x86_64.whl",65.07,"2a540fbdcaecdd33fcf529f9e3cbd7be99eaafe5554c749a9cc271724e4502b3","https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.29.1\u002Fpathway-0.29.1-cp310-abi3-macosx_10_15_x86_64.whl",{"fileName":209,"sizeMb":210,"sha256":211,"downloadCount":212,"originUrl":213},"pathway-0.29.1-cp310-abi3-macosx_11_0_arm64.whl",61.7,"cee4bd8e92a07958d8a20b876a7a407538f3e14a4105ee4b7dfd1d2a76852eee",8,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.29.1\u002Fpathway-0.29.1-cp310-abi3-macosx_11_0_arm64.whl",{"fileName":215,"sizeMb":216,"sha256":217,"downloadCount":218,"originUrl":219},"pathway-0.29.1-cp310-abi3-manylinux_2_28_aarch64.whl",64.81,"5c775b9c9fe2c0b73d4ea7a9f6e2e12ccc2b380c9e6421ba2717f80922c9363a",7,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.29.1\u002Fpathway-0.29.1-cp310-abi3-manylinux_2_28_aarch64.whl",{"fileName":221,"sizeMb":222,"sha256":223,"downloadCount":218,"originUrl":224},"pathway-0.29.1-cp310-abi3-manylinux_2_28_x86_64.whl",69.29,"e0b9320b72669bd5e156986e3d5848f5f437be18d6f42e1e5087f0d5fba3447a","https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.29.1\u002Fpathway-0.29.1-cp310-abi3-manylinux_2_28_x86_64.whl",{"tag":226,"publishAt":227,"semVer":228,"prerelease":59,"assets":229},"v0.29.0","2026-01-22T07:18:38Z",[24,164,24],[230,236,241,246],{"fileName":231,"sizeMb":232,"sha256":233,"downloadCount":234,"originUrl":235},"pathway-0.29.0-cp310-abi3-macosx_10_15_x86_64.whl",64.65,"bb9208040dc043d4491598e9fb852bb17e89de414b4c7bf6fe865e321d13bb4f",24,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.29.0\u002Fpathway-0.29.0-cp310-abi3-macosx_10_15_x86_64.whl",{"fileName":237,"sizeMb":238,"sha256":239,"downloadCount":141,"originUrl":240},"pathway-0.29.0-cp310-abi3-macosx_11_0_arm64.whl",61.28,"8106c225d8e5a0a3df8f0acefe0a9009615380bd22951cf693efece6beb9dfe1","https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.29.0\u002Fpathway-0.29.0-cp310-abi3-macosx_11_0_arm64.whl",{"fileName":242,"sizeMb":243,"sha256":244,"downloadCount":113,"originUrl":245},"pathway-0.29.0-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl",68.33,"62611e0f2be981a3b41dbfaf5c67e06cdf766c6f5ea57e7047a739c1f44c7192","https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.29.0\u002Fpathway-0.29.0-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl",{"fileName":247,"sizeMb":248,"sha256":249,"downloadCount":181,"originUrl":250},"pathway-0.29.0-cp310-abi3-manylinux_2_28_aarch64.whl",64.21,"4a6680a65b09ff2e08db3fdbdfe5d47d0bfe38832bc3c270cb03ef0a9f639963","https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.29.0\u002Fpathway-0.29.0-cp310-abi3-manylinux_2_28_aarch64.whl",{"tag":252,"publishAt":253,"semVer":254,"prerelease":59,"assets":256},"v0.28.0","2026-01-08T08:06:06Z",[24,255,24],28,[257,263,268,273],{"fileName":258,"sizeMb":259,"sha256":260,"downloadCount":261,"originUrl":262},"pathway-0.28.0-cp310-abi3-macosx_10_15_x86_64.whl",63.94,"43bbdf89e656167da7b1b98a0acfec06ae42ff2526c2b5474f5e9ee3d70a4751",15,"https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.28.0\u002Fpathway-0.28.0-cp310-abi3-macosx_10_15_x86_64.whl",{"fileName":264,"sizeMb":265,"sha256":266,"downloadCount":129,"originUrl":267},"pathway-0.28.0-cp310-abi3-macosx_11_0_arm64.whl",60.58,"8e4d768bfcb1cbeb0ad586141a9ebaf4a0ab53eb1c2e1609e7eec54f97a1ba8a","https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.28.0\u002Fpathway-0.28.0-cp310-abi3-macosx_11_0_arm64.whl",{"fileName":269,"sizeMb":270,"sha256":271,"downloadCount":135,"originUrl":272},"pathway-0.28.0-cp310-abi3-manylinux_2_24_x86_64.whl",67.6,"50ac7813882df35c8042e77d1191adc5b7ff1d42aa82e7c97c74e2207ddb1584","https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.28.0\u002Fpathway-0.28.0-cp310-abi3-manylinux_2_24_x86_64.whl",{"fileName":274,"sizeMb":275,"sha256":276,"downloadCount":129,"originUrl":277},"pathway-0.28.0-cp310-abi3-manylinux_2_28_aarch64.whl",63.52,"3fbbbffcaf27c212b8ebec2090baa06cddb1f8e7abeeb33c13539bd3a0c7034c","https:\u002F\u002Fgithub.com\u002Fpathwaycom\u002Fpathway\u002Freleases\u002Fdownload\u002Fv0.28.0\u002Fpathway-0.28.0-cp310-abi3-manylinux_2_28_aarch64.whl",[279,312,335,354,373,389],{"owner":280,"repo":281,"repoId":282,"category":51,"subgroup":52,"language":19,"tags":283,"starCount":302,"ownerUid":303,"latestTag":304,"platforms":305,"lastReleaseTime":309,"downloadCount":310,"description":311},"unslothai","unsloth",725205304,[284,285,286,287,288,289,290,291,292,293,294,44,295,296,297,298,299,300,301,281],"agent","ai","chatgpt","deepseek","fine-tuning","gemma","image-generation","llama","llm","llms","openai","qwen","reinforcement-learning","self-hosted","stable-diffusion","text-to-speech","tts","ui",78618,150920049,"v0.1.911-beta",[306,307,308],"windows","mac","linux","2026-10-26T14:23:54Z",12443,"一个用于加速大型语言模型（LLM）微调的开源库，支持大幅降低显存占用并提升训练速度。",{"owner":313,"repo":314,"repoId":315,"category":51,"subgroup":52,"language":19,"tags":316,"starCount":328,"ownerUid":329,"latestTag":330,"platforms":331,"lastReleaseTime":332,"downloadCount":333,"description":334},"openbq-org","OpenBB",323048702,[285,317,318,319,320,321,322,323,324,325,44,326,327],"crypto","derivatives","economics","equity","finance","fixed-income","machine-learning","openbb","options","quantitative-finance","stocks",74466,328144346,"ODP",[306,307],"2026-09-30T01:47:43Z",1099,"OpenBB 是面向分析师、量化研究员和 AI Agent 的开放金融数据平台，以 Python 库与 REST API 形式聚合股票、期权、加密货币、宏观经济等多源数据，一次接入多处消费。",{"owner":336,"repo":337,"repoId":338,"category":51,"subgroup":52,"language":19,"tags":339,"starCount":346,"ownerUid":347,"latestTag":348,"platforms":349,"lastReleaseTime":351,"downloadCount":352,"description":353},"psf","requests",1362490,[340,341,342,343,344,44,345,337],"client","cookies","forhumans","http","humans","python-requests",54522,50630501,"v2.34.2",[350],"other","2026-05-14T19:27:15Z",1182,"Requests 是 Python 最流行的 HTTP 客户端库，用极简 API 发送 HTTP\u002F1.1 请求，自动处理查询串、表单编码、Cookie、认证与压缩解码。",{"owner":355,"repo":356,"repoId":357,"category":51,"subgroup":52,"language":19,"tags":358,"starCount":367,"ownerUid":368,"latestTag":369,"platforms":370,"lastReleaseTime":371,"downloadCount":153,"description":372},"run-llama","llama_index",560704231,[359,360,361,288,362,363,292,364,365,366],"agents","application","data","framework","llamaindex","multi-agents","rag","vector-database",52579,130722866,"v0.14.25",[350],"2026-09-21T16:22:27Z","LlamaIndex 是一个面向大语言模型应用的开源数据框架（Python），提供数据连接器、索引、查询引擎与 Agent 编排，把私有数据接入 LLM 构建 RAG 与智能体应用。",{"owner":374,"repo":375,"repoId":376,"category":51,"subgroup":52,"language":19,"tags":377,"starCount":382,"ownerUid":383,"latestTag":384,"platforms":385,"lastReleaseTime":386,"downloadCount":387,"description":388},"pandas-dev","pandas",858127,[378,379,380,381,375,44],"alignment","data-analysis","data-science","flexible",50247,21206976,"v3.1.0",[350],"2026-10-22T13:20:42Z",164,"pandas 是 Python 最流行的数据分析与处理库，提供类似 R data.frame 的带标签数据结构 Series 与 DataFrame，覆盖清洗、对齐、分组聚合、时间序列等日常数据工作全流程。",{"owner":390,"repo":391,"repoId":392,"category":51,"subgroup":52,"language":393,"tags":394,"starCount":400,"ownerUid":401,"latestTag":402,"platforms":403,"lastReleaseTime":404,"downloadCount":405,"description":406},"jgthms","bulma",50264296,"CSS",[395,396,397,398,399],"css","css-framework","design","flexbox","html",50039,1254808,"1.0.4",[350],"2025-04-19T14:02:58Z",49173,"Bulma 是一个基于 Flexbox 的现代纯 CSS 框架，无需任何 JavaScript 即可构建响应式界面，提供栅格、组件与修饰符体系，兼容各主流浏览器。",{"description":408,"readmeHtml":409},"Pathway 是一个 Python ETL 框架，统一处理批数据与流数据，适用于流处理、实时分析、LLM 管道与 RAG，底层由基于 Differential Dataflow 的 Rust 引擎驱动。","\u003Ch2 id=\"项目概述\">项目概述\u003C\u002Fh2>\u003Cp>Pathway 是一个面向实时数据处理的 Python ETL 框架：写一套 Python 代码，既能跑批任务，也能处理 Kafka 等持续数据流，还能直接搭建 LLM 与 RAG 管道。虽然 API 是 Python，执行由基于 Differential Dataflow 的可伸缩 Rust 引擎完成，自动做增量计算，支持多线程、多进程与分布式部署，管道全程驻留内存，可用 Docker 和 Kubernetes 一键部署。开发、CI 测试、批作业、流回放用同一份代码。\u003C\u002Fp>\n\u003Ctable>\n\u003Cthead>\n\u003Ctr>\n\u003Cth>项目\u003C\u002Fth>\n\u003Cth>内容\u003C\u002Fth>\n\u003C\u002Ftr>\n\u003C\u002Fthead>\n\u003Ctbody>\u003Ctr>\n\u003Ctd>语言\u003C\u002Ftd>\n\u003Ctd>Python API（Rust 引擎）\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd>平台\u003C\u002Ftd>\n\u003Ctd>Linux、macOS、Windows，支持 Docker \u002F Kubernetes\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd>场景\u003C\u002Ftd>\n\u003Ctd>流处理、实时分析、LLM 管道、RAG\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd>许可\u003C\u002Ftd>\n\u003Ctd>BSL 1.1\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003C\u002Ftbody>\u003C\u002Ftable>\n\u003Cblockquote>\n\u003Cp>一套代码，批流统一，Rust 引擎跑出 C++ 级性能。\u003C\u002Fp>\n\u003C\u002Fblockquote>\n\u003Ch2 id=\"主要功能\">主要功能\u003C\u002Fh2>\u003Cul>\n\u003Cli>\u003Cstrong>批流统一\u003C\u002Fstrong>：同一份代码处理静态数据与持续数据流，从批切到流零改动\u003C\u002Fli>\n\u003Cli>\u003Cstrong>丰富连接器\u003C\u002Fstrong>：内置 Kafka、PostgreSQL、GDrive、SharePoint 等连接器，Airbyte 连接器可接入 300 多种数据源，也支持自定义连接器\u003C\u002Fli>\n\u003Cli>\u003Cstrong>有状态与无状态变换\u003C\u002Fstrong>：join、窗口、排序等有状态算子用 Rust 原生实现，任意 Python 函数也能直接嵌入管道\u003C\u002Fli>\n\u003Cli>\u003Cstrong>LLM 与 RAG 工具链\u003C\u002Fstrong>：内置主流 LLM 服务封装与向量检索组件，实时数据源接入即可构建动态 RAG\u003C\u002Fli>\n\u003Cli>\u003Cstrong>计算持久化\u003C\u002Fstrong>：保存计算状态，管道在更新或崩溃后可断点恢复\u003C\u002Fli>\n\u003Cli>\u003Cstrong>一致性保障\u003C\u002Fstrong>：框架统一处理时间语义，保证计算结果一致\u003C\u002Fli>\n\u003Cli>\u003Cstrong>增量计算\u003C\u002Fstrong>：数据更新时只重算受影响部分，无需全量重跑\u003C\u002Fli>\n\u003Cli>\u003Cstrong>可伸缩部署\u003C\u002Fstrong>：Rust 引擎支持多线程、多进程与分布式，内存级性能\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Ch2 id=\"适用人群\">适用人群\u003C\u002Fh2>\u003Cul>\n\u003Cli>构建实时数据管道的数据工程师\u003C\u002Fli>\n\u003Cli>开发动态 RAG 与 LLM 应用的团队\u003C\u002Fli>\n\u003Cli>需要实时监控与告警的运维场景\u003C\u002Fli>\n\u003Cli>处理 Kafka \u002F IoT 数据流的开发人员\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Ch2 id=\"快速上手\">快速上手\u003C\u002Fh2>\u003Col>\n\u003Cli>安装：\u003Ccode>pip install -U pathway\u003C\u002Fcode>\u003C\u002Fli>\n\u003Cli>定义管道（以监听目录为例）：\u003C\u002Fli>\n\u003C\u002Fol>\n\u003Cdiv class=\"code-block\">\u003Cpre>\u003Ccode class=\"hljs language-python\">import pathway as pw\n\nt = pw.io.fs.read('.\u002Finput', format='csv')\nresult = t.groupby(t.key).reduce(total=pw.reducers.sum(t.value))\npw.io.csv.write(result, '.\u002Foutput')\npw.run()\u003C\u002Fcode>\u003C\u002Fpre>\u003C\u002Fdiv>\u003Col start=\"3\">\n\u003Cli>流式场景把数据源换成 \u003Ccode>pw.io.kafka.read\u003C\u002Fcode> 即可，其余代码不变\u003C\u002Fli>\n\u003Cli>官方模板库提供实时 ETL、日志告警、RAG 等可直接运行的示例\u003C\u002Fli>\n\u003C\u002Fol>\n\u003Ch2 id=\"核心优势\">核心优势\u003C\u002Fh2>\u003Cul>\n\u003Cli>\u003Cstrong>开发即生产\u003C\u002Fstrong>：同一份代码覆盖本地开发、CI、批作业与流处理，无需为流式重写\u003C\u002Fli>\n\u003Cli>\u003Cstrong>性能强劲\u003C\u002Fstrong>：Python 写代码，Rust 引擎执行，增量计算让更新代价极低\u003C\u002Fli>\n\u003Cli>\u003Cstrong>部署简单\u003C\u002Fstrong>：管道全内存运行，Docker 与 Kubernetes 开箱即用\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Ch2 id=\"系统要求\">系统要求\u003C\u002Fh2>\u003Ctable>\n\u003Cthead>\n\u003Ctr>\n\u003Cth>项目\u003C\u002Fth>\n\u003Cth>要求\u003C\u002Fth>\n\u003C\u002Ftr>\n\u003C\u002Fthead>\n\u003Ctbody>\u003Ctr>\n\u003Ctd>语言\u003C\u002Ftd>\n\u003Ctd>Python\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd>操作系统\u003C\u002Ftd>\n\u003Ctd>Linux、macOS、Windows\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd>部署\u003C\u002Ftd>\n\u003Ctd>支持 Docker、Kubernetes\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003C\u002Ftbody>\u003C\u002Ftable>\n\u003Ch2 id=\"注意事项\">注意事项\u003C\u002Fh2>\u003Cul>\n\u003Cli>\u003Cstrong>许可模式\u003C\u002Fstrong>：采用 BSL 1.1 许可，非生产用途免费，商用与转售条款需阅读 LICENSE 确认\u003C\u002Fli>\n\u003Cli>\u003Cstrong>LLM 功能为 xpack\u003C\u002Fstrong>：部分 LLM 高级封装在 xpack 模块中，使用前查看对应文档\u003C\u002Fli>\n\u003C\u002Ful>\n",1793197922638]