From 3583a968b7f1f18183e6fd0632d3b33096546611 Mon Sep 17 00:00:00 2001 From: Gaurav Vaidya Date: Mon, 6 Jul 2026 18:39:21 -0400 Subject: [PATCH 01/15] Moved NodeNorm into a subdir of log-analysis. --- log-analysis/{ => nodenorm}/NodeNorm_log_analysis.ipynb | 0 log-analysis/{ => nodenorm}/logs/README.md | 0 2 files changed, 0 insertions(+), 0 deletions(-) rename log-analysis/{ => nodenorm}/NodeNorm_log_analysis.ipynb (100%) rename log-analysis/{ => nodenorm}/logs/README.md (100%) diff --git a/log-analysis/NodeNorm_log_analysis.ipynb b/log-analysis/nodenorm/NodeNorm_log_analysis.ipynb similarity index 100% rename from log-analysis/NodeNorm_log_analysis.ipynb rename to log-analysis/nodenorm/NodeNorm_log_analysis.ipynb diff --git a/log-analysis/logs/README.md b/log-analysis/nodenorm/logs/README.md similarity index 100% rename from log-analysis/logs/README.md rename to log-analysis/nodenorm/logs/README.md From 04fc612c151d833b0a37160c6dc473bce076f84a Mon Sep 17 00:00:00 2001 From: Gaurav Vaidya Date: Mon, 6 Jul 2026 18:40:48 -0400 Subject: [PATCH 02/15] Added Marimo. --- pyproject.toml | 5 + uv.lock | 1370 ++++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 1375 insertions(+) diff --git a/pyproject.toml b/pyproject.toml index c5fbd4ea..5e296ab6 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -32,3 +32,8 @@ packages = ["src"] # (including node_modules) during collection. testpaths = ["tests"] timeout = 300 + +[dependency-groups] +dev = [ + "marimo[recommended]>=0.23.13", +] diff --git a/uv.lock b/uv.lock index 18f74c62..163a23fd 100644 --- a/uv.lock +++ b/uv.lock @@ -2,6 +2,22 @@ version = 1 revision = 3 requires-python = ">=3.11" +[[package]] +name = "altair" +version = "6.2.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "jinja2" }, + { name = "jsonschema" }, + { name = "narwhals" }, + { name = "packaging" }, + { name = "typing-extensions", marker = "python_full_version < '3.15'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/06/a1/5e6cc638a66da48cfc89a79c2f4810dfec00b63385f9b009ab1f069779bb/altair-6.2.2.tar.gz", hash = "sha256:a1ff9d9cfe81c75414641826312b9471780e19d39293ba0b012933f6b6cba0fe", size = 766606, upload-time = "2026-06-23T12:47:13.384Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e3/99/d6031f4f146298951c46b1bf1cc160c2a63f6e44b3c13a30054add100d5f/altair-6.2.2-py3-none-any.whl", hash = "sha256:94014f8ad8617c3cb163d1137359cd6db5ba134b9b46d93cfd8b609fd245a583", size = 797613, upload-time = "2026-06-23T12:47:11.451Z" }, +] + [[package]] name = "annotated-types" version = "0.7.0" @@ -11,6 +27,19 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" }, ] +[[package]] +name = "anyio" +version = "4.14.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "idna" }, + { name = "typing-extensions", marker = "python_full_version < '3.13'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/3b/72/5562aabb8dd7181e8e860622a38bea08d17842b99ecd4c91f84ac95251b0/anyio-4.14.1.tar.gz", hash = "sha256:8d648a3544c1a700e3ff78615cd679e4c5c3f149904287e73687b2596963629e", size = 254831, upload-time = "2026-06-24T20:56:06.017Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b0/7b/90df4a0a816d98d6ea26f559d87836d494a2cf1fcf063be67df50a7bcc30/anyio-4.14.1-py3-none-any.whl", hash = "sha256:4e5533c5b8ff0a24f5d7a176cbe6877129cd183893f66b537f8f227d10527d72", size = 124875, upload-time = "2026-06-24T20:56:04.413Z" }, +] + [[package]] name = "attrs" version = "25.4.0" @@ -34,6 +63,11 @@ dependencies = [ { name = "requests" }, ] +[package.dev-dependencies] +dev = [ + { name = "marimo", extra = ["recommended"] }, +] + [package.metadata] requires-dist = [ { name = "black", specifier = ">=25.9.0" }, @@ -45,6 +79,9 @@ requires-dist = [ { name = "requests", specifier = ">=2.32.5" }, ] +[package.metadata.requires-dev] +dev = [{ name = "marimo", extras = ["recommended"], specifier = ">=0.23.13" }] + [[package]] name = "black" version = "26.1.0" @@ -91,6 +128,104 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/9a/3c/c17fb3ca2d9c3acff52e30b309f538586f9f5b9c9cf454f3845fc9af4881/certifi-2026.2.25-py3-none-any.whl", hash = "sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa", size = 153684, upload-time = "2026-02-25T02:54:15.766Z" }, ] +[[package]] +name = "cffi" +version = "2.1.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "pycparser" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/57/5f/ff100cae70ebe9d8df1c01a00e510e45d9adb5c1fdda84791b199141de97/cffi-2.1.0.tar.gz", hash = "sha256:efc1cdd798b1aaf39b4610bba7aad28c9bea9b910f25c784ccf9ec1fa719d1f9", size = 531036, upload-time = "2026-07-06T21:34:30.382Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d3/67/85c89a59ba36a671e79638f44d466749f08179266a57e4f2ffdf92174072/cffi-2.1.0-cp311-cp311-macosx_10_15_x86_64.whl", hash = "sha256:02cb7ff33ded4f1532476731f89ede53e2e488a8e6205515a82144246ffa7dcc", size = 183845, upload-time = "2026-07-06T21:32:26.32Z" }, + { url = "https://files.pythonhosted.org/packages/ea/dd/e3b0baa2d3d6a857ac72b7efbf18e32e487c9cdafcc13049ad765495b15e/cffi-2.1.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:f5bce581e6b8c235e566a14768a943b172ada3ed73537bb0c0be1edee312d4e7", size = 184186, upload-time = "2026-07-06T21:32:28.025Z" }, + { url = "https://files.pythonhosted.org/packages/65/68/9f3ef890cf3c6ab97bd531c5677f67613d302165d16f8142b2811782a614/cffi-2.1.0-cp311-cp311-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:30b65779d598c370374fefabf138d456fd6f3216bfa7bedfab1ba82025b0cd93", size = 211892, upload-time = "2026-07-06T21:32:29.565Z" }, + { url = "https://files.pythonhosted.org/packages/22/d7/1a74539db16d8bfd839ff1515948948efbb162e574650fd3d846896eea95/cffi-2.1.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:88023dfe18799507b73f1dbb0d14326a17465de1bc9c9c7655c22845e9ddc3a2", size = 218793, upload-time = "2026-07-06T21:32:30.951Z" }, + { url = "https://files.pythonhosted.org/packages/ec/d1/9a5b7169499e8e8d8e636de70b97ac7c9447104d2ff1a2cd94790cea5162/cffi-2.1.0-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:0a96b74cda968eebbad56d973efe5098974f0a9fb323865bf99ea1fd24e3e64c", size = 205737, upload-time = "2026-07-06T21:32:32.216Z" }, + { url = "https://files.pythonhosted.org/packages/ba/b0/e131a9c41f10607926278453d9596163594fe1c4ebc46efe3b5e5b34eb84/cffi-2.1.0-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:a5781494d4d400a3f47f8f1da94b324f6e6b440a53387774002890a2a2f4b50f", size = 204909, upload-time = "2026-07-06T21:32:33.655Z" }, + { url = "https://files.pythonhosted.org/packages/fb/d2/4398416cd699b35167947c6e22aca52c47e69ad5695073c9f1f2c52e04aa/cffi-2.1.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:aa7a1b53a2a4452ada2d1b5dade9960b2522f1e61293a811a077439e39029565", size = 217883, upload-time = "2026-07-06T21:32:35.173Z" }, + { url = "https://files.pythonhosted.org/packages/a2/a5/d4fe77b589e5e82d43ebc809bf2e6474afe8e48e32ea050b9357645b6471/cffi-2.1.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:9d8272c0e483b024e1b9ad029821470ed8ec65631dbd90217469da0e7cd89f1c", size = 221251, upload-time = "2026-07-06T21:32:36.527Z" }, + { url = "https://files.pythonhosted.org/packages/22/f0/a2fc43084c0433caf7f461bccc013e28f848d04ee1c5ed7fce71423cf4d9/cffi-2.1.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:7762faa47e8ff7eb80bd261d9a7d8eea2d8baa69de5e95b70c1f338bbe712f02", size = 214250, upload-time = "2026-07-06T21:32:37.852Z" }, + { url = "https://files.pythonhosted.org/packages/04/8c/b925975448cf20634a9fbd5efceb807219db452653648d2897c0989cab2d/cffi-2.1.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:89095c1968b4ba8285840e131bf2891b09ae137fe2146905acae0354fbce1b5e", size = 219441, upload-time = "2026-07-06T21:32:39.146Z" }, + { url = "https://files.pythonhosted.org/packages/eb/da/5c4918a2d61d86fa927d716cb3d8e4626ef8dc8f605a599d32f33897f59a/cffi-2.1.0-cp311-cp311-win32.whl", hash = "sha256:64c753a0f87a256020004f37a1c8c02c480e725f910f0b2a0f3f07debd1b2479", size = 174496, upload-time = "2026-07-06T21:32:40.467Z" }, + { url = "https://files.pythonhosted.org/packages/f9/c8/6c2de1d55cf35ef8b92885d5ef280790f0fb9634d87ea1cc315176aecd61/cffi-2.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:4f26194e3d95e06501b942642855aed4f953d55e95d7d01b7c4483db3ecff458", size = 185113, upload-time = "2026-07-06T21:32:41.761Z" }, + { url = "https://files.pythonhosted.org/packages/9e/4e/e8d7cb5783f1841a3c8fb3a7735838d7484d08ec08c9f984b14cac1ac0e9/cffi-2.1.0-cp311-cp311-win_arm64.whl", hash = "sha256:35aaea0c7ee0e58a5cd8c2fd1a48fdf7ece0d2699b7ecdda08194e9ce5dd9b3d", size = 179927, upload-time = "2026-07-06T21:32:42.961Z" }, + { url = "https://files.pythonhosted.org/packages/1e/85/990925db5df586ec90beb97529c853497e7f85ba0234830447faf41c3057/cffi-2.1.0-cp312-cp312-macosx_10_15_x86_64.whl", hash = "sha256:df2b82571a1b30f58a87bf4e5a9e78d2b1eff6c6ce8fd3aa3757221f93f0863f", size = 184829, upload-time = "2026-07-06T21:32:44.324Z" }, + { url = "https://files.pythonhosted.org/packages/4b/92/e7bb136ad6b5352603732cf907ef862ca103f20f2031c1735a46300c20c9/cffi-2.1.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:78474632761faa0fb96f30b1c928c84ebcf68713cbb80d15bab09dfe61640fde", size = 184728, upload-time = "2026-07-06T21:32:45.683Z" }, + { url = "https://files.pythonhosted.org/packages/c3/c0/d1ec30ffb370f748f2fb54425972bfef9871e0132e82fb589c46b6676049/cffi-2.1.0-cp312-cp312-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:5972433ad71a9e46516584ef60a0fda12d9dc459938d1539c3ddecf9bdc1368d", size = 214815, upload-time = "2026-07-06T21:32:48.557Z" }, + { url = "https://files.pythonhosted.org/packages/1b/dc/5620cf930688be01f2d673804291de757a934c90b946dbdc3d84130c2ea4/cffi-2.1.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:b6422532152adf4e59b110cb2808cee7a033800952f5c036b4af047ee43199e7", size = 222429, upload-time = "2026-07-06T21:32:49.848Z" }, + { url = "https://files.pythonhosted.org/packages/4b/a4/77b53abbf7a1e0beb9637edbef2a94d15f9c822f591e85d439ffd91519a6/cffi-2.1.0-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:46b1c8db8f6122420f32d02fffb924c2fe9bc772d228c7c711748fff56aabb2b", size = 210315, upload-time = "2026-07-06T21:32:51.221Z" }, + { url = "https://files.pythonhosted.org/packages/58/0c/f528df19cc94b675087324d4760d9e6d5bfae97d6217aa4fac43de4f5fcc/cffi-2.1.0-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:d9fafc5aa2e2a39aaf7f8cc0c1f044a9b07fca12e558dca53a3cc5c654ad67a7", size = 208859, upload-time = "2026-07-06T21:32:52.512Z" }, + { url = "https://files.pythonhosted.org/packages/62/f2/c9522a81c32132799a1972c39f5c5f8b4c8b9f00488a23feaa6c06f07741/cffi-2.1.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1e9f50d192a3e525b15a75ab5114e442d83d657b7ec29182a991bc9a88fd3a66", size = 221844, upload-time = "2026-07-06T21:32:53.704Z" }, + { url = "https://files.pythonhosted.org/packages/6e/28/bd53988b9833e8f8ad539d26f4c07a6b3f6bcb1e9e02e7ca038250b3428d/cffi-2.1.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:98fff996e983a36d3aa2eca83af40c5821202e7e6f32d13ae94e3d2286f10cfe", size = 225287, upload-time = "2026-07-06T21:32:54.907Z" }, + { url = "https://files.pythonhosted.org/packages/79/99/0d0fd37f055224085f42bbb2c022d002e17dde4a97972822327b07d84101/cffi-2.1.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:379de10ce1ba048b1448599d1b37b24caee16309d1ac98d3982fc997f768700b", size = 223681, upload-time = "2026-07-06T21:32:56.329Z" }, + { url = "https://files.pythonhosted.org/packages/b0/80/c138990aa2a70b1a269f6e06348729836d733d6f970867943f61d367f8cc/cffi-2.1.0-cp312-cp312-win32.whl", hash = "sha256:9b8f0f26ca4e7513c534d351eca551947d053fac438f2a04ac96d882909b0d3a", size = 175269, upload-time = "2026-07-06T21:32:57.777Z" }, + { url = "https://files.pythonhosted.org/packages/a8/eb/f636456ff21a83fc13c032b58cc5dde061691546ac79efa284b2989b7982/cffi-2.1.0-cp312-cp312-win_amd64.whl", hash = "sha256:c97f080ea627e2863524c5af3836e2270b5f5dfff1f104392b959f8df0c5d384", size = 185881, upload-time = "2026-07-06T21:32:59.253Z" }, + { url = "https://files.pythonhosted.org/packages/dd/2c/400ea43e721727dca8a65c4521390e9196757caba4a45643acb2b63271b8/cffi-2.1.0-cp312-cp312-win_arm64.whl", hash = "sha256:6d194185eabd279f1c05ebe3504265ddfc5ad2b58d0714f7db9f01da592e9eb6", size = 180088, upload-time = "2026-07-06T21:33:02.278Z" }, + { url = "https://files.pythonhosted.org/packages/96/88/a996879e2eeccb815f6e3a5967b12a308257412acec882039d386bd2aa7b/cffi-2.1.0-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:10537b1df4967ca26d21e5072d7d54188354483b91dc75058968d3f0cf13fbda", size = 194331, upload-time = "2026-07-06T21:33:03.697Z" }, + { url = "https://files.pythonhosted.org/packages/58/85/7ae00d5c8dd6266f4e944c3db630f3c5c9a98b61d469c714d848b1d8138a/cffi-2.1.0-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:a95b05f9baf29b91171b3a8bd2020b028835243e7b0ff6bb23e2a3c228518b1b", size = 196966, upload-time = "2026-07-06T21:33:05.353Z" }, + { url = "https://files.pythonhosted.org/packages/8c/e9/45c3a76ad8d43ad9261f4c95436da61128d3ca545d72b9612c0ab5be0b1c/cffi-2.1.0-cp313-cp313-macosx_10_15_x86_64.whl", hash = "sha256:15faec4adfff450819f3aee0e2e02c812de6edb88203aa58807955db2003472a", size = 184795, upload-time = "2026-07-06T21:33:06.699Z" }, + { url = "https://files.pythonhosted.org/packages/84/4c/82f132cb4418ee6d953d982b19191e87e2a6372c8a4ce36e50b69d6ade4a/cffi-2.1.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:716ff8ec22f20b4d988b12884086bcef0fc99737043e503f7a3935a6be99b1ea", size = 184746, upload-time = "2026-07-06T21:33:08.071Z" }, + { url = "https://files.pythonhosted.org/packages/a0/1c/4ed5a0e5bdca6cbc275556de3328dd1b76fd0c11cc13c88fe66d1d8715f2/cffi-2.1.0-cp313-cp313-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:63960549e4f8dc41e31accb97b975abaecfc44c03e396c093a6436763c2ea7db", size = 214747, upload-time = "2026-07-06T21:33:09.671Z" }, + { url = "https://files.pythonhosted.org/packages/3a/a6/e879bb68cc23a2bc9ba8f4b7d8019f0c2694bad2ab6c4a3701d429439f58/cffi-2.1.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ff067a8d8d880e7809e4ac88eb009bb848870115317b306666502ccad30b147f", size = 222392, upload-time = "2026-07-06T21:33:10.896Z" }, + { url = "https://files.pythonhosted.org/packages/88/f6/01890cfd63c08f8eb96a8319b0443690197d240a8bd6346048cf7bde9190/cffi-2.1.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:3b926723c13eba9f81d2ef3820d63aeceec3b2d4639906047bf675cb8a7a500d", size = 210285, upload-time = "2026-07-06T21:33:12.251Z" }, + { url = "https://files.pythonhosted.org/packages/a6/cf/2b684132056f438567b61e19d690dd31cd0921ace051e0a458be6074369e/cffi-2.1.0-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:47ff3a8bfd8cb9da1af7524b965127095055654c177fcfc7578debcb015eecd0", size = 208801, upload-time = "2026-07-06T21:33:13.617Z" }, + { url = "https://files.pythonhosted.org/packages/6f/08/f2e7d62c460faae0926f2d6e423694aa409ced3bc1fe2927a0a6e5f05416/cffi-2.1.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:799416bae98336e400981ff6e532d67d5c709cfb30afb79865a1315f94b0e224", size = 221808, upload-time = "2026-07-06T21:33:15.466Z" }, + { url = "https://files.pythonhosted.org/packages/38/37/04f54b8e63a02f3d908332c9effbf8c366167c6f733ed8a3d4f79b7e2a1e/cffi-2.1.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:961be50688f7fba2fa65f63712d3b9b341a22311f5253460ce933f52f0de1c8c", size = 225241, upload-time = "2026-07-06T21:33:16.869Z" }, + { url = "https://files.pythonhosted.org/packages/a9/d6/c72eecca433cd3e681c65ed313ab4835d9d4a379704d0f628a6a05f51c2e/cffi-2.1.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:bf5c6cf48238b0eb4c086978c492ad1cbc22373fc5b2d7353b3a598ce6db887a", size = 223588, upload-time = "2026-07-06T21:33:18.239Z" }, + { url = "https://files.pythonhosted.org/packages/c6/4b/e706f67279140f92939da3475ad610df18bfd52d50f14953a8e5fede71d5/cffi-2.1.0-cp313-cp313-win32.whl", hash = "sha256:db3eb7d46527159a878ec3460e9d40615bc25ba337d477db681aea6e4f05c5d2", size = 175248, upload-time = "2026-07-06T21:33:19.799Z" }, + { url = "https://files.pythonhosted.org/packages/5a/47/59eb7975cb0e4ef0afa764ea945b29a5bb4537a9f771cb7d6c8a5dd74c95/cffi-2.1.0-cp313-cp313-win_amd64.whl", hash = "sha256:8e74a6135550c4748af665b1b1118b6aab33b1fc6a16f9aff630af107c3b4512", size = 185717, upload-time = "2026-07-06T21:33:21.47Z" }, + { url = "https://files.pythonhosted.org/packages/5a/af/34fee85c48f8d94efc8597bc09470c9dd274c145f1c12e0fbc6ab6d38d74/cffi-2.1.0-cp313-cp313-win_arm64.whl", hash = "sha256:2282cd5e38aa8accd03e99d1256af8411c84cdbee6a89d841b563fdbd1f3e50f", size = 180114, upload-time = "2026-07-06T21:33:22.515Z" }, + { url = "https://files.pythonhosted.org/packages/d8/f0/81478e482afa03f6d18dc8f2afb5edc45b3080853b634b5ed91961be0998/cffi-2.1.0-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:d2117334c3af3bdcb9a88522b844a2bdb5efdc4f71c6c822df55486ae1c3347a", size = 194142, upload-time = "2026-07-06T21:33:23.657Z" }, + { url = "https://files.pythonhosted.org/packages/7d/95/8de304305cd9204974b0ca051b86d307cafca13aa575a0ef1b44d92c0d8c/cffi-2.1.0-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:702c436735fbe99d59ada02a1f65cfc0d31c0ee8b7290912f8fbc5cd1e4b16c3", size = 196819, upload-time = "2026-07-06T21:33:25.007Z" }, + { url = "https://files.pythonhosted.org/packages/20/71/7c8372d30e42415602ed9f268f7cfd66f1b855fed881ecd168bcb45dbc0b/cffi-2.1.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:1ff3456eab0d889592d1936d6125bbfbc7ae4d3354a700f8bd80450a66445d4d", size = 184965, upload-time = "2026-07-06T21:33:26.605Z" }, + { url = "https://files.pythonhosted.org/packages/d6/5c/584e626835f0375c928176c04137c96927165cb8733cdb3150ec04e5ee5e/cffi-2.1.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:c4165821e131d6d4ca444347c2b694e2311bcfa3fe5a861cc72968f28867beac", size = 184952, upload-time = "2026-07-06T21:33:27.823Z" }, + { url = "https://files.pythonhosted.org/packages/2e/d2/065fcae1c73979fac8e054462478d0ff8a29c40cdc2ed7ea5676a061df53/cffi-2.1.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:276f20fffd7b396e12516ba8edf9509210ac248cbbc5acbc39cd512f9f59ebe6", size = 222353, upload-time = "2026-07-06T21:33:29.178Z" }, + { url = "https://files.pythonhosted.org/packages/ed/a5/e8bbb1ce5b3ac2f53ad6a10bde44318a5a8d99d4f4a000d44a6e39aeb3e4/cffi-2.1.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:7d5980a3433d4b71a5e120f9dd551403d7824e31e2e67124fe2769c404c06913", size = 210051, upload-time = "2026-07-06T21:33:30.534Z" }, + { url = "https://files.pythonhosted.org/packages/28/ed/c127d3ac36e899c965e3361357c3befacd6578c03f40125183e41c3b219e/cffi-2.1.0-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:6ca4919c6e4f89aa99c42510b42cf54596892c00b3f9077f6bdd1505e24b9c8d", size = 208630, upload-time = "2026-07-06T21:33:31.753Z" }, + { url = "https://files.pythonhosted.org/packages/cc/d7/97d3136f81db489ec8d1d67748c110d6c994268fd7528014aa9f2b085e4e/cffi-2.1.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d53d10f7da99ae46f7373b9150393e9c5eab9b224909982b43832668de4779f5", size = 221593, upload-time = "2026-07-06T21:33:33.044Z" }, + { url = "https://files.pythonhosted.org/packages/d3/27/93195977168ee63aed233a1a0993a2178798654d1f4bddcdd321d6fd3b21/cffi-2.1.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:c351efb95e832a853a29361675f33a7ce53de1a109cd73fd47af0712213aa4ce", size = 225146, upload-time = "2026-07-06T21:33:34.224Z" }, + { url = "https://files.pythonhosted.org/packages/b3/c1/6dbd291ee2ae5a50a034aa057207081f545923bbf15dad4511e985aafff5/cffi-2.1.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:dbf7c7a88e2bac086f06d14577332760bdeecc42bdec8ac4077f6260557d9326", size = 223240, upload-time = "2026-07-06T21:33:35.57Z" }, + { url = "https://files.pythonhosted.org/packages/0f/6f/ade5ce9863a57992a6ea3d0d10d7e29b8749fc127204b3d493d667b2815f/cffi-2.1.0-cp314-cp314-win32.whl", hash = "sha256:1854b724d00f6654c742097d5387569021be12d3a0f770eae1df8f8acfcc6acd", size = 177723, upload-time = "2026-07-06T21:33:51.626Z" }, + { url = "https://files.pythonhosted.org/packages/41/de/92b9eeed4ae4a21d6fd9b2a2c8505cbed573299902ea73981cc13f7ff62c/cffi-2.1.0-cp314-cp314-win_amd64.whl", hash = "sha256:1b96bfe2c4bd825681b7d311ad6d9b7280a091f43e8f63da5729638083cd3bfb", size = 187937, upload-time = "2026-07-06T21:33:53.403Z" }, + { url = "https://files.pythonhosted.org/packages/2e/1a/cc6ae6c2913a03aab8898eee57963cf1035b8df5872ed8b9115fcc7e2be8/cffi-2.1.0-cp314-cp314-win_arm64.whl", hash = "sha256:7d28dff1db6764108bc30788d85d61c876beff416d9a49cb9dd7c5a9f34f5804", size = 183001, upload-time = "2026-07-06T21:33:54.74Z" }, + { url = "https://files.pythonhosted.org/packages/14/f0/134c00ce0779ec86dea2aa1aac69339c2741a8045072676763512363a2ea/cffi-2.1.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:7ea6b3e2c4250ff1de21c630fe72d0f63eb95c2c32ffbf64a358cf4a8836d714", size = 188538, upload-time = "2026-07-06T21:33:36.792Z" }, + { url = "https://files.pythonhosted.org/packages/50/d8/3b86aba791cb610d24e8a3e1b2cd529e71fa15096b04e4d4e360049d4a4c/cffi-2.1.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:6af371f3767faeffc6ac1ef57cdfd25844403e9d3f476c5537caee499de96376", size = 188230, upload-time = "2026-07-06T21:33:38.011Z" }, + { url = "https://files.pythonhosted.org/packages/14/d0/117dcd9209255ad8571fbc8c92ef32593a1d294dcec91ddc4e4db50606f2/cffi-2.1.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:eb4e8997a49aa2c08a3e43c9045d224448b8941d88e7ac163c7d383e560cbf98", size = 223899, upload-time = "2026-07-06T21:33:39.514Z" }, + { url = "https://files.pythonhosted.org/packages/b6/3d/f20f8b886b254e3ad10e15cd4186d3aed49f3e6a35ab37aab9f8f25f7c03/cffi-2.1.0-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:bf01d8c84cbea96b944c73b22182e6c7c432b3475632b8111dbfdc95ddad6e13", size = 211652, upload-time = "2026-07-06T21:33:40.851Z" }, + { url = "https://files.pythonhosted.org/packages/28/3b/fad54de07260b93ddeef4b96d0131d57ea900675df1d410ae1deee52d7a6/cffi-2.1.0-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:33eb1ad83ebe8f313e0df035c406227d55a79456704a863fad9842136af5ad7d", size = 210755, upload-time = "2026-07-06T21:33:42.183Z" }, + { url = "https://files.pythonhosted.org/packages/cc/82/3d5c705acb7abbba9bbd7d79b8e62e0f25b6120eb7ae6ac49f1b721722fe/cffi-2.1.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ac0f1a2d0cfa7eea3f2aaf006ab6e70e8feeb16b75d65b7e5939982ca2f11056", size = 223933, upload-time = "2026-07-06T21:33:43.603Z" }, + { url = "https://files.pythonhosted.org/packages/6c/d0/47e338384ab6b1004241002fa616301020cea4fc95f283506565d252f276/cffi-2.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:c16914df9fb7f500e440e6875fa23ff5e0b31db01fa9c06af98d59a91f0dc2e4", size = 226749, upload-time = "2026-07-06T21:33:45.046Z" }, + { url = "https://files.pythonhosted.org/packages/70/25/65bd5b58ea4bfdfc15cde02cb5365f89ef8ab8b2adfb8fe5c4bd4233382f/cffi-2.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:5ecbd0499275d57506d397eebe1981cee87b47fcd9ef5c22cab7ed7644a39a94", size = 225703, upload-time = "2026-07-06T21:33:46.374Z" }, + { url = "https://files.pythonhosted.org/packages/dc/78/aa01ac599a8a4322533d45a1f9bc93b338276d2d59dabbe7c6d92a775c81/cffi-2.1.0-cp314-cp314t-win32.whl", hash = "sha256:7d034dcffa09e9a46c93fa3a3be402096cb5354ac6e41ab8e5cc9cd8b642ad76", size = 182857, upload-time = "2026-07-06T21:33:47.696Z" }, + { url = "https://files.pythonhosted.org/packages/b9/26/d00496b22de4d4228f32dde94ad996f350c8aad676d63bcca0743c8dea4d/cffi-2.1.0-cp314-cp314t-win_amd64.whl", hash = "sha256:0582a58f3051372229ca8e7f5f589f9e5632678208d8636fea3676711fdf7fe5", size = 194065, upload-time = "2026-07-06T21:33:48.953Z" }, + { url = "https://files.pythonhosted.org/packages/d5/dd/0c7dbf815a579ff005008a2d815a55d6bb047c349eef536d9dc53d3f0a8d/cffi-2.1.0-cp314-cp314t-win_arm64.whl", hash = "sha256:510aeeeac94811b138077451da1fb18b308a5feab47dd2b603af55804155e1c8", size = 186404, upload-time = "2026-07-06T21:33:50.309Z" }, + { url = "https://files.pythonhosted.org/packages/55/c7/8c8c50cb11c6750051daf12164098a9a6f027ac4356967fd4d800a07f242/cffi-2.1.0-cp315-cp315-ios_13_0_arm64_iphoneos.whl", hash = "sha256:2e9dabb9abcb7ad15938c7196ad5c1718a4e6d33cc79b4c0209bdb64c4a54a5c", size = 194121, upload-time = "2026-07-06T21:33:56.109Z" }, + { url = "https://files.pythonhosted.org/packages/99/e2/67680bf19a6b60d2bb7ff83baefa2a4c3d2d7dc0f3277034b802e1fc504c/cffi-2.1.0-cp315-cp315-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:37f525a7e7e50c017fdebe58b787be310ad59357ae43a053943a6e1a6c526001", size = 196820, upload-time = "2026-07-06T21:33:57.288Z" }, + { url = "https://files.pythonhosted.org/packages/ed/da/4bbe583a3b3a5c8c60892124fe17f3fa3656523faf0d3484eae90f091853/cffi-2.1.0-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:95f2954c2c9473d892eca6e0409f3568b37ab62a8eedb122461f73cc273476e3", size = 184936, upload-time = "2026-07-06T21:33:58.765Z" }, + { url = "https://files.pythonhosted.org/packages/e5/4b/1f4c36ab273980d7aa75bb126ea4f8971f24a96108acad3a0a084028c57b/cffi-2.1.0-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:cdf2448aab5f661c9315308ec8b93f4e8a1a67a3c733f8631067a2b67d5913dc", size = 185045, upload-time = "2026-07-06T21:34:00.085Z" }, + { url = "https://files.pythonhosted.org/packages/ef/c3/ad299dc38f3583f8d916b299f028af418a9ec98bc695fcbebeae7420691c/cffi-2.1.0-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:90bec57cf82089383bd06a605b3eb8daebf7e5a668520beaf6e327a83a947699", size = 222342, upload-time = "2026-07-06T21:34:01.814Z" }, + { url = "https://files.pythonhosted.org/packages/eb/d8/df4543cc087245044ed02ef3ad8e0a26619d0075ac7a77a12dc81177851b/cffi-2.1.0-cp315-cp315-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:6274dcb2d15cef48daa73ed1be5a40d501d74dccd0cd6db364776d12cb6ba022", size = 210073, upload-time = "2026-07-06T21:34:03.255Z" }, + { url = "https://files.pythonhosted.org/packages/2c/0e/fac738d73728c6cea2a88a2883dca54892496cbba88a1dc1f2909cb8a6f5/cffi-2.1.0-cp315-cp315-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:2b71d409cccee78310ab5dec549aed052aaea483346e282c7b02362596e01bb0", size = 208551, upload-time = "2026-07-06T21:34:04.433Z" }, + { url = "https://files.pythonhosted.org/packages/e6/3f/0b04a700dd64f465c93020253a793a82c9b4dff9961f48facd0df945d9b8/cffi-2.1.0-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7d3538f9c0e50670f4deb93dbb696576e60590369cae2faf7de681e597a8a1f1", size = 221649, upload-time = "2026-07-06T21:34:06.157Z" }, + { url = "https://files.pythonhosted.org/packages/5d/7c/b7379a5704c79eda57ce075869ba70a0368d1c850f803b3c0d078d39dcaf/cffi-2.1.0-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:8f9ec95b8a043d3dfbc74d9abc6f7baf524dd27a8dc160b0a32ff9cdab650c28", size = 225203, upload-time = "2026-07-06T21:34:07.489Z" }, + { url = "https://files.pythonhosted.org/packages/5a/02/d5e6c43ea85c41bda2a184a3418f195fe7cf602967a8d2b94e085b83deef/cffi-2.1.0-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:af5e2915d41fe6c961694d7bfdc8562942638200f3ce2765dfb8b745cf997629", size = 223263, upload-time = "2026-07-06T21:34:08.712Z" }, + { url = "https://files.pythonhosted.org/packages/2c/d8/772b8259bf75749adffb1c546828978381fb516f60cf701f6c83daf60c85/cffi-2.1.0-cp315-cp315-win32.whl", hash = "sha256:0a42c688d19fca6e095a53c6a6e2295a5b050a8b289f109adab02a9e61a25de6", size = 177696, upload-time = "2026-07-06T21:34:26.355Z" }, + { url = "https://files.pythonhosted.org/packages/2f/dd/afa2191fc6d57fedd26e5844a2fe2fcc0bbfa00961bbaa5a41e4921e7cca/cffi-2.1.0-cp315-cp315-win_amd64.whl", hash = "sha256:bccbbb5ee76a61f9d99b5bf3846a51d7fca4b6a732fe46f89295610edaf41853", size = 187914, upload-time = "2026-07-06T21:34:27.58Z" }, + { url = "https://files.pythonhosted.org/packages/05/ef/6cd4f8c671517162379dc79cfae5aea9106bc38abb89628d5c16adf6a838/cffi-2.1.0-cp315-cp315-win_arm64.whl", hash = "sha256:8d35c139744adb3e727cd51b1a18324bbe44b8bd41bf8322bca4d41289f48eda", size = 183004, upload-time = "2026-07-06T21:34:28.905Z" }, + { url = "https://files.pythonhosted.org/packages/11/b6/12fc55092817a5faa26fb8c40c7f9d662e11a46ee248c137aafc42517d92/cffi-2.1.0-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:f9912624a0c0b834b7520d7769b3644453aabc0a7e1c839da7359f050750e9bc", size = 188378, upload-time = "2026-07-06T21:34:09.926Z" }, + { url = "https://files.pythonhosted.org/packages/8d/2e/cdac88979f295fde5daa69622c7d2111e56e7ceb94f211357fbe452339e4/cffi-2.1.0-cp315-cp315t-macosx_11_0_arm64.whl", hash = "sha256:df92f2aba50eb4d96718b68ef76f2e57a57b54f2fa62333496d16c6d585a85ca", size = 188319, upload-time = "2026-07-06T21:34:11.101Z" }, + { url = "https://files.pythonhosted.org/packages/e0/27/1d0b408497e41a74795af122d7b603c418c5fed0171450f899afd04e594f/cffi-2.1.0-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:0520e1f4c35f44e209cbbb421b67eec42e6a157f59444dfb6058874ff3610e5d", size = 223904, upload-time = "2026-07-06T21:34:12.606Z" }, + { url = "https://files.pythonhosted.org/packages/8b/31/e115c985105dd7ffb32444505f18ceb874bb42d992af05d5dced7ecf1980/cffi-2.1.0-cp315-cp315t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:3681e031db29958a7502f5c0c9d6bbc4c36cb20f7b104086fa642d1799631ff8", size = 211554, upload-time = "2026-07-06T21:34:13.987Z" }, + { url = "https://files.pythonhosted.org/packages/5a/67/9e6e09409336d9e515c58367e7cfcf4f89df06ad25252675595a58eb59d5/cffi-2.1.0-cp315-cp315t-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:762f99479dcb369f60ab9017ad4ab97a36a1dd7c1ee5a3b15db0f4b8659120cd", size = 210795, upload-time = "2026-07-06T21:34:15.972Z" }, + { url = "https://files.pythonhosted.org/packages/19/e5/d3cc82a4a0be7902af279c04181ad038449c096734464a5ae1de3e1401bd/cffi-2.1.0-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:0611e7ebf90573a535ebdc33ae9da222d037853983e13359f580fab781ca017f", size = 223843, upload-time = "2026-07-06T21:34:17.509Z" }, + { url = "https://files.pythonhosted.org/packages/b9/65/b434abc97ce7cecc2c640fde160507c0ecc7e21544b483ba3325d2e2ea17/cffi-2.1.0-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:86cf8755a791f72c85dc287128cc62d4f24d392e3f1e15837245623f4a33cccc", size = 226773, upload-time = "2026-07-06T21:34:19.05Z" }, + { url = "https://files.pythonhosted.org/packages/b5/9f/d4dc66ca651eb1145a133314cda721abf13cfac3d28c4a0402263ae6ad75/cffi-2.1.0-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:ba00f661f8ba35d075c937174e27c2c421cec3942fd2e0ea3e66996757c0fdd9", size = 225719, upload-time = "2026-07-06T21:34:20.576Z" }, + { url = "https://files.pythonhosted.org/packages/68/5a/e536c528bc8057496c360c0978559a2dc45653f89dd6151078aa7d8fca1a/cffi-2.1.0-cp315-cp315t-win32.whl", hash = "sha256:cb96698e3c7413d906ce83f8ffd245ec1bd94707541f299d0ce4d6b0193e982b", size = 182760, upload-time = "2026-07-06T21:34:22.059Z" }, + { url = "https://files.pythonhosted.org/packages/d3/0b/0ffe8b82d3875bced5fa1e7986a7a46b748262a40ab7f60b475eb9fb1bb3/cffi-2.1.0-cp315-cp315t-win_amd64.whl", hash = "sha256:f146d154428a2523f9cc7936c02353c2459b8f6cf07d3cd1ee1c0a611109c5d5", size = 193769, upload-time = "2026-07-06T21:34:23.589Z" }, + { url = "https://files.pythonhosted.org/packages/a0/17/1073b53b68c9b5ca6914adf5f8bf55aacc2d3be102418c90700160ea8605/cffi-2.1.0-cp315-cp315t-win_arm64.whl", hash = "sha256:cbb7640ce37159548d2147b5b8c241f962143d4c71231431820783f4dc78f210", size = 186405, upload-time = "2026-07-06T21:34:24.857Z" }, +] + [[package]] name = "charset-normalizer" version = "3.4.4" @@ -197,6 +332,69 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/f7/e6/efe534ef0952b531b630780e19cabd416e2032697019d5295defc6ef9bd9/deepdiff-8.6.1-py3-none-any.whl", hash = "sha256:ee8708a7f7d37fb273a541fa24ad010ed484192cd0c4ffc0fa0ed5e2d4b9e78b", size = 91378, upload-time = "2025-09-03T19:40:39.679Z" }, ] +[[package]] +name = "distro" +version = "1.9.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/fc/f8/98eea607f65de6527f8a2e8885fc8015d3e6f5775df186e443e0964a11c3/distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed", size = 60722, upload-time = "2023-12-24T09:54:32.31Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/12/b3/231ffd4ab1fc9d679809f356cebee130ac7daa00d6d6f3206dd4fd137e9e/distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2", size = 20277, upload-time = "2023-12-24T09:54:30.421Z" }, +] + +[[package]] +name = "docutils" +version = "0.23" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/39/a4/5180d9afc57e8fca05601dd652bdff19604c218814037fe90ffc7625a50a/docutils-0.23.tar.gz", hash = "sha256:746f5060322511280a1e50eb76846ed6bf2342984b2ac04dc42caa1a8d78799e", size = 2303823, upload-time = "2026-05-27T17:41:06.934Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/32/91/30151a39f7570f448ed84529390628a651d7f27c87d73c9b887f8189695e/docutils-0.23-py3-none-any.whl", hash = "sha256:25d013af9bf23bc1c7b2b093dff4208166c53a94786c9e447808335ef1185fea", size = 634701, upload-time = "2026-05-27T17:40:58.442Z" }, +] + +[[package]] +name = "duckdb" +version = "1.5.4" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/31/29/9bad86ed7aa812d8c822a27c15c355b6d5423b991feeec86ed18027b6daa/duckdb-1.5.4.tar.gz", hash = "sha256:f9e32f1cdd106793d79d190186bed9e75289d51e68bd9174e47c04bffedeab6f", size = 18046634, upload-time = "2026-06-17T10:48:52.499Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/56/bb/7921dabd50daef3969f14cd8a5a14c24eee337db7914a462f2defa8add92/duckdb-1.5.4-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:3fb41d9cfccb7e44511eeeed263ae98143ca63bdb1ef84631ba637c314efa1b5", size = 32663142, upload-time = "2026-06-17T10:47:45.471Z" }, + { url = "https://files.pythonhosted.org/packages/a6/83/2137765eaba6a9aefe3bb9848ddaac7407fe3ba19b292f98b31f3b7ab27f/duckdb-1.5.4-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:8ba7b666bc9c78d6a930ee9f469024149f0c6a23fb7d2c3418aad6774339bec0", size = 17321485, upload-time = "2026-06-17T10:47:47.778Z" }, + { url = "https://files.pythonhosted.org/packages/0e/b2/a02c1ee43fd7e8cf1fc2e3d377f3dcf9d4a3e58a4549557516e1866ff0da/duckdb-1.5.4-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:9d9e6817fcbc09d2605a2c8c041ac7824d738d917c35a4d427e977647e1d7944", size = 15470820, upload-time = "2026-06-17T10:47:49.977Z" }, + { url = "https://files.pythonhosted.org/packages/d8/48/a243d30223b024bc6057abe472b002cff01e97efefb4d2f0b0dcc5aece0b/duckdb-1.5.4-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:02dd9f9a6124069213f13e3a474c208028c472fe1acdae12b38761f954fe4fc6", size = 19341849, upload-time = "2026-06-17T10:47:52.205Z" }, + { url = "https://files.pythonhosted.org/packages/08/ff/a5d48de4771e2403a8ef26a20dc7457b1c8f7e398ff0caf9c0cad8805f89/duckdb-1.5.4-cp311-cp311-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ccc7f2694d02b4763fee61021d45e12f7bc5743993686563957df0cef799fbae", size = 21451698, upload-time = "2026-06-17T10:47:54.653Z" }, + { url = "https://files.pythonhosted.org/packages/79/b8/8244d7741b4afae67775cf0cb0d4eb9e923a83110907e4801e17fa078480/duckdb-1.5.4-cp311-cp311-win_amd64.whl", hash = "sha256:4c430e788d99b50854209bf2833ba36a45df75e57f86efb477046cd408bbd077", size = 13132643, upload-time = "2026-06-17T10:47:56.75Z" }, + { url = "https://files.pythonhosted.org/packages/e4/57/8169822a37f6dd7d561c567f9007e3cf04bf97bccb619afe90db849c0962/duckdb-1.5.4-cp311-cp311-win_arm64.whl", hash = "sha256:e2dc8340cfb6006025a798c50f40126d6e945a1d2487be94667bb4166556ce7b", size = 13986386, upload-time = "2026-06-17T10:47:59.345Z" }, + { url = "https://files.pythonhosted.org/packages/c8/f2/e2f4b477ae3a3b40e8b5f429832e48edb62ed9da99807cc4902e157e5646/duckdb-1.5.4-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:291a9e7502551170af989ff63139a7a49e99d68edbc5ef5017ac27541fe54c65", size = 32708876, upload-time = "2026-06-17T10:48:01.527Z" }, + { url = "https://files.pythonhosted.org/packages/2e/2b/b698d82a5e1e30b6a05748d72045f672994c6b22f4f0f8423523608b991f/duckdb-1.5.4-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:83e8c089bbb756ca4471d8b05943b80a106058697cf00615e70423106bb783bc", size = 17346125, upload-time = "2026-06-17T10:48:04.035Z" }, + { url = "https://files.pythonhosted.org/packages/71/75/37e13f39268eaf34864453b3a039c4a1ff0b088d3eae45a4289b41c98c1b/duckdb-1.5.4-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ff96d2a342b200e1ec6f1f19986c77f4ac16a49b6112f71c5b763989203a9d60", size = 15488133, upload-time = "2026-06-17T10:48:06.312Z" }, + { url = "https://files.pythonhosted.org/packages/cc/59/2d082af578f689231798245b54562c61416e49049b0bda81a06c56a4b53e/duckdb-1.5.4-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8f935ef210ab00bc94bb1e3052697adaa36bb0ce7bdfeda8b0f34e2ff1643870", size = 19367895, upload-time = "2026-06-17T10:48:08.59Z" }, + { url = "https://files.pythonhosted.org/packages/52/2b/55c34d2863a76ca824ef8274691e84240b4ff1acde3d231709e82557c240/duckdb-1.5.4-cp312-cp312-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0cda263d8c20addb8d4f95464787cbe0af1144f7ab7e21db3709fb826ee01725", size = 21486499, upload-time = "2026-06-17T10:48:10.963Z" }, + { url = "https://files.pythonhosted.org/packages/cf/30/ade5952b8182fac86fab43b95ebe3836e66381d0ad64eb1e54bd8207c988/duckdb-1.5.4-cp312-cp312-win_amd64.whl", hash = "sha256:266c7c909558ce7377f57d082cee408aadebdd9111be017558ca54e44a031037", size = 13147934, upload-time = "2026-06-17T10:48:13.061Z" }, + { url = "https://files.pythonhosted.org/packages/f5/00/278f0f70e25b9911afe2fd227b9460f2e6d76177f0dcc03f7f1454afefa5/duckdb-1.5.4-cp312-cp312-win_arm64.whl", hash = "sha256:f14e79a006341f29ee5a2692a24dac5114e77533d579c57ec39124adf0135033", size = 13965235, upload-time = "2026-06-17T10:48:15.782Z" }, + { url = "https://files.pythonhosted.org/packages/da/69/3fcb34e523a9bad1f0557a6c7691a71ba66c43a05e5be9ee96a9a841ed65/duckdb-1.5.4-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:42a612e67d64450b446eb69695290d460713eef46e0f64467ab9dfe96264ee05", size = 32708366, upload-time = "2026-06-17T10:48:18.084Z" }, + { url = "https://files.pythonhosted.org/packages/f5/5f/bff5054c2c1d65decab36aa6296621e51a2a575a9f250db7ab9b83a325d6/duckdb-1.5.4-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:3fb6f07d54ecf4d0d3c5179a2361fdddfafa14de4fc42696de4632479b703421", size = 17345735, upload-time = "2026-06-17T10:48:20.67Z" }, + { url = "https://files.pythonhosted.org/packages/93/12/d1b2b344e9699246aada6f9de5156e708fb476e2780e5bff9b5d95fe11d9/duckdb-1.5.4-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:0f32ad7e0286c1c29ab6c73b29118c86101f8eee46aae54f54d0b50916f542f6", size = 15488568, upload-time = "2026-06-17T10:48:23.038Z" }, + { url = "https://files.pythonhosted.org/packages/c1/d1/ac56c6096e3e95da60b2c5dd5a0f0eb5540a80622e2e4f8faab893ec4e96/duckdb-1.5.4-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:698ec90bd5d5538bd5f6d212a4b61af443d240703cf45f134738535026556ea5", size = 19368184, upload-time = "2026-06-17T10:48:25.601Z" }, + { url = "https://files.pythonhosted.org/packages/1e/0b/2ae4c3e157a19d9b4ac1f09a5dea6f93012334cc2db09f1e0c71eb99693d/duckdb-1.5.4-cp313-cp313-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:136cea7f886b78caf4035485b4b1e766e8b309e999f9e83a966f81ebb8122844", size = 21486523, upload-time = "2026-06-17T10:48:27.817Z" }, + { url = "https://files.pythonhosted.org/packages/64/7b/c3d8d21e0d0db8faa81eeeb3a55b9932f5a0a16466cb968dc713a653d701/duckdb-1.5.4-cp313-cp313-win_amd64.whl", hash = "sha256:bd6777e8ddd74fb603a6d09766bfcff28638189f8aaa61fc0dffd9e9a4baa8e5", size = 13147807, upload-time = "2026-06-17T10:48:30.017Z" }, + { url = "https://files.pythonhosted.org/packages/44/48/ddf8d3740e3d28582944f70d84e720b5dc28c10ec22b668a0e0bd965f2f2/duckdb-1.5.4-cp313-cp313-win_arm64.whl", hash = "sha256:73f4878a3012283024a64a1909e440aac12091ef336f671fc142f7e87449ce0c", size = 13965189, upload-time = "2026-06-17T10:48:32.251Z" }, + { url = "https://files.pythonhosted.org/packages/62/01/67ac4cbc8e552a1e14c029b5c443d828e68f94d5d913c574f577e1db277e/duckdb-1.5.4-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:4647968629d0677bbcc2416c7aeda8685eb84e4ca15a6dbd4f82a66cfc91a532", size = 32714364, upload-time = "2026-06-17T10:48:34.724Z" }, + { url = "https://files.pythonhosted.org/packages/4e/0e/eb44d983fa56b175f971eea251bde284a36d26cbb93fcb68035061f54078/duckdb-1.5.4-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:e8fcef301cf68d3951ea1eb8ac4d76cea0a6f6a08f4c78fe4026fc96d217bebc", size = 17349820, upload-time = "2026-06-17T10:48:37.126Z" }, + { url = "https://files.pythonhosted.org/packages/10/b2/b9dc7624b105d414585b8530451c1162c0b4750c0be9be2e497bb47a8a9b/duckdb-1.5.4-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:f6f39cd0dc6948dee17fd130aec55114f97a8ef6e1db519b9774087962bc5c8c", size = 15498160, upload-time = "2026-06-17T10:48:40.032Z" }, + { url = "https://files.pythonhosted.org/packages/b7/57/61356444f6a8c62dec3c3d129abfc53f428de1d484093d1bb381db441231/duckdb-1.5.4-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:262f068158beb5943f2c618f4e54b46db8306b959f90dce956f90a89f613673d", size = 19374183, upload-time = "2026-06-17T10:48:42.698Z" }, + { url = "https://files.pythonhosted.org/packages/b0/f4/d5d633dd7c5138d8f7c434e6ac2553c831b7fb658494efa8d0bc73df8623/duckdb-1.5.4-cp314-cp314-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4d2307a76d199077b0055b354e90e857479461a0d875437535dd4833172c8b6d", size = 21487202, upload-time = "2026-06-17T10:48:45.407Z" }, + { url = "https://files.pythonhosted.org/packages/c0/26/5be13bbd5c3421dccfc1ad4ca9da4b97c5a3ddd73f66542092f3167ec52c/duckdb-1.5.4-cp314-cp314-win_amd64.whl", hash = "sha256:6dcbb81a1276bc48deb4d562bce4f8895e4fc6348750a096e30052345c6d6552", size = 13666989, upload-time = "2026-06-17T10:48:47.764Z" }, + { url = "https://files.pythonhosted.org/packages/dc/82/4d52f3f9f9703a226b26b80bdae3f6905aeefe5221bf1815fc93ff02ca25/duckdb-1.5.4-cp314-cp314-win_arm64.whl", hash = "sha256:0f8722346024e5d9f02b58bf7b0491a629f97fdc8a04a10e432940f471ee387a", size = 14449863, upload-time = "2026-06-17T10:48:50.18Z" }, +] + +[[package]] +name = "fastjsonschema" +version = "2.21.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/20/b5/23b216d9d985a956623b6bd12d4086b60f0059b27799f23016af04a74ea1/fastjsonschema-2.21.2.tar.gz", hash = "sha256:b1eb43748041c880796cd077f1a07c3d94e93ae84bba5ed36800a33554ae05de", size = 374130, upload-time = "2025-08-14T18:49:36.666Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/cb/a8/20d0723294217e47de6d9e2e40fd4a9d2f7c4b6ef974babd482a59743694/fastjsonschema-2.21.2-py3-none-any.whl", hash = "sha256:1c797122d0a86c5cace2e54bf4e819c36223b552017172f32c5c024a6b77e463", size = 24024, upload-time = "2025-08-14T18:49:34.776Z" }, +] + [[package]] name = "filelock" version = "3.29.4" @@ -206,6 +404,93 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/13/37/a065dc3bd6e49423a6532c642ca7378d3f467b1ef44c2800c937af7f9739/filelock-3.29.4-py3-none-any.whl", hash = "sha256:dac1648087d5115554850d113e7dd8c83ab2d38e3435dde2d4f163847e57b767", size = 42757, upload-time = "2026-06-13T16:11:59.582Z" }, ] +[[package]] +name = "genai-prices" +version = "0.0.69" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "httpx2" }, + { name = "pydantic" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/c4/17/b9a96d31908f1415b38e3bcba7883691fa2e0e69e18d0d9d6e80bf24be88/genai_prices-0.0.69.tar.gz", hash = "sha256:80ca72c4b59b62ef986be3f04ea528bf4aaac4bc91e1c34f32f354c0c0b23d16", size = 81492, upload-time = "2026-07-02T09:40:21.964Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/eb/05/6bb176d603210b61d2bf4585c7119dcf5491bbcae195e21254668c5ee07a/genai_prices-0.0.69-py3-none-any.whl", hash = "sha256:281821349e301e938e00ba9a9e8df5be23336e2f04218a4979f6c5f89db083bb", size = 83972, upload-time = "2026-07-02T09:40:20.844Z" }, +] + +[[package]] +name = "griffelib" +version = "2.1.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/33/e4/8d187ea29c2e30b3a09505c567513077d6117861bde1fbd997a167f262ec/griffelib-2.1.0.tar.gz", hash = "sha256:762a186d2c6fd6794d4ea20d428d597ffb857cb56b66421651cbba15bdd5e813", size = 216234, upload-time = "2026-06-19T12:05:42.278Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e4/d3/5268aeabf2ad82658c4e2ff3a060648d0f02f3926cb53247c0e4d0dab49e/griffelib-2.1.0-py3-none-any.whl", hash = "sha256:cc7b3d2d2865ad0b909fcc38086e3f554b5ea7acbaa7bbb7ecaa3f5dfb7d9f00", size = 142560, upload-time = "2026-06-19T12:05:38.742Z" }, +] + +[[package]] +name = "h11" +version = "0.16.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/01/ee/02a2c011bdab74c6fb3c75474d40b3052059d95df7e73351460c8588d963/h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1", size = 101250, upload-time = "2025-04-24T03:35:25.427Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86", size = 37515, upload-time = "2025-04-24T03:35:24.344Z" }, +] + +[[package]] +name = "httpcore" +version = "1.0.9" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "certifi" }, + { name = "h11" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/06/94/82699a10bca87a5556c9c59b5963f2d039dbd239f25bc2a63907a05a14cb/httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8", size = 85484, upload-time = "2025-04-24T22:06:22.219Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55", size = 78784, upload-time = "2025-04-24T22:06:20.566Z" }, +] + +[[package]] +name = "httpcore2" +version = "2.3.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "h11" }, + { name = "truststore" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/e6/34/18f1c596e677962f040284246f393b10a1f8ce440b3a7e69c637d0f1c7ad/httpcore2-2.3.0.tar.gz", hash = "sha256:07327e251560960eea8e969d92d4c6a325feb13cca39e25340731336c3baf924", size = 64300, upload-time = "2026-06-01T13:15:02.998Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c2/dd/3357218c69360d1cecc196c230c9a1d5c9afd5dba362056e23e60a5e64e5/httpcore2-2.3.0-py3-none-any.whl", hash = "sha256:477e9e334f74e5240dcac002e890580f36a57d40ff0fb14cc9655731d23b8415", size = 80024, upload-time = "2026-06-01T13:15:00.001Z" }, +] + +[[package]] +name = "httpx" +version = "0.28.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "anyio" }, + { name = "certifi" }, + { name = "httpcore" }, + { name = "idna" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/b1/df/48c586a5fe32a0f01324ee087459e112ebb7224f646c0b5023f5e79e9956/httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc", size = 141406, upload-time = "2024-12-06T15:37:23.222Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad", size = 73517, upload-time = "2024-12-06T15:37:21.509Z" }, +] + +[[package]] +name = "httpx2" +version = "2.3.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "anyio" }, + { name = "httpcore2" }, + { name = "idna" }, + { name = "truststore" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/9f/9a/cca0b9145f13d8ae34b885ae28d403a1469a433abc78e0f94f4ce94e650b/httpx2-2.3.0.tar.gz", hash = "sha256:227e7c41d95a76d4077a52640564132777215fc3394e07b66a3116c33d668fa9", size = 81115, upload-time = "2026-06-01T13:15:04.324Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/87/ce/ae2911859847f9ba1d6b23027e53481cbeb50b93234f355a968d300ca2cb/httpx2-2.3.0-py3-none-any.whl", hash = "sha256:6f393663bdf6dbe7fe90118e3eb5b2bd024a675cae0390ac08cec9198812d8b7", size = 74538, upload-time = "2026-06-01T13:15:01.566Z" }, +] + [[package]] name = "idna" version = "3.11" @@ -224,6 +509,125 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/cb/b1/3846dd7f199d53cb17f49cba7e651e9ce294d8497c8c150530ed11865bb8/iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12", size = 7484, upload-time = "2025-10-18T21:55:41.639Z" }, ] +[[package]] +name = "itsdangerous" +version = "2.2.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/9c/cb/8ac0172223afbccb63986cc25049b154ecfb5e85932587206f42317be31d/itsdangerous-2.2.0.tar.gz", hash = "sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173", size = 54410, upload-time = "2024-04-16T21:28:15.614Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/04/96/92447566d16df59b2a776c0fb82dbc4d9e07cd95062562af01e408583fc4/itsdangerous-2.2.0-py3-none-any.whl", hash = "sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef", size = 16234, upload-time = "2024-04-16T21:28:14.499Z" }, +] + +[[package]] +name = "jedi" +version = "0.19.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "parso" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/72/3a/79a912fbd4d8dd6fbb02bf69afd3bb72cf0c729bb3063c6f4498603db17a/jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0", size = 1231287, upload-time = "2024-11-11T01:41:42.873Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9", size = 1572278, upload-time = "2024-11-11T01:41:40.175Z" }, +] + +[[package]] +name = "jinja2" +version = "3.1.6" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "markupsafe" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/df/bf/f7da0350254c0ed7c72f3e33cef02e048281fec7ecec5f032d4aac52226b/jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d", size = 245115, upload-time = "2025-03-05T20:05:02.478Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67", size = 134899, upload-time = "2025-03-05T20:05:00.369Z" }, +] + +[[package]] +name = "jiter" +version = "0.16.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/1d/1f/10936e16d8860c70698a1aa939a46aa0224813b782bce4e000e637da0b2d/jiter-0.16.0.tar.gz", hash = "sha256:7b24c3492c5f4f84a37946ad9cf504910cf6a782d6a4e0689b6673c5894b4a1c", size = 176431, upload-time = "2026-06-29T13:05:13.657Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/4e/3f/fae6cc967d120ec89e31c5418a51176d8278b3087fbb384a9176754f353c/jiter-0.16.0-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:67fddeda1688f0cce2d2ae83ccf8a80f79936f2d2997d6cc2261f82fdb54a4d3", size = 309289, upload-time = "2026-06-29T13:02:52.301Z" }, + { url = "https://files.pythonhosted.org/packages/c8/e3/97c6c3562c077f6247d6e6ce5c82562500b6316c0d928e97e106b7a1321a/jiter-0.16.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:c90c0f63df322be920eda6ce622e3083d8906ba267f8220fe7873213b8b4430e", size = 315181, upload-time = "2026-06-29T13:02:53.964Z" }, + { url = "https://files.pythonhosted.org/packages/7b/89/d8d073f8aa2667e46c6c0873f86fe4a512bba4293cc730f626a076211a62/jiter-0.16.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:64c0203212098470032aabcde9356fc168f377aade3e43def61dfe17e92f2037", size = 340939, upload-time = "2026-06-29T13:02:55.412Z" }, + { url = "https://files.pythonhosted.org/packages/87/c9/db4fda3ed73fb864139305e935e5b8b38a5a24692a5a9dd356c22f1b9c8d/jiter-0.16.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:12288303c9844e61e1651d02a9a6f6633e47d39f897d6991d1427161ce6b746e", size = 364932, upload-time = "2026-06-29T13:02:57.28Z" }, + { url = "https://files.pythonhosted.org/packages/a2/74/52b5e86241057f52ddd7c9a580f90effb51f9d06239f6fc612279b91a838/jiter-0.16.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5cf109d010b4b05a105afb3d43be36a21322d345ad3111e13d15f680afef0e5b", size = 461132, upload-time = "2026-06-29T13:02:58.994Z" }, + { url = "https://files.pythonhosted.org/packages/a9/87/544a700f7447c1f31c5d7833821a4daa5683165c2d5a094fbf5b5800c3dc/jiter-0.16.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:62c1b7fe1f77925acf5af68b6140b8810fa87dfd4dc0a9c8568ec2fa2a10429c", size = 374857, upload-time = "2026-06-29T13:03:00.455Z" }, + { url = "https://files.pythonhosted.org/packages/40/cd/0fcc3f7d39183674d5bfa9ec640faaeb506c60be7c8f94625dfba366e37c/jiter-0.16.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8597d23c87f59294f83bcb6229b9ed1fccee13dbba967b46930d2f1759466fee", size = 347053, upload-time = "2026-06-29T13:03:02.045Z" }, + { url = "https://files.pythonhosted.org/packages/5c/ae/c7e64e7932ad597fa395b61440b249ada6366716e25c6e08dd2afbd021e6/jiter-0.16.0-cp311-cp311-manylinux_2_31_riscv64.whl", hash = "sha256:3126a5dbad56401989ac769aca0cb56005bfb3e2366eea0ca99d1a91c3c1ee03", size = 356153, upload-time = "2026-06-29T13:03:03.706Z" }, + { url = "https://files.pythonhosted.org/packages/d4/1c/1c719044f14da814e1a060191ab19b96f3e99207bc5b4bfc6d6be34b3f80/jiter-0.16.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:c4b4717bdb35ae456f831a6b08d01880fff399887a6bbc526a583a406e484eea", size = 393956, upload-time = "2026-06-29T13:03:05.165Z" }, + { url = "https://files.pythonhosted.org/packages/3b/dc/7b2f303a2847207e265503853a2d964a55354cffd62a5f2936c155486798/jiter-0.16.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:adff21bc78edfe086c15eb495b900306076de378dc2337c132401fc39bd79c91", size = 521081, upload-time = "2026-06-29T13:03:06.886Z" }, + { url = "https://files.pythonhosted.org/packages/c2/5f/501cf6e1e09caeb420195179ffc6f62aca603f1220ec53fd80d0d70b3e56/jiter-0.16.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:dab907db06fc593645e73109acf4581ba5b548897d28b9348dc41ddc8343b2d3", size = 552085, upload-time = "2026-06-29T13:03:08.339Z" }, + { url = "https://files.pythonhosted.org/packages/79/54/aa5be86520113b79455c3877f3d1f07a348098df4083ba3688e9537e52dd/jiter-0.16.0-cp311-cp311-win32.whl", hash = "sha256:560b2cf3fb03240cd34f27409a238547488708f05b7c3924f571a60422251ec7", size = 206755, upload-time = "2026-06-29T13:03:09.653Z" }, + { url = "https://files.pythonhosted.org/packages/64/ec/2feb893eb330bd69b413866f4d5daada33c3962f1c6f270c91ca2d87fdf9/jiter-0.16.0-cp311-cp311-win_amd64.whl", hash = "sha256:e431cfc9caf44c1d5459ff77d4e64cbf85fddb6a35dad836a15c6a9ec23087c1", size = 199155, upload-time = "2026-06-29T13:03:10.979Z" }, + { url = "https://files.pythonhosted.org/packages/b9/9c/ca040d94415048a3666fc237774df8151c96f8d2b661cbe3b184acc95876/jiter-0.16.0-cp311-cp311-win_arm64.whl", hash = "sha256:2a8e9e39cf083016137aa5cadafe3188adc2ba6ba1fbf1e5d18889ad3e9ad056", size = 194403, upload-time = "2026-06-29T13:03:12.341Z" }, + { url = "https://files.pythonhosted.org/packages/83/2b/52ace16ed031354f0539749a49e4bf33797d82bea5137910835fa4b09793/jiter-0.16.0-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:67c3bc1760f8c99d805dcab4e644027142a53b1d5d861f18780ebdbd5d40b72a", size = 306943, upload-time = "2026-06-29T13:03:14.035Z" }, + { url = "https://files.pythonhosted.org/packages/94/2e/34957c2c1b661c252ba9bcc60ae0bddc27e0f7202c6073326a13c5390eec/jiter-0.16.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:5af7780e4a26bd7d0d989592bf9ef12ebf806b74ab709223ecca37c749872ea9", size = 307779, upload-time = "2026-06-29T13:03:15.418Z" }, + { url = "https://files.pythonhosted.org/packages/88/6c/59bd309cab4460c54cf1079f3eb7fe7af6a4c895c5c957a53378693bad2b/jiter-0.16.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d5bf78d0e05e45cfdd66558893938d59afe3d1b1a824a202039b20e607d25a72", size = 335826, upload-time = "2026-06-29T13:03:17.11Z" }, + { url = "https://files.pythonhosted.org/packages/3b/8c/f5ef7b65f0df47afa16596969defb281ebb86e96df346d62be6fd853d620/jiter-0.16.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:f4444a83f946605990c98f625cdd3d2725bfb818158760c5748c653170a20e0e", size = 362573, upload-time = "2026-06-29T13:03:18.781Z" }, + { url = "https://files.pythonhosted.org/packages/2b/0b/ace4354da061ee38844a0c27dc2c21eecd27aea119e8da324bea987522d0/jiter-0.16.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3a23f0e4f957e1be65752d2dfac9a5a06b1917af8dc85deb639c3b9d02e31290", size = 457979, upload-time = "2026-06-29T13:03:20.293Z" }, + { url = "https://files.pythonhosted.org/packages/55/40/c0253d3772eb9dcd8e6606ee9b2d53ec8e5b814589c47f140aa585f21eaa/jiter-0.16.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c22a488f7b9218e245a0025a9ba6b100e2e54700831cf4cf16833a27fba3ad01", size = 372302, upload-time = "2026-06-29T13:03:21.739Z" }, + { url = "https://files.pythonhosted.org/packages/a8/d2/4839422241aa12860ce597b20068727094ba0bc480723c74924ca5bad483/jiter-0.16.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:46add52f4ad47a08bfb1219f3e673da972191489a33016edefdb5ea55bfa8c48", size = 343805, upload-time = "2026-06-29T13:03:23.384Z" }, + { url = "https://files.pythonhosted.org/packages/e2/59/e196888a05befdda7dbe299b722d56f2f6eec65402bc34c0a3306d595feb/jiter-0.16.0-cp312-cp312-manylinux_2_31_riscv64.whl", hash = "sha256:9c8a956fd72c2cf1e730d01ea080341f13aa0a97a4a33b51abebe725b7ae9ca9", size = 351107, upload-time = "2026-06-29T13:03:24.815Z" }, + { url = "https://files.pythonhosted.org/packages/ec/74/4cd9e0fca65232136400354b630fbfcd2de634e22ccbb96567725981b548/jiter-0.16.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:561926e0573ffe4a32498420a76d64b16c513e1ab413b9d28158a8764ac701e5", size = 388441, upload-time = "2026-06-29T13:03:26.266Z" }, + { url = "https://files.pythonhosted.org/packages/d9/8c/554691e48bc711299c0a293dd8a6179e24b2d66a54dc295421fcf64569c0/jiter-0.16.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:44d019fa8cdaf89bf29c71b39e3712143fdd0ac76725c6ef954f9957a5ea8730", size = 516354, upload-time = "2026-06-29T13:03:28.02Z" }, + { url = "https://files.pythonhosted.org/packages/a4/cb/01e9d69dc2cc6759d4f91e230b34489c4fdb2518992650633f9e20bece89/jiter-0.16.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:0df91907609837f33341b8e6fe73b95991fdaa57caf1a0fbd343dffe826f386f", size = 547880, upload-time = "2026-06-29T13:03:29.534Z" }, + { url = "https://files.pythonhosted.org/packages/79/70/2953195f1c6ad00f49fa67e13df7e60acb3dd4f387101bc15abccddd905e/jiter-0.16.0-cp312-cp312-win32.whl", hash = "sha256:51d7b836acb0108d7c77df1742332cac2a1fa04a74d6dacec46e7091f0e91274", size = 203473, upload-time = "2026-06-29T13:03:31.025Z" }, + { url = "https://files.pythonhosted.org/packages/2d/05/2909a8b10699a4d560f8c502b6b2c5f3991b682b1922c1eedda242b225bd/jiter-0.16.0-cp312-cp312-win_amd64.whl", hash = "sha256:1878349266f8ee36ecb1375cc5ba2f115f35fd9f0a1a4119e725e379126647f7", size = 196905, upload-time = "2026-06-29T13:03:32.472Z" }, + { url = "https://files.pythonhosted.org/packages/e9/a9/6b82bb1c8d7790d602489b967b982a909e5d092875a6c2ade96444c8dfc5/jiter-0.16.0-cp312-cp312-win_arm64.whl", hash = "sha256:2ed5738ae4af18271a51a528b8811b0cbfa4a1858de9d83359e4169855d6a331", size = 190618, upload-time = "2026-06-29T13:03:34.672Z" }, + { url = "https://files.pythonhosted.org/packages/91/c0/555fc60473d30d66894ba825e63615e3be7524fac23858356afa7a38906c/jiter-0.16.0-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:41977aa5654023948c2dae2a81cbf9c43343954bef1cd59a154dd15a4d84c195", size = 306203, upload-time = "2026-06-29T13:03:36.243Z" }, + { url = "https://files.pythonhosted.org/packages/d0/2b/c3eaf16f5d7c9bad66ea32f40a95bd169b29a91217fcc7f081375157e99c/jiter-0.16.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:d28bb3c26762358dadf3e5bf0bccd29ae987d65e6988d2e6f49829c76b003c09", size = 306489, upload-time = "2026-06-29T13:03:37.846Z" }, + { url = "https://files.pythonhosted.org/packages/96/3f/02fdfc6705cad96127d883af5c34e4867f554f29ec7705ec1a46156400a9/jiter-0.16.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0542a7189c26920778658fc8fcf2af8bae05bae9924577f71804acef37996536", size = 335453, upload-time = "2026-06-29T13:03:39.221Z" }, + { url = "https://files.pythonhosted.org/packages/b2/a6/e4bda5920d4b0d7c5dfb7174ce4a6b2e4d3e11c9162c452ef0eab4cdbdbd/jiter-0.16.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:8fb8de1e23a0cb2a7f53c335049c7b72b6db41aa6227cdcc0972a1de5cb39450", size = 361625, upload-time = "2026-06-29T13:03:40.597Z" }, + { url = "https://files.pythonhosted.org/packages/b7/97/4e6b59b2c6e55cbb3e183595f81ad65dcfb21c915fee5e19e335df21bc55/jiter-0.16.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b72d0b2990ca754a9102779ac98d8597b7cb31678958562214a007f909eab78e", size = 456958, upload-time = "2026-06-29T13:03:42.074Z" }, + { url = "https://files.pythonhosted.org/packages/15/e0/97e9557686d2f94f4b93786eccb7eed28e9228ad132ea8237f44727314a7/jiter-0.16.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d5f91b1c27fc22a57993d5a5cb8a627cb8ed4b10502716fac1ffbfe1d19d84e8", size = 372017, upload-time = "2026-06-29T13:03:43.658Z" }, + { url = "https://files.pythonhosted.org/packages/0f/94/db768b6938e0df35c86beeba3dfbbb025c9ee5c19e1aa271f2396e50864d/jiter-0.16.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c682bea068a90b764577bdb78a60a4c1d1606daf9cd4c893832a37c7cc9d9026", size = 343320, upload-time = "2026-06-29T13:03:45.226Z" }, + { url = "https://files.pythonhosted.org/packages/c1/d6/5a59d938244a30735fe62d9433fd325f9021ea29d89780ea4596ea93bc89/jiter-0.16.0-cp313-cp313-manylinux_2_31_riscv64.whl", hash = "sha256:8d031aabecc4f1b6276adfb42e3aabb77c89d468bf616600e8d3a11328929053", size = 350520, upload-time = "2026-06-29T13:03:46.671Z" }, + { url = "https://files.pythonhosted.org/packages/67/f8/c4a857f49c9af125f6bbcac7e3eee7f7978ed89682833062e2dbf62576b1/jiter-0.16.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:eab2cd170150e70153de16896a1774e3a1dca80154c56b54d7a812c479a7165e", size = 387550, upload-time = "2026-06-29T13:03:48.361Z" }, + { url = "https://files.pythonhosted.org/packages/8b/d6/5fbc2f7d6b67b754caa61a993a2e626e815dec47ffc2f9e35f01adfebec7/jiter-0.16.0-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:6edb63a46e65a82c26800a868e49b2cac30dd5a4218b88d74bc2c848c8ad60bb", size = 515424, upload-time = "2026-06-29T13:03:49.881Z" }, + { url = "https://files.pythonhosted.org/packages/ed/54/284f0164b64a5fed915fea6ba7e9ba9b3d8d37c67d59cf2e3bb99d45cdfe/jiter-0.16.0-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:659039cc50b5addcc35fcc87ae2c1833b7c0a8e5326ef631a75e4478447bcf84", size = 546981, upload-time = "2026-06-29T13:03:51.363Z" }, + { url = "https://files.pythonhosted.org/packages/13/c5/2a467585a576594384e1d2c43e1224deaafc085f24e243529cf98beef8e1/jiter-0.16.0-cp313-cp313-win32.whl", hash = "sha256:c9c53be232c2e206ef9cdbad81a48bfa74c3d3f08bcf8124630a8a748aad993e", size = 202853, upload-time = "2026-06-29T13:03:53.015Z" }, + { url = "https://files.pythonhosted.org/packages/88/6a/de61d04b9eec69c71719968d2f716532a3bc121170c44a39e14979c6be81/jiter-0.16.0-cp313-cp313-win_amd64.whl", hash = "sha256:baad945ed47f163ad833314f8e3288c396118934f94e7bbb9e243ce4b341a4fd", size = 196160, upload-time = "2026-06-29T13:03:54.447Z" }, + { url = "https://files.pythonhosted.org/packages/19/4b/b390ed59bafb3f31d008d1218578f10327714484b334439947f7e5b11e7f/jiter-0.16.0-cp313-cp313-win_arm64.whl", hash = "sha256:3c1fd2dbe1b0af19e987f03fe66c5f5bd105a2229c1aff4ab14890b24f41d21a", size = 189862, upload-time = "2026-06-29T13:03:55.754Z" }, + { url = "https://files.pythonhosted.org/packages/a7/89/bc4f1b57d5da938fd344a466396541e586d161320d70bffd929aaafcd8f4/jiter-0.16.0-cp314-cp314-macosx_10_12_x86_64.whl", hash = "sha256:b2c61484666ad42726029af0c00ef4541f0f3b5cdc550221f56c2343208018ee", size = 308239, upload-time = "2026-06-29T13:03:57.205Z" }, + { url = "https://files.pythonhosted.org/packages/65/7a/c415453e5213001bf3b411ff65dec3d303b0e76a4a2cfea9768cd4960994/jiter-0.16.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:63efadc657488f45db1c676d81e704cac2abf3fdb892def1faea61db053127e2", size = 308928, upload-time = "2026-06-29T13:03:58.643Z" }, + { url = "https://files.pythonhosted.org/packages/11/fc/1f4fb7ebf9a724c7741994f4aae18fba1e2f3133df14521a79194952c34a/jiter-0.16.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cf0d73f50e7b6935677854f6e8e31d499ca7064dd24734f703e060f5b237d883", size = 336998, upload-time = "2026-06-29T13:04:00.071Z" }, + { url = "https://files.pythonhosted.org/packages/a0/8d/72cadaac05ccfa7cc3a0a2232862e6c72443ca40cf300ba8b57f9f18b69b/jiter-0.16.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:bf3ea07d9bc8e7d03a9fbc051295462e6dbc295b894fd72457c3136e3e43d898", size = 362112, upload-time = "2026-06-29T13:04:01.52Z" }, + { url = "https://files.pythonhosted.org/packages/58/4a/c4b0d5f651fda90a24ffce9f8d56cde462a2e09d31ae3de3c68cef34c04e/jiter-0.16.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:26798522707abb47d767db536e4148ceac1b14446bf028ee85e579a2e043cfe5", size = 459807, upload-time = "2026-06-29T13:04:03.214Z" }, + { url = "https://files.pythonhosted.org/packages/80/58/ef77879ea9aa56b50824edc5a445e226422c7a8d211f3fd2a56bcb9493cf/jiter-0.16.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:bc837c1b9631be10abfe0191537fe8009838204cec7e44827401ace390ddb567", size = 373181, upload-time = "2026-06-29T13:04:04.629Z" }, + { url = "https://files.pythonhosted.org/packages/49/2e/ffbc3f254e4d8a66da3062c624a7df4b7c2b2cf9e1fe43cf394b3e104041/jiter-0.16.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:49060fd70737fad59d33ba9dcc0d83247dc9e77187de26053a19c16c9f32bd69", size = 344927, upload-time = "2026-06-29T13:04:06.067Z" }, + { url = "https://files.pythonhosted.org/packages/9a/f6/0be5dc6d64a89f80aa8fec984f94dedb2973e251edcae55841d60786d578/jiter-0.16.0-cp314-cp314-manylinux_2_31_riscv64.whl", hash = "sha256:adbb8edeadd431bc4477879d5d371ece7cb1334486584e0f252656dd7ffada29", size = 352754, upload-time = "2026-06-29T13:04:07.477Z" }, + { url = "https://files.pythonhosted.org/packages/da/6e/7d31243b3b91cd261dd19e9d3557fc3251a80883d3d8049c86174e7ab7af/jiter-0.16.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:31aaee5b80f672c1dc21272bcfb9cbdcfc1ea04ff50f00ed5af500b80c44fa93", size = 390553, upload-time = "2026-06-29T13:04:08.92Z" }, + { url = "https://files.pythonhosted.org/packages/25/33/51ae371fde3c88897520f62b4d5f8b27ad7103e2bb10812ff52195609853/jiter-0.16.0-cp314-cp314-musllinux_1_1_aarch64.whl", hash = "sha256:6722bcef4ffc86c835574b1b2fac6b33b9fb4a889c781e67950e891591f3c55a", size = 516900, upload-time = "2026-06-29T13:04:10.407Z" }, + { url = "https://files.pythonhosted.org/packages/a0/45/6449b3d123ea439ba79507c657288f461d55049e7bcbdc2cf8eb8210f491/jiter-0.16.0-cp314-cp314-musllinux_1_1_x86_64.whl", hash = "sha256:5ab4f50ff971b611d656554ea10b75f80097392c827bc32923c6eeb6386c8b00", size = 548754, upload-time = "2026-06-29T13:04:12.046Z" }, + { url = "https://files.pythonhosted.org/packages/9b/e7/fd2fb11ae3e2649333da3aa170d04d7b3000bbdc3b270f6513382fdf4e04/jiter-0.16.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:710cc51d4ebdcd3c1f70b232c1db1ea1344a075770422bbd4bede5708335acbe", size = 122381, upload-time = "2026-06-29T13:04:13.413Z" }, + { url = "https://files.pythonhosted.org/packages/26/80/f0b147a62c315a164ed2168908286ca302310824c218d3aae52b06c0c9a9/jiter-0.16.0-cp314-cp314-win32.whl", hash = "sha256:57b37fc887a32d44798e4d8ebfa7c9683ff3da1d5bf38f08d1bb3573ccb39106", size = 204578, upload-time = "2026-06-29T13:04:14.813Z" }, + { url = "https://files.pythonhosted.org/packages/5e/e6/4758a14304b4523a6f5adb2419340086aa3593bd4327c2b25b5948a90548/jiter-0.16.0-cp314-cp314-win_amd64.whl", hash = "sha256:cbd18dd5e2df96b580487b5745adf57ef64ad89ba2d9662fc3c19386acce7db8", size = 198154, upload-time = "2026-06-29T13:04:16.272Z" }, + { url = "https://files.pythonhosted.org/packages/26/be/41fa54a2e7ea41d6c99f1dc5b1f0fd4cb474680304b5d268dd518e81da3a/jiter-0.16.0-cp314-cp314-win_arm64.whl", hash = "sha256:a32d2027a9fa67f109ff245a3252ece3ccc32cc56703e1deab6cc846a59e0585", size = 191458, upload-time = "2026-06-29T13:04:17.707Z" }, + { url = "https://files.pythonhosted.org/packages/81/6b/59127338b86d9fe4d99418f5a15118bea778103ee0fe9d9dd7e0af174e95/jiter-0.16.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:2577196f4474ef3fc4779a088a23b0897bbf86f9ea3679c372d45b8383b43207", size = 316739, upload-time = "2026-06-29T13:04:19.663Z" }, + { url = "https://files.pythonhosted.org/packages/2d/95/49461034d5388196d3dabf98748935f017b7785d8f3f5349f834bcc4ed0d/jiter-0.16.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:616e89e008a93c01104161c75b4988e58716b01d62307ebfe161e52a56d2a818", size = 340911, upload-time = "2026-06-29T13:04:21.257Z" }, + { url = "https://files.pythonhosted.org/packages/cd/97/a4369f2fb82cb3dda13b98622f31249b2e014b223fe64ee534413ad72294/jiter-0.16.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:0e2e9efbe042210df657bade597f66d6d75723e3d8f45a12ea6d8167ff8bbce3", size = 361747, upload-time = "2026-06-29T13:04:22.677Z" }, + { url = "https://files.pythonhosted.org/packages/28/51/49b6ed456261646e1906016a6760367a28aacd3c24805e4e5fe64116c1db/jiter-0.16.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3f4d9e473a5ce7d27fef8b848df4dc16e283893d3f53b4a585e72c9595f3c284", size = 460225, upload-time = "2026-06-29T13:04:24.441Z" }, + { url = "https://files.pythonhosted.org/packages/33/b5/5689aff4f66c5b60be63106e591dbfcba2190df97d2c9c7cf052361ddb98/jiter-0.16.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:8d30a4a1c87713060c8d1cc59a7b6c8fb6b8ef0a6900368014c76c87922a2929", size = 373169, upload-time = "2026-06-29T13:04:25.884Z" }, + { url = "https://files.pythonhosted.org/packages/a2/96/3ae1b85ee0d6d6cab254fb7f8da018272b932bbf2d69b07e98aa2a96c746/jiter-0.16.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bae96332410f866e5900d809298b1ed82735932986c672495f9701daacd80620", size = 350332, upload-time = "2026-06-29T13:04:27.302Z" }, + { url = "https://files.pythonhosted.org/packages/15/32/c99d7bafd78986556c95bf60ce84c6cc98786eac56066c12d7f828bb6747/jiter-0.16.0-cp314-cp314t-manylinux_2_31_riscv64.whl", hash = "sha256:da3d7ec75dc83bb18bca888b5edfae0656a26849056c59e05a7728badd17e7af", size = 353377, upload-time = "2026-06-29T13:04:28.731Z" }, + { url = "https://files.pythonhosted.org/packages/0e/4b/f99a8e571287c3dec766bcc18528bbe8e8fb5365522ab5e6d64c93e87066/jiter-0.16.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:ee6162b77d49a9939229df666dfa8af3e656b6701b54c4c84966d740e189264e", size = 387746, upload-time = "2026-06-29T13:04:30.319Z" }, + { url = "https://files.pythonhosted.org/packages/75/69/c78a5b3f71040e34eb5917df26fb7ae9a2174cad1ccbf277512507c53a6e/jiter-0.16.0-cp314-cp314t-musllinux_1_1_aarch64.whl", hash = "sha256:63ffdbdae7d4499f4cda14eadc12ddcabef0fc0c081191bdc2247489cb698077", size = 517292, upload-time = "2026-06-29T13:04:31.709Z" }, + { url = "https://files.pythonhosted.org/packages/c2/f7/095b38eda4c70d03651c403f29a5590f16d12ddc5d544aac9f9cddf72277/jiter-0.16.0-cp314-cp314t-musllinux_1_1_x86_64.whl", hash = "sha256:a111256a7193bea0759267b10385e5870949c239ed7b6ddbaaf57573edb38734", size = 549259, upload-time = "2026-06-29T13:04:33.721Z" }, + { url = "https://files.pythonhosted.org/packages/2e/c5/6a0207d90e5f656d95af98ebd0934f382d37674416f215aeda2ff8063e51/jiter-0.16.0-cp314-cp314t-win32.whl", hash = "sha256:de5ba8763e56b793561f43bed197c9ea55776daa5e9a6b91eed68a909bc9cdbf", size = 206523, upload-time = "2026-06-29T13:04:35.068Z" }, + { url = "https://files.pythonhosted.org/packages/a5/31/c757d5f30a8980fd945ce7b98be10be9e4ff59c7c42f5fd86804c2e87db8/jiter-0.16.0-cp314-cp314t-win_amd64.whl", hash = "sha256:b8a3f9a6008048fe9def7bf465180564a6e458047d2ce499149cfbe73c3ae9db", size = 200366, upload-time = "2026-06-29T13:04:36.61Z" }, + { url = "https://files.pythonhosted.org/packages/7c/a2/d88de6d313d734a544a7901353ad5db67cb38dcfcd91713b7979dafc345d/jiter-0.16.0-cp314-cp314t-win_arm64.whl", hash = "sha256:0fa25b09b13075c46f5bc174f2690525a925a4fc2f7c82969a2bbabff22386ce", size = 190516, upload-time = "2026-06-29T13:04:38.004Z" }, + { url = "https://files.pythonhosted.org/packages/06/d3/8e278946d43eeca2585b4dd0834a887cd71136329b837f3a16ed86a8b4b0/jiter-0.16.0-graalpy311-graalpy242_311_native-macosx_10_12_x86_64.whl", hash = "sha256:850ccb1d7eedb4200f4014b1c0e8a577de114fc3cd88faad646dcc9bc4bb12ad", size = 304518, upload-time = "2026-06-29T13:05:00.172Z" }, + { url = "https://files.pythonhosted.org/packages/72/43/28d4ef495028bf0506a413d4db3f4eb3e7288a382e0f065f306a17bbeb5e/jiter-0.16.0-graalpy311-graalpy242_311_native-macosx_11_0_arm64.whl", hash = "sha256:e34e97bda77eb63242a410243c071e28ac7e0d8c0948c5ee658498690a4b2f2f", size = 310207, upload-time = "2026-06-29T13:05:02.123Z" }, + { url = "https://files.pythonhosted.org/packages/e0/ca/c366b1012da1d640de975d9683acd44e4d150d9068845d0ca2610435253f/jiter-0.16.0-graalpy311-graalpy242_311_native-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b7dc85ea77d4abbae8bad0d3538678aedee75bceec4e2f6c8dfb1c74772e5aa5", size = 342771, upload-time = "2026-06-29T13:05:03.55Z" }, + { url = "https://files.pythonhosted.org/packages/16/52/50cc4056fc1ae02e7154704e7ecc89df0afb8300222cfe8a52d3f67e4730/jiter-0.16.0-graalpy311-graalpy242_311_native-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:17ca7fae79f6d99cd9a042b75f917eaada7b895cfc7dd2ee3a16089dcaec7a85", size = 346468, upload-time = "2026-06-29T13:05:05.452Z" }, + { url = "https://files.pythonhosted.org/packages/98/ab/664fd8c4be028b2bedd3d2ff08769c4ede23d0dbc87a77c62384a0515b5d/jiter-0.16.0-graalpy312-graalpy250_312_native-macosx_10_12_x86_64.whl", hash = "sha256:f17d61a28b4b3e0e3e2ba98490c70501403b4d196f78732439160e7fd3678127", size = 303106, upload-time = "2026-06-29T13:05:07.118Z" }, + { url = "https://files.pythonhosted.org/packages/1a/07/421f1d5b65493a76e16027b848aba6a7d28073ae75944fa4289cc914d39f/jiter-0.16.0-graalpy312-graalpy250_312_native-macosx_11_0_arm64.whl", hash = "sha256:96e38eea538c8ddf853a35727c7be0741c76c13f04148ac5c116222f50ece3b3", size = 304658, upload-time = "2026-06-29T13:05:08.708Z" }, + { url = "https://files.pythonhosted.org/packages/0a/db/bba1155f01a01c3c37a89425d571da751bbedf5c54247b831a04cb971798/jiter-0.16.0-graalpy312-graalpy250_312_native-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d284fb8d94d5855d60c44fefcab4bf966f1da6fada73992b01f6f0c9bc0c6702", size = 339719, upload-time = "2026-06-29T13:05:10.41Z" }, + { url = "https://files.pythonhosted.org/packages/78/f7/18a1afcd64f35314b68c1f23afcd9994d0bc13e65cc77517afff4e83986d/jiter-0.16.0-graalpy312-graalpy250_312_native-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:64d613743df53199b1aa256a7d328340da6d7078aac7705a7db9d7a791e9cfd2", size = 343885, upload-time = "2026-06-29T13:05:12.087Z" }, +] + [[package]] name = "jsonschema" version = "4.24.1" @@ -265,6 +669,19 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl", hash = "sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe", size = 18437, upload-time = "2025-09-08T01:34:57.871Z" }, ] +[[package]] +name = "jupyter-core" +version = "5.9.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "platformdirs" }, + { name = "traitlets" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/02/49/9d1284d0dc65e2c757b74c6687b6d319b02f822ad039e5c512df9194d9dd/jupyter_core-5.9.1.tar.gz", hash = "sha256:4d09aaff303b9566c3ce657f580bd089ff5c91f5f89cf7d8846c3cdf465b5508", size = 89814, upload-time = "2025-10-16T19:19:18.444Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e7/e7/80988e32bf6f73919a113473a604f5a8f09094de312b9d52b79c2df7612b/jupyter_core-5.9.1-py3-none-any.whl", hash = "sha256:ebf87fdc6073d142e114c72c9e29a9d7ca03fad818c5d300ce2adc1fb0743407", size = 29032, upload-time = "2025-10-16T19:19:16.783Z" }, +] + [[package]] name = "lazy-object-proxy" version = "1.12.0" @@ -304,6 +721,273 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/41/a0/b91504515c1f9a299fc157967ffbd2f0321bce0516a3d5b89f6f4cad0355/lazy_object_proxy-1.12.0-pp39.pp310.pp311.graalpy311-none-any.whl", hash = "sha256:c3b2e0af1f7f77c4263759c4824316ce458fabe0fceadcd24ef8ca08b2d1e402", size = 15072, upload-time = "2025-08-22T13:50:05.498Z" }, ] +[[package]] +name = "logfire-api" +version = "4.37.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/03/04/471b916249fe7e22056818ca734af46418cd3ff9b9b920c1829c3627b4d2/logfire_api-4.37.0.tar.gz", hash = "sha256:0f62debd6ed593d51307277bd6d5636b57bda07935b5604b96db10fe64441af4", size = 88906, upload-time = "2026-06-12T20:47:08.163Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/10/2f/23e5b8fa22f75f73965c72e5c29e6fb8715263457394601e254fe26fbe31/logfire_api-4.37.0-py3-none-any.whl", hash = "sha256:1d756f8ba23aa56d438e0ba2c0f529a00fcac975b8785c561b058267f9465088", size = 138710, upload-time = "2026-06-12T20:47:05.526Z" }, +] + +[[package]] +name = "loro" +version = "1.13.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/9c/0a/a5171cc085b08a066bd1f7b686db9f6493fc45b69b4047ccea682255fdea/loro-1.13.1.tar.gz", hash = "sha256:0c3727bc52f5098576532edd399efc08ceb234c5d9235a19cbd5ea37c4fba485", size = 70462, upload-time = "2026-06-14T09:44:08.296Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/6f/73/9f28cc5d626cae0b1129a62a6edd0922ce979aae67ccbd162a3052aa70c6/loro-1.13.1-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:ca89672a72fd211caddec137cb5539ca7b9906e9afebabd25948590c042a52d7", size = 3388491, upload-time = "2026-06-14T09:41:15.078Z" }, + { url = "https://files.pythonhosted.org/packages/68/ee/8ada6f1ae19b9e1d69c7d9760fe4544a6a8baa6015951f260d368311beb3/loro-1.13.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:84026a187d2fab3f7a1386eb239042a8c334ef2493621fb7684fe758229d3f78", size = 3212708, upload-time = "2026-06-14T09:40:57.617Z" }, + { url = "https://files.pythonhosted.org/packages/5a/d8/f0c7430e9a767cc956f6f4414e8cc69b1382e15c13dd5fe8a6d099ac4270/loro-1.13.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e1e5e572e69f3aeedd3dce43bb4cda602bd20c91ea001f6d034b89ce511affc5", size = 3454249, upload-time = "2026-06-14T09:37:30.905Z" }, + { url = "https://files.pythonhosted.org/packages/2e/c2/c8b10557879cabf6f9fb3858dee5fe0e4d72c0bbf390d5a3f4a1aa8c86fb/loro-1.13.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:e87166c9bff35908e2a2b378def56c8a5ae6286ca7d3c14dd7d6a94a2018713e", size = 3478994, upload-time = "2026-06-14T09:38:08.32Z" }, + { url = "https://files.pythonhosted.org/packages/95/82/37a9163194b097c89f7c87062e8dc3067af288ffe36acf17d83e50577a03/loro-1.13.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:984f2c7c17f7ff5c11cad04d5aa22f76247800b4b10465845a64b0e7d5491a4a", size = 3868397, upload-time = "2026-06-14T09:38:45.22Z" }, + { url = "https://files.pythonhosted.org/packages/69/57/e2453b4fcb83c0ce238fe43e6073d32c257f1298c2209a7ca532701e24d6/loro-1.13.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:e3a91938bd8812f4aa445d8dc7f4a2296aae6993ae99b2573b8346d95a3112f9", size = 3556776, upload-time = "2026-06-14T09:39:23.613Z" }, + { url = "https://files.pythonhosted.org/packages/82/7a/8d0b98fd2cb7459ce662fc09d09f2c7759dace5281041f1a40ce88da7118/loro-1.13.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fb40d659067c6d393e28c7fa1d47a74f02c21b002f631b296bc5956ed10e4e03", size = 3498669, upload-time = "2026-06-14T09:40:30.223Z" }, + { url = "https://files.pythonhosted.org/packages/56/e6/44cbc490efeb482ffdab05a9911de479cde2c5b15cf78cc380c461569770/loro-1.13.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:ba14aac864efa39060f429e13fe826dd7a3eea51770c7ba18f7ab417a966733e", size = 3814637, upload-time = "2026-06-14T09:40:00.704Z" }, + { url = "https://files.pythonhosted.org/packages/b9/57/1983a2c4febe009d8000c46c2aae91fa2a063ff006cbdce08c19ff3b691c/loro-1.13.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:236f0b5a606890782e9830233f049e9bf711999fe12163b6e57b2f16656477ab", size = 3631426, upload-time = "2026-06-14T09:41:33.545Z" }, + { url = "https://files.pythonhosted.org/packages/b4/6c/b825f30215048473451bbfc68570dac846d6b5c9a566c38e69fe4cf2c171/loro-1.13.1-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:86500c195f3542c1b286564ff283dd2d29acf87c029e3a968fce658f492eb70c", size = 3747911, upload-time = "2026-06-14T09:42:11.925Z" }, + { url = "https://files.pythonhosted.org/packages/b4/76/7c80c176de31b068cce0b608664541f7c45dc1522a0afac323454d6ea565/loro-1.13.1-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:1e57c441619090013730a1ff64f4a541df56230f56f386004da54d4bbdfa5b49", size = 3836322, upload-time = "2026-06-14T09:42:51.032Z" }, + { url = "https://files.pythonhosted.org/packages/d4/b8/f26e7e04146a0958eeb136ce9e1584d6a0a663e917eee0019cbbfcd3fd95/loro-1.13.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:c3115e10224001e517b262760126bd998c871168cbcfe822ecf0f32ba843d13a", size = 3758094, upload-time = "2026-06-14T09:43:29.478Z" }, + { url = "https://files.pythonhosted.org/packages/70/50/ff05b94aad55319162982fc81c7f5beab8c1fb4c77dec1364f79a2dab4d9/loro-1.13.1-cp311-cp311-win32.whl", hash = "sha256:6367d8b6f0e682e17f281df51f502d8c7034b3e115899169fffe5c47943f044a", size = 2859108, upload-time = "2026-06-14T09:44:30.842Z" }, + { url = "https://files.pythonhosted.org/packages/63/d9/9268de0d259470e9f5ccd64b502d5267cb83e22e5b9eb9680cfde916314e/loro-1.13.1-cp311-cp311-win_amd64.whl", hash = "sha256:10ee34b857c0d0fe175874abc20aca2d900f464fda0873eb40eea64a13d120c5", size = 3087237, upload-time = "2026-06-14T09:44:10.946Z" }, + { url = "https://files.pythonhosted.org/packages/1d/63/9d58b58fa07691682056a1869332acde98ad3f5604c5167bc2c67a3499ac/loro-1.13.1-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:62944de6a84c71f7fb87dc5ea59e70f68c3910dbee08fa29f1d87d2aa79361f9", size = 3372403, upload-time = "2026-06-14T09:41:16.448Z" }, + { url = "https://files.pythonhosted.org/packages/8c/a7/1e00449128a0124f05a0070ed042f6e6e6a1ae9d42462f341e5782d0b1c6/loro-1.13.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:18483499a361ca72dd6512a889fea097ddd203d6d048cdeb202cfdb454daa6da", size = 3201108, upload-time = "2026-06-14T09:40:59.18Z" }, + { url = "https://files.pythonhosted.org/packages/6f/a1/94c3ae7ca30252caed58895e9f0c711045f93903891f59cb17c255b1832b/loro-1.13.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f24b880c6ef075e092956e6cc8a1ca10d75dd0c42100c93314d941d21ce7e825", size = 3458390, upload-time = "2026-06-14T09:37:32.334Z" }, + { url = "https://files.pythonhosted.org/packages/9c/e5/fbe091e3da9518b22cf81227d102a792c5f2427f011461192262082b4981/loro-1.13.1-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:1692f6cd32715106fa6512cffd77dae386c19aa3d269e0aa540f562c901b4fb3", size = 3481720, upload-time = "2026-06-14T09:38:09.71Z" }, + { url = "https://files.pythonhosted.org/packages/f9/c5/efe3ed6991bc2fca078e6f065e9b3c6af9caabcd37de9c45d001e27d02f7/loro-1.13.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c974a0c7534cdb3885922fac0762276726f2c6212ea42ff9f94fb66458646163", size = 3868987, upload-time = "2026-06-14T09:38:46.803Z" }, + { url = "https://files.pythonhosted.org/packages/4d/a4/3e879c36de0d0726686a8863cc4c7cbd27977ab54602d9d5b519a6c038ad/loro-1.13.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a0ad60e62ee97de40e345a79dd0e8e1890589827517a85f2795499ecbe0c772d", size = 3563937, upload-time = "2026-06-14T09:39:25.155Z" }, + { url = "https://files.pythonhosted.org/packages/1b/24/384088890d15867dcec61420afcfe37c6a185dc38302426b53b77ab9a944/loro-1.13.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4bb41b0fc46d7310f9b863359bd9073e8be042906792418810c45246d52f3e2c", size = 3506609, upload-time = "2026-06-14T09:40:31.647Z" }, + { url = "https://files.pythonhosted.org/packages/59/fa/93a33f1e4f4482dfc3463be3395d29ad5769c213cc89890167aca6c7d682/loro-1.13.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:2fc251ab7ec8d4f45d6afba76b5c0fa804815df8322a7c5b4855c69d574fa3e4", size = 3820553, upload-time = "2026-06-14T09:40:02.103Z" }, + { url = "https://files.pythonhosted.org/packages/5e/77/209513ad828529b52bcadd43b438aa0c419d951c67dd8573c2d7fea29c5c/loro-1.13.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:799f93099a7397e3d4975507769beaca49b1545c28ce2f565e0c6a9d7114c7c5", size = 3635451, upload-time = "2026-06-14T09:41:35.078Z" }, + { url = "https://files.pythonhosted.org/packages/66/dc/9a800ea8c377af8b839d052e1c6dce090a5bb1a8d62f9bb72d8ac74d7fae/loro-1.13.1-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:dddaa54ab925096efae42d017e3ec3e1a5e96109f011c9457a364370346d8d57", size = 3751844, upload-time = "2026-06-14T09:42:13.511Z" }, + { url = "https://files.pythonhosted.org/packages/48/c9/0d4ea932f2a2aa5143ddc5abda9afc45036d99af068ed9176baa19f8e5b0/loro-1.13.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:5438af35c12fcdfed73515bfec9d675ccee9ae0f6206402d42699f13921c489b", size = 3839548, upload-time = "2026-06-14T09:42:52.713Z" }, + { url = "https://files.pythonhosted.org/packages/ee/9b/ab9b732f43ccc895b97e848003f72edcdf46dc6adac77f5313e520699c86/loro-1.13.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:aa9ab0684b64eea6bb4088697063c536e322688828946ef29ada34cdd7ab97fe", size = 3766156, upload-time = "2026-06-14T09:43:31.825Z" }, + { url = "https://files.pythonhosted.org/packages/ca/c3/7f7e28ccac959d2d0085fadec194f6b45713517155bb67939392a8675b0f/loro-1.13.1-cp312-cp312-win32.whl", hash = "sha256:f13be6490fd9afb86474cf8c20270c64efcb0b3a9b32309bae5611ffc5d4ec30", size = 2852620, upload-time = "2026-06-14T09:44:32.61Z" }, + { url = "https://files.pythonhosted.org/packages/22/10/42e780e90c5a0a8e35c4e4cc6467dd2158324f389d6183bf763434c51e89/loro-1.13.1-cp312-cp312-win_amd64.whl", hash = "sha256:b40a60be6900f84704824d44d11d7a721e5b3602f472b71d9aa8310b301478f3", size = 3096879, upload-time = "2026-06-14T09:44:12.476Z" }, + { url = "https://files.pythonhosted.org/packages/93/06/e369dac8102485a1140d18c4823b88c97c97577adb5c0029e5163917f726/loro-1.13.1-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:969916c8747b8f3fc0234c1d8c04f3433d3dbf88ce1f5f90c816c7e2c80c8d5d", size = 3371860, upload-time = "2026-06-14T09:41:17.899Z" }, + { url = "https://files.pythonhosted.org/packages/4d/cc/0f661d4779efe66e61d825b31ff13da3277140820a1db2f846e466d5b5f2/loro-1.13.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:00b85365ff695dbff3b4e0513976025d92e80741475449857f0b18a143694c39", size = 3200732, upload-time = "2026-06-14T09:41:00.581Z" }, + { url = "https://files.pythonhosted.org/packages/c6/ba/314c26e89492b4486634e96844bf5acf4ea88b1dc4fa04b06e47e92403be/loro-1.13.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c46783fa28dd5144f7ca5f20ac949ad7568ef6d511e4aec077566bd0e011f3da", size = 3457717, upload-time = "2026-06-14T09:37:33.867Z" }, + { url = "https://files.pythonhosted.org/packages/e8/42/990572d3e7f71f6930420185b9fb6669490078b88a8ff2e8171310b861b5/loro-1.13.1-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:2ba4caa9b52d64dd2d1aaa0672cb058618e4fc722ab26393f5b2db51bd715fc5", size = 3481891, upload-time = "2026-06-14T09:38:11.153Z" }, + { url = "https://files.pythonhosted.org/packages/e7/b7/3a1dc21ba8b5ea4362df8d21f61b4273fdcc84504969a4868621faf428a4/loro-1.13.1-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e8bd1b7b65b552b7863c2d8d0e041dc35b3ccaf86422c2d03cbd89903feee890", size = 3868735, upload-time = "2026-06-14T09:38:48.233Z" }, + { url = "https://files.pythonhosted.org/packages/9c/64/838072fc73ae993316df8d80aedc537092c73b5e0f27132de60b9cfaa31b/loro-1.13.1-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1a1591e115e874d9e0ad7cf7b413390d26cafb5750d707897fd79a5d1f69b7e7", size = 3564176, upload-time = "2026-06-14T09:39:26.573Z" }, + { url = "https://files.pythonhosted.org/packages/57/c2/8c122a862b8f773ba40c6ade7a89afb9ed26382d23e024f4e66f47ad639f/loro-1.13.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:05703492391f21bb251181a2ee9f1f68425d73efa94810271e25087faca5c23d", size = 3506207, upload-time = "2026-06-14T09:40:33.132Z" }, + { url = "https://files.pythonhosted.org/packages/35/ff/49426f106fcc8b3cdc22dc46af68a1f74ab1675aea07c5244616e2b7b805/loro-1.13.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:862f4948e3a0da4eee417d159a728a8f75a309d02e9aeb4309cbc96e5e48f3c6", size = 3820941, upload-time = "2026-06-14T09:40:05.009Z" }, + { url = "https://files.pythonhosted.org/packages/ab/23/a40c73fb33eb5cc4bbf44ea81efe147cb804c1b9c4d41c37e2dc5e1e1a21/loro-1.13.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:5f44bb3e017b851c518a75253a5648c168796080a7dd7c370f991e4c26c929eb", size = 3634400, upload-time = "2026-06-14T09:41:36.483Z" }, + { url = "https://files.pythonhosted.org/packages/3b/06/5e1460d701c1617d424e6fc930f73772e4aba7ba4c0afc35c14aaea66b64/loro-1.13.1-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:ee1819567c55821d18bae00779427ed57e9287e2620dc773922d9efc9215d361", size = 3750693, upload-time = "2026-06-14T09:42:15.047Z" }, + { url = "https://files.pythonhosted.org/packages/0a/70/abd113d4211f843b2fc5425049225bd0453ba51dd4536be0f170c59cd89f/loro-1.13.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:8e0ed665870c2e63e3b56a56e4cf4dcecd483e4658ecbbe7c913d09f251ccd9a", size = 3839587, upload-time = "2026-06-14T09:42:54.423Z" }, + { url = "https://files.pythonhosted.org/packages/b9/42/a04aa38208dfe8d66619a5a5dda9b586ca30069347ffd5eafb9f2e3c645d/loro-1.13.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:063a137ecd547259058abfecaa0dccfebbece1bb852960f811fff8ff07ff1549", size = 3765347, upload-time = "2026-06-14T09:43:33.507Z" }, + { url = "https://files.pythonhosted.org/packages/66/43/016a4904c0973965904b795599631becf74f42f7e5ab569790dcc02bc2ea/loro-1.13.1-cp313-cp313-win32.whl", hash = "sha256:89fa0c1d0ce435ff593d65bd6173ef7da0b1794cb8b542a275cc36052d147d13", size = 2852202, upload-time = "2026-06-14T09:44:34.904Z" }, + { url = "https://files.pythonhosted.org/packages/d9/7c/7f24a599aa6f1f6bd52052937f8e7089f8daf4269998e48836bc38c4c353/loro-1.13.1-cp313-cp313-win_amd64.whl", hash = "sha256:31060b96a1a085dc585b7d81de56816ee52f50b3328580e6b0b778058c673b02", size = 3095693, upload-time = "2026-06-14T09:44:14.105Z" }, + { url = "https://files.pythonhosted.org/packages/f4/c3/a4e18b1159a4d558e81ea566b98ea7dd402f1e81796db8b7ca31f6f23ecf/loro-1.13.1-cp314-cp314-macosx_10_12_x86_64.whl", hash = "sha256:3f2fc60ffbe4106701f33d5734a16cc491a1fb6b33bb3bc8d03faa22433be144", size = 3350416, upload-time = "2026-06-14T09:41:19.33Z" }, + { url = "https://files.pythonhosted.org/packages/54/61/92bfb79c7c49d5e28fe380f71cbddbcd992ff5b94068864d43d0cc6fa928/loro-1.13.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:dea742fc32b90a4215a3b253d254491487fe277e8dd93930c08fe98b931cb86d", size = 3188854, upload-time = "2026-06-14T09:41:02.049Z" }, + { url = "https://files.pythonhosted.org/packages/bf/3b/95de0c3cf5c47a889b13ec0f8e163ba8d8cde4764f7f6212cfb6a87e109f/loro-1.13.1-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:32a07707a786b8e187f421a1ac37180e96fd66dbe638672ca97e66432127ab53", size = 3451027, upload-time = "2026-06-14T09:37:35.301Z" }, + { url = "https://files.pythonhosted.org/packages/ab/4b/16c526348e9aa002676ca3be0e5d9ec6b2b9dc19871a63fdc66654614310/loro-1.13.1-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:5f9ca634f3f8fafa6e71eaf6949893ceb3142aba6d13e8e0ce2050945a5e99be", size = 3462773, upload-time = "2026-06-14T09:38:12.611Z" }, + { url = "https://files.pythonhosted.org/packages/e3/01/b267a962fd67120fe88696f959d92a2f706c1845e68c56270b5388208510/loro-1.13.1-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f6241dcaeb655775dd6bb170646f8efc6697449535cc6a6af6834bb7a9817ab7", size = 3859936, upload-time = "2026-06-14T09:38:49.49Z" }, + { url = "https://files.pythonhosted.org/packages/0f/9b/8ff0df1c7a95440f78b8034007189aaf57e3a7d1758cca8009b38ab0911e/loro-1.13.1-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:fd4e186c1332dedef5dfec6acd3f8b31d9f57040ea4cbd5332ab6c7fdd2a97db", size = 3547317, upload-time = "2026-06-14T09:39:28.181Z" }, + { url = "https://files.pythonhosted.org/packages/fd/a6/824feabb3d22feb506c945c53c3548df954ca2666206b05aa151f7cbe110/loro-1.13.1-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:09afd86ff1c7ebc1a208cb0323fe05024d7f7eeea7025f0d029e1b23b606ad58", size = 3485675, upload-time = "2026-06-14T09:40:34.624Z" }, + { url = "https://files.pythonhosted.org/packages/28/1e/ae9fb467ef99998c8ecb216ce1e101064440ad1b6dabe2e1bfbc10cf4369/loro-1.13.1-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:d4fcecf5dca67b3987dc33858e675565f7ff997a50f9f9b3d3ca77c0ee5a3094", size = 3805507, upload-time = "2026-06-14T09:40:06.601Z" }, + { url = "https://files.pythonhosted.org/packages/f2/85/e55ee4140ce9521ecd625479ee453afc13e46b7db1bd3efae36c27db4bd6/loro-1.13.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:7f245ba8648555adb4e11f8e0d1c87a9864428e103fd80cbd758d4a800c848e8", size = 3628421, upload-time = "2026-06-14T09:41:38.084Z" }, + { url = "https://files.pythonhosted.org/packages/63/95/c2d1e00c06c5b79af1de3d575d583894039859f63a0bb8b9cd64c78a1d9f/loro-1.13.1-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:d85fe33fae897cb7d94adf350c7593290f07fa72b0a576b4d233228bf77eb75d", size = 3733318, upload-time = "2026-06-14T09:42:16.762Z" }, + { url = "https://files.pythonhosted.org/packages/5e/91/ec18db26e5b1054438d283bd3c45db6006a5c2e8f649cbc8b96b6e86de89/loro-1.13.1-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:e97be90bb75b83a0e1e5d01697e422b37795c0972d5c0f209d6f598a32abcedb", size = 3832278, upload-time = "2026-06-14T09:42:55.931Z" }, + { url = "https://files.pythonhosted.org/packages/8f/2c/aff8793496d5b39ce77f2b29744d8ade1a0649e196674e8bed2fae0ebe49/loro-1.13.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:f02dab4ab8e8c3d4f38434b2724fc5793d088de663ff7cd9b3e5c545d4601d62", size = 3748142, upload-time = "2026-06-14T09:43:35.066Z" }, + { url = "https://files.pythonhosted.org/packages/10/af/768d2390576ca67a971146682426002467f871dd9681ad9527457c603d0a/loro-1.13.1-cp314-cp314-win32.whl", hash = "sha256:a1defe484248b0611c95b70792ac26021eb953fa4b090a5fd119c5d676e20e31", size = 2842651, upload-time = "2026-06-14T09:44:36.383Z" }, + { url = "https://files.pythonhosted.org/packages/b5/54/b486cd95bd4368f5558bb246cfa12343959808f3633f7439f3123eab5e5f/loro-1.13.1-cp314-cp314-win_amd64.whl", hash = "sha256:5234b6363ce558a477d2ae68ba50e082e26f30f86e05d0e24ae364c75d004718", size = 3074789, upload-time = "2026-06-14T09:44:15.645Z" }, + { url = "https://files.pythonhosted.org/packages/1d/c4/4924e599909c31013075a96b208abcdfddf5679efa42ee0831d149f09573/loro-1.13.1-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c52a31d2cc73017df7cf648d375e27f99db07634df4a090b08e1a6aab9b36fc4", size = 3447525, upload-time = "2026-06-14T09:37:37.028Z" }, + { url = "https://files.pythonhosted.org/packages/ab/76/dffe9959f110c565f4782a96edf647729cc73dade7a1aae199d33457e60e/loro-1.13.1-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:49c9a8f10f81835202c3bd708c8a4ac34e6a3917b69aac144b55b100a85caf36", size = 3449374, upload-time = "2026-06-14T09:38:13.965Z" }, + { url = "https://files.pythonhosted.org/packages/2b/80/d184dce3bbd17200842e5f29ae20cc35bfc5e261e36f359a80efa0ea0815/loro-1.13.1-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:06b53fb6ce7d173ec74c12ed694782ab3fbc8a07bd42bee646d714f405cdb27e", size = 3843999, upload-time = "2026-06-14T09:38:50.96Z" }, + { url = "https://files.pythonhosted.org/packages/e7/00/fce97f14e6c01e17e2b7127bcfb37d7bd0ff33f7e95a2fbf8be3b4cb7b56/loro-1.13.1-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:0ab26c84a3be3007f17e00947953e5f6a8acafefbb28fb51763c87314f94ac7d", size = 3536236, upload-time = "2026-06-14T09:39:29.537Z" }, + { url = "https://files.pythonhosted.org/packages/0c/10/48432999bea2c0fe456a78a3e6279997e61d8fce628137bc1d82943b80f3/loro-1.13.1-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f673c066c0eb5c442f067f5bd90fd3d70abef3d8b5ee1fc58672b029743a4785", size = 3481566, upload-time = "2026-06-14T09:40:36.234Z" }, + { url = "https://files.pythonhosted.org/packages/14/47/bf5f76066ba7634a7b48ad23d0d0979a2c4169c227ce9e1295016c3d2ca4/loro-1.13.1-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:e0ffa14f843ba3ddaf53b176f205f0e37621afb76e417afedcc2dbbe6925975f", size = 3797204, upload-time = "2026-06-14T09:40:08.159Z" }, + { url = "https://files.pythonhosted.org/packages/41/cd/4924259b0840e1ce3b468e259e2e708d00502540bea3bc6b39f6dabf6ef8/loro-1.13.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:a50ded264d5db56e880ebcf92c80bfd9b1780fdfdf87d56e11d31ee5a2c6b1fb", size = 3625068, upload-time = "2026-06-14T09:41:39.607Z" }, + { url = "https://files.pythonhosted.org/packages/fe/d8/6fd76c38094bb2aaea9c3515708ff9f758ace45e722dd416ec37ca0385a5/loro-1.13.1-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:9628d59233e5f993758ac914f97555296e758aaa43892cad871a27a3ad072a3b", size = 3721177, upload-time = "2026-06-14T09:42:18.213Z" }, + { url = "https://files.pythonhosted.org/packages/67/a7/eeb8356e51779ca80820df203f33589e4387630c2e04711c5723848d5f62/loro-1.13.1-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:d0c5af71cf2a08bef1cc4dfe8baccba403bd8d9fb0700a95cc9bc3f736399661", size = 3824690, upload-time = "2026-06-14T09:42:57.55Z" }, + { url = "https://files.pythonhosted.org/packages/89/9d/471258dbf471160816e41dcdd9abf4c31b33c74462df6a5f4a9fa9bfb3db/loro-1.13.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:3bcd020a12b899db8d24b6f7a0db8d92eb186ecb283ed50baac43014cacb7ff9", size = 3742862, upload-time = "2026-06-14T09:43:36.664Z" }, + { url = "https://files.pythonhosted.org/packages/66/57/35da08c298f0f74212a5b03aa7b2eabb49f03d79d7c7d1dc9b85795a1f53/loro-1.13.1-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:df3cc735e6e514fa700c1142ef5aa003eb2fa972cfe6cf5a1faad73a5b2b9f35", size = 3452474, upload-time = "2026-06-14T09:37:42.941Z" }, + { url = "https://files.pythonhosted.org/packages/60/7b/ba4a7542bcce0c6c542fcdddf058140fed930c43763faa449d37060a8d1d/loro-1.13.1-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:774d466c51506e9bd2e2d889078d405642f14474d5b3d97323ba64e1709792cf", size = 3476693, upload-time = "2026-06-14T09:38:20.352Z" }, + { url = "https://files.pythonhosted.org/packages/01/37/2bea377c69e277d5c89fb53e7ca5a55ed025f58ed91ec8b7d879cd7363ad/loro-1.13.1-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:fea37c8a2d307340fefd9ecf9dfe2d0cd050e5fe52d28dc59f3b74e2f4d86a59", size = 3862157, upload-time = "2026-06-14T09:38:57.247Z" }, + { url = "https://files.pythonhosted.org/packages/03/08/2c7a178b5a761f081b72a8001e42b71c0f7b1d088242bdd739fda7332d71/loro-1.13.1-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:6a18812dd5129975c89ed3c279b96d05a7129d671b3c4e07d47da5d2a5a44143", size = 3553687, upload-time = "2026-06-14T09:39:35.415Z" }, + { url = "https://files.pythonhosted.org/packages/ab/91/b61a37a2044cd36f0b89c1ab97a6444fd5eb4256f17ed5e41b855f05ecd5/loro-1.13.1-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a252b6badfcd7d43f45c58c61282a256a2bebb50315d363409d34eebb576fa86", size = 3497885, upload-time = "2026-06-14T09:40:39.316Z" }, + { url = "https://files.pythonhosted.org/packages/9f/1c/ae412692eb78f270ce31b95fe212902c3906869426c11a5d4905a22ca776/loro-1.13.1-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:26be461277ea678a47e937b077b4fcc9b7985083b3b7eba5e33bcdcffb511ab0", size = 3816446, upload-time = "2026-06-14T09:40:11.179Z" }, + { url = "https://files.pythonhosted.org/packages/4a/fe/e65cead425aa667b2d4b484c418609f088b23321062103bdb3751d4fafaa/loro-1.13.1-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:88359d12071cb96c1c96912a90c4102f538354bef2100b3797c225418aca8588", size = 3629093, upload-time = "2026-06-14T09:41:45.795Z" }, + { url = "https://files.pythonhosted.org/packages/2e/12/479dfce8e159f6b238a9dc5e0daf8b55626ff245a292415d902d3dda3b58/loro-1.13.1-pp311-pypy311_pp73-musllinux_1_2_armv7l.whl", hash = "sha256:403ca90311137f94d6a26723dbb0bf60af0a83c98577668f3939e5b67b9359e6", size = 3747230, upload-time = "2026-06-14T09:42:25.177Z" }, + { url = "https://files.pythonhosted.org/packages/26/53/0a56911f810bfbcf426a85048ad51413f80d48643ee9e75e359e7f301309/loro-1.13.1-pp311-pypy311_pp73-musllinux_1_2_i686.whl", hash = "sha256:24ac898cf8089df7a7dd1adb116acba8e1a68dde0060db5bb29f4067858fa068", size = 3838314, upload-time = "2026-06-14T09:43:03.81Z" }, + { url = "https://files.pythonhosted.org/packages/85/e7/1f4d4b588d1c20bececfb3e90d8d035ec4f8e7c0d9b45925eaa6c9b5e511/loro-1.13.1-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:531635135306ef42681837d8a0f7bafd34fcf146435ae9077f31fd89e949e5cf", size = 3758462, upload-time = "2026-06-14T09:43:43.649Z" }, +] + +[[package]] +name = "marimo" +version = "0.23.13" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "click", marker = "sys_platform != 'emscripten'" }, + { name = "docutils" }, + { name = "itsdangerous" }, + { name = "jedi" }, + { name = "loro", marker = "sys_platform != 'android' and sys_platform != 'emscripten'" }, + { name = "markdown" }, + { name = "msgspec" }, + { name = "narwhals" }, + { name = "packaging" }, + { name = "psutil", marker = "sys_platform != 'android' and sys_platform != 'emscripten'" }, + { name = "pygments" }, + { name = "pymdown-extensions" }, + { name = "python-multipart" }, + { name = "pyyaml" }, + { name = "pyzmq", marker = "python_full_version < '3.15' and sys_platform != 'emscripten'" }, + { name = "starlette", marker = "sys_platform != 'emscripten'" }, + { name = "tomlkit" }, + { name = "uvicorn", marker = "sys_platform != 'emscripten'" }, + { name = "websockets", marker = "sys_platform != 'emscripten'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/33/8d/5527d7ddd38a3a495f38f86a41731437301f0d08d81353fb9ceedf167b3d/marimo-0.23.13.tar.gz", hash = "sha256:12dffd800b3f6beae15e0ee3983cc3e8a3fb03c8a87cb0d58973e560008ba3aa", size = 38641267, upload-time = "2026-07-01T17:36:40.151Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a5/c0/8470e4e383b01d88fa9c80fba2b0b203d6e4a41e4fbcaedcac997b664b42/marimo-0.23.13-py3-none-any.whl", hash = "sha256:bc6e0f2c59d2086b0707fac56edeedf5f6edf8a390b4d59f4c417ce4c683adb9", size = 39091347, upload-time = "2026-07-01T17:36:36.151Z" }, +] + +[package.optional-dependencies] +recommended = [ + { name = "altair" }, + { name = "duckdb" }, + { name = "nbformat" }, + { name = "polars", extra = ["pyarrow"] }, + { name = "pydantic-ai-slim", extra = ["openai"] }, + { name = "pyzmq" }, + { name = "ruff" }, + { name = "sqlglot", extra = ["c"] }, + { name = "uv" }, +] + +[[package]] +name = "markdown" +version = "3.10.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/2b/f4/69fa6ed85ae003c2378ffa8f6d2e3234662abd02c10d216c0ba96081a238/markdown-3.10.2.tar.gz", hash = "sha256:994d51325d25ad8aa7ce4ebaec003febcce822c3f8c911e3b17c52f7f589f950", size = 368805, upload-time = "2026-02-09T14:57:26.942Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/de/1f/77fa3081e4f66ca3576c896ae5d31c3002ac6607f9747d2e3aa49227e464/markdown-3.10.2-py3-none-any.whl", hash = "sha256:e91464b71ae3ee7afd3017d9f358ef0baf158fd9a298db92f1d4761133824c36", size = 108180, upload-time = "2026-02-09T14:57:25.787Z" }, +] + +[[package]] +name = "markupsafe" +version = "3.0.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/7e/99/7690b6d4034fffd95959cbe0c02de8deb3098cc577c67bb6a24fe5d7caa7/markupsafe-3.0.3.tar.gz", hash = "sha256:722695808f4b6457b320fdc131280796bdceb04ab50fe1795cd540799ebe1698", size = 80313, upload-time = "2025-09-27T18:37:40.426Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/08/db/fefacb2136439fc8dd20e797950e749aa1f4997ed584c62cfb8ef7c2be0e/markupsafe-3.0.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:1cc7ea17a6824959616c525620e387f6dd30fec8cb44f649e31712db02123dad", size = 11631, upload-time = "2025-09-27T18:36:18.185Z" }, + { url = "https://files.pythonhosted.org/packages/e1/2e/5898933336b61975ce9dc04decbc0a7f2fee78c30353c5efba7f2d6ff27a/markupsafe-3.0.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:4bd4cd07944443f5a265608cc6aab442e4f74dff8088b0dfc8238647b8f6ae9a", size = 12058, upload-time = "2025-09-27T18:36:19.444Z" }, + { url = "https://files.pythonhosted.org/packages/1d/09/adf2df3699d87d1d8184038df46a9c80d78c0148492323f4693df54e17bb/markupsafe-3.0.3-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6b5420a1d9450023228968e7e6a9ce57f65d148ab56d2313fcd589eee96a7a50", size = 24287, upload-time = "2025-09-27T18:36:20.768Z" }, + { url = "https://files.pythonhosted.org/packages/30/ac/0273f6fcb5f42e314c6d8cd99effae6a5354604d461b8d392b5ec9530a54/markupsafe-3.0.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0bf2a864d67e76e5c9a34dc26ec616a66b9888e25e7b9460e1c76d3293bd9dbf", size = 22940, upload-time = "2025-09-27T18:36:22.249Z" }, + { url = "https://files.pythonhosted.org/packages/19/ae/31c1be199ef767124c042c6c3e904da327a2f7f0cd63a0337e1eca2967a8/markupsafe-3.0.3-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:bc51efed119bc9cfdf792cdeaa4d67e8f6fcccab66ed4bfdd6bde3e59bfcbb2f", size = 21887, upload-time = "2025-09-27T18:36:23.535Z" }, + { url = "https://files.pythonhosted.org/packages/b2/76/7edcab99d5349a4532a459e1fe64f0b0467a3365056ae550d3bcf3f79e1e/markupsafe-3.0.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:068f375c472b3e7acbe2d5318dea141359e6900156b5b2ba06a30b169086b91a", size = 23692, upload-time = "2025-09-27T18:36:24.823Z" }, + { url = "https://files.pythonhosted.org/packages/a4/28/6e74cdd26d7514849143d69f0bf2399f929c37dc2b31e6829fd2045b2765/markupsafe-3.0.3-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:7be7b61bb172e1ed687f1754f8e7484f1c8019780f6f6b0786e76bb01c2ae115", size = 21471, upload-time = "2025-09-27T18:36:25.95Z" }, + { url = "https://files.pythonhosted.org/packages/62/7e/a145f36a5c2945673e590850a6f8014318d5577ed7e5920a4b3448e0865d/markupsafe-3.0.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a", size = 22923, upload-time = "2025-09-27T18:36:27.109Z" }, + { url = "https://files.pythonhosted.org/packages/0f/62/d9c46a7f5c9adbeeeda52f5b8d802e1094e9717705a645efc71b0913a0a8/markupsafe-3.0.3-cp311-cp311-win32.whl", hash = "sha256:0db14f5dafddbb6d9208827849fad01f1a2609380add406671a26386cdf15a19", size = 14572, upload-time = "2025-09-27T18:36:28.045Z" }, + { url = "https://files.pythonhosted.org/packages/83/8a/4414c03d3f891739326e1783338e48fb49781cc915b2e0ee052aa490d586/markupsafe-3.0.3-cp311-cp311-win_amd64.whl", hash = "sha256:de8a88e63464af587c950061a5e6a67d3632e36df62b986892331d4620a35c01", size = 15077, upload-time = "2025-09-27T18:36:29.025Z" }, + { url = "https://files.pythonhosted.org/packages/35/73/893072b42e6862f319b5207adc9ae06070f095b358655f077f69a35601f0/markupsafe-3.0.3-cp311-cp311-win_arm64.whl", hash = "sha256:3b562dd9e9ea93f13d53989d23a7e775fdfd1066c33494ff43f5418bc8c58a5c", size = 13876, upload-time = "2025-09-27T18:36:29.954Z" }, + { url = "https://files.pythonhosted.org/packages/5a/72/147da192e38635ada20e0a2e1a51cf8823d2119ce8883f7053879c2199b5/markupsafe-3.0.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:d53197da72cc091b024dd97249dfc7794d6a56530370992a5e1a08983ad9230e", size = 11615, upload-time = "2025-09-27T18:36:30.854Z" }, + { url = "https://files.pythonhosted.org/packages/9a/81/7e4e08678a1f98521201c3079f77db69fb552acd56067661f8c2f534a718/markupsafe-3.0.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:1872df69a4de6aead3491198eaf13810b565bdbeec3ae2dc8780f14458ec73ce", size = 12020, upload-time = "2025-09-27T18:36:31.971Z" }, + { url = "https://files.pythonhosted.org/packages/1e/2c/799f4742efc39633a1b54a92eec4082e4f815314869865d876824c257c1e/markupsafe-3.0.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3a7e8ae81ae39e62a41ec302f972ba6ae23a5c5396c8e60113e9066ef893da0d", size = 24332, upload-time = "2025-09-27T18:36:32.813Z" }, + { url = "https://files.pythonhosted.org/packages/3c/2e/8d0c2ab90a8c1d9a24f0399058ab8519a3279d1bd4289511d74e909f060e/markupsafe-3.0.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d6dd0be5b5b189d31db7cda48b91d7e0a9795f31430b7f271219ab30f1d3ac9d", size = 22947, upload-time = "2025-09-27T18:36:33.86Z" }, + { url = "https://files.pythonhosted.org/packages/2c/54/887f3092a85238093a0b2154bd629c89444f395618842e8b0c41783898ea/markupsafe-3.0.3-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:94c6f0bb423f739146aec64595853541634bde58b2135f27f61c1ffd1cd4d16a", size = 21962, upload-time = "2025-09-27T18:36:35.099Z" }, + { url = "https://files.pythonhosted.org/packages/c9/2f/336b8c7b6f4a4d95e91119dc8521402461b74a485558d8f238a68312f11c/markupsafe-3.0.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:be8813b57049a7dc738189df53d69395eba14fb99345e0a5994914a3864c8a4b", size = 23760, upload-time = "2025-09-27T18:36:36.001Z" }, + { url = "https://files.pythonhosted.org/packages/32/43/67935f2b7e4982ffb50a4d169b724d74b62a3964bc1a9a527f5ac4f1ee2b/markupsafe-3.0.3-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:83891d0e9fb81a825d9a6d61e3f07550ca70a076484292a70fde82c4b807286f", size = 21529, upload-time = "2025-09-27T18:36:36.906Z" }, + { url = "https://files.pythonhosted.org/packages/89/e0/4486f11e51bbba8b0c041098859e869e304d1c261e59244baa3d295d47b7/markupsafe-3.0.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:77f0643abe7495da77fb436f50f8dab76dbc6e5fd25d39589a0f1fe6548bfa2b", size = 23015, upload-time = "2025-09-27T18:36:37.868Z" }, + { url = "https://files.pythonhosted.org/packages/2f/e1/78ee7a023dac597a5825441ebd17170785a9dab23de95d2c7508ade94e0e/markupsafe-3.0.3-cp312-cp312-win32.whl", hash = "sha256:d88b440e37a16e651bda4c7c2b930eb586fd15ca7406cb39e211fcff3bf3017d", size = 14540, upload-time = "2025-09-27T18:36:38.761Z" }, + { url = "https://files.pythonhosted.org/packages/aa/5b/bec5aa9bbbb2c946ca2733ef9c4ca91c91b6a24580193e891b5f7dbe8e1e/markupsafe-3.0.3-cp312-cp312-win_amd64.whl", hash = "sha256:26a5784ded40c9e318cfc2bdb30fe164bdb8665ded9cd64d500a34fb42067b1c", size = 15105, upload-time = "2025-09-27T18:36:39.701Z" }, + { url = "https://files.pythonhosted.org/packages/e5/f1/216fc1bbfd74011693a4fd837e7026152e89c4bcf3e77b6692fba9923123/markupsafe-3.0.3-cp312-cp312-win_arm64.whl", hash = "sha256:35add3b638a5d900e807944a078b51922212fb3dedb01633a8defc4b01a3c85f", size = 13906, upload-time = "2025-09-27T18:36:40.689Z" }, + { url = "https://files.pythonhosted.org/packages/38/2f/907b9c7bbba283e68f20259574b13d005c121a0fa4c175f9bed27c4597ff/markupsafe-3.0.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:e1cf1972137e83c5d4c136c43ced9ac51d0e124706ee1c8aa8532c1287fa8795", size = 11622, upload-time = "2025-09-27T18:36:41.777Z" }, + { url = "https://files.pythonhosted.org/packages/9c/d9/5f7756922cdd676869eca1c4e3c0cd0df60ed30199ffd775e319089cb3ed/markupsafe-3.0.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:116bb52f642a37c115f517494ea5feb03889e04df47eeff5b130b1808ce7c219", size = 12029, upload-time = "2025-09-27T18:36:43.257Z" }, + { url = "https://files.pythonhosted.org/packages/00/07/575a68c754943058c78f30db02ee03a64b3c638586fba6a6dd56830b30a3/markupsafe-3.0.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:133a43e73a802c5562be9bbcd03d090aa5a1fe899db609c29e8c8d815c5f6de6", size = 24374, upload-time = "2025-09-27T18:36:44.508Z" }, + { url = "https://files.pythonhosted.org/packages/a9/21/9b05698b46f218fc0e118e1f8168395c65c8a2c750ae2bab54fc4bd4e0e8/markupsafe-3.0.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ccfcd093f13f0f0b7fdd0f198b90053bf7b2f02a3927a30e63f3ccc9df56b676", size = 22980, upload-time = "2025-09-27T18:36:45.385Z" }, + { url = "https://files.pythonhosted.org/packages/7f/71/544260864f893f18b6827315b988c146b559391e6e7e8f7252839b1b846a/markupsafe-3.0.3-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:509fa21c6deb7a7a273d629cf5ec029bc209d1a51178615ddf718f5918992ab9", size = 21990, upload-time = "2025-09-27T18:36:46.916Z" }, + { url = "https://files.pythonhosted.org/packages/c2/28/b50fc2f74d1ad761af2f5dcce7492648b983d00a65b8c0e0cb457c82ebbe/markupsafe-3.0.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a4afe79fb3de0b7097d81da19090f4df4f8d3a2b3adaa8764138aac2e44f3af1", size = 23784, upload-time = "2025-09-27T18:36:47.884Z" }, + { url = "https://files.pythonhosted.org/packages/ed/76/104b2aa106a208da8b17a2fb72e033a5a9d7073c68f7e508b94916ed47a9/markupsafe-3.0.3-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:795e7751525cae078558e679d646ae45574b47ed6e7771863fcc079a6171a0fc", size = 21588, upload-time = "2025-09-27T18:36:48.82Z" }, + { url = "https://files.pythonhosted.org/packages/b5/99/16a5eb2d140087ebd97180d95249b00a03aa87e29cc224056274f2e45fd6/markupsafe-3.0.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:8485f406a96febb5140bfeca44a73e3ce5116b2501ac54fe953e488fb1d03b12", size = 23041, upload-time = "2025-09-27T18:36:49.797Z" }, + { url = "https://files.pythonhosted.org/packages/19/bc/e7140ed90c5d61d77cea142eed9f9c303f4c4806f60a1044c13e3f1471d0/markupsafe-3.0.3-cp313-cp313-win32.whl", hash = "sha256:bdd37121970bfd8be76c5fb069c7751683bdf373db1ed6c010162b2a130248ed", size = 14543, upload-time = "2025-09-27T18:36:51.584Z" }, + { url = "https://files.pythonhosted.org/packages/05/73/c4abe620b841b6b791f2edc248f556900667a5a1cf023a6646967ae98335/markupsafe-3.0.3-cp313-cp313-win_amd64.whl", hash = "sha256:9a1abfdc021a164803f4d485104931fb8f8c1efd55bc6b748d2f5774e78b62c5", size = 15113, upload-time = "2025-09-27T18:36:52.537Z" }, + { url = "https://files.pythonhosted.org/packages/f0/3a/fa34a0f7cfef23cf9500d68cb7c32dd64ffd58a12b09225fb03dd37d5b80/markupsafe-3.0.3-cp313-cp313-win_arm64.whl", hash = "sha256:7e68f88e5b8799aa49c85cd116c932a1ac15caaa3f5db09087854d218359e485", size = 13911, upload-time = "2025-09-27T18:36:53.513Z" }, + { url = "https://files.pythonhosted.org/packages/e4/d7/e05cd7efe43a88a17a37b3ae96e79a19e846f3f456fe79c57ca61356ef01/markupsafe-3.0.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:218551f6df4868a8d527e3062d0fb968682fe92054e89978594c28e642c43a73", size = 11658, upload-time = "2025-09-27T18:36:54.819Z" }, + { url = "https://files.pythonhosted.org/packages/99/9e/e412117548182ce2148bdeacdda3bb494260c0b0184360fe0d56389b523b/markupsafe-3.0.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:3524b778fe5cfb3452a09d31e7b5adefeea8c5be1d43c4f810ba09f2ceb29d37", size = 12066, upload-time = "2025-09-27T18:36:55.714Z" }, + { url = "https://files.pythonhosted.org/packages/bc/e6/fa0ffcda717ef64a5108eaa7b4f5ed28d56122c9a6d70ab8b72f9f715c80/markupsafe-3.0.3-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4e885a3d1efa2eadc93c894a21770e4bc67899e3543680313b09f139e149ab19", size = 25639, upload-time = "2025-09-27T18:36:56.908Z" }, + { url = "https://files.pythonhosted.org/packages/96/ec/2102e881fe9d25fc16cb4b25d5f5cde50970967ffa5dddafdb771237062d/markupsafe-3.0.3-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8709b08f4a89aa7586de0aadc8da56180242ee0ada3999749b183aa23df95025", size = 23569, upload-time = "2025-09-27T18:36:57.913Z" }, + { url = "https://files.pythonhosted.org/packages/4b/30/6f2fce1f1f205fc9323255b216ca8a235b15860c34b6798f810f05828e32/markupsafe-3.0.3-cp313-cp313t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:b8512a91625c9b3da6f127803b166b629725e68af71f8184ae7e7d54686a56d6", size = 23284, upload-time = "2025-09-27T18:36:58.833Z" }, + { url = "https://files.pythonhosted.org/packages/58/47/4a0ccea4ab9f5dcb6f79c0236d954acb382202721e704223a8aafa38b5c8/markupsafe-3.0.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:9b79b7a16f7fedff2495d684f2b59b0457c3b493778c9eed31111be64d58279f", size = 24801, upload-time = "2025-09-27T18:36:59.739Z" }, + { url = "https://files.pythonhosted.org/packages/6a/70/3780e9b72180b6fecb83a4814d84c3bf4b4ae4bf0b19c27196104149734c/markupsafe-3.0.3-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:12c63dfb4a98206f045aa9563db46507995f7ef6d83b2f68eda65c307c6829eb", size = 22769, upload-time = "2025-09-27T18:37:00.719Z" }, + { url = "https://files.pythonhosted.org/packages/98/c5/c03c7f4125180fc215220c035beac6b9cb684bc7a067c84fc69414d315f5/markupsafe-3.0.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:8f71bc33915be5186016f675cd83a1e08523649b0e33efdb898db577ef5bb009", size = 23642, upload-time = "2025-09-27T18:37:01.673Z" }, + { url = "https://files.pythonhosted.org/packages/80/d6/2d1b89f6ca4bff1036499b1e29a1d02d282259f3681540e16563f27ebc23/markupsafe-3.0.3-cp313-cp313t-win32.whl", hash = "sha256:69c0b73548bc525c8cb9a251cddf1931d1db4d2258e9599c28c07ef3580ef354", size = 14612, upload-time = "2025-09-27T18:37:02.639Z" }, + { url = "https://files.pythonhosted.org/packages/2b/98/e48a4bfba0a0ffcf9925fe2d69240bfaa19c6f7507b8cd09c70684a53c1e/markupsafe-3.0.3-cp313-cp313t-win_amd64.whl", hash = "sha256:1b4b79e8ebf6b55351f0d91fe80f893b4743f104bff22e90697db1590e47a218", size = 15200, upload-time = "2025-09-27T18:37:03.582Z" }, + { url = "https://files.pythonhosted.org/packages/0e/72/e3cc540f351f316e9ed0f092757459afbc595824ca724cbc5a5d4263713f/markupsafe-3.0.3-cp313-cp313t-win_arm64.whl", hash = "sha256:ad2cf8aa28b8c020ab2fc8287b0f823d0a7d8630784c31e9ee5edea20f406287", size = 13973, upload-time = "2025-09-27T18:37:04.929Z" }, + { url = "https://files.pythonhosted.org/packages/33/8a/8e42d4838cd89b7dde187011e97fe6c3af66d8c044997d2183fbd6d31352/markupsafe-3.0.3-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:eaa9599de571d72e2daf60164784109f19978b327a3910d3e9de8c97b5b70cfe", size = 11619, upload-time = "2025-09-27T18:37:06.342Z" }, + { url = "https://files.pythonhosted.org/packages/b5/64/7660f8a4a8e53c924d0fa05dc3a55c9cee10bbd82b11c5afb27d44b096ce/markupsafe-3.0.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:c47a551199eb8eb2121d4f0f15ae0f923d31350ab9280078d1e5f12b249e0026", size = 12029, upload-time = "2025-09-27T18:37:07.213Z" }, + { url = "https://files.pythonhosted.org/packages/da/ef/e648bfd021127bef5fa12e1720ffed0c6cbb8310c8d9bea7266337ff06de/markupsafe-3.0.3-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f34c41761022dd093b4b6896d4810782ffbabe30f2d443ff5f083e0cbbb8c737", size = 24408, upload-time = "2025-09-27T18:37:09.572Z" }, + { url = "https://files.pythonhosted.org/packages/41/3c/a36c2450754618e62008bf7435ccb0f88053e07592e6028a34776213d877/markupsafe-3.0.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:457a69a9577064c05a97c41f4e65148652db078a3a509039e64d3467b9e7ef97", size = 23005, upload-time = "2025-09-27T18:37:10.58Z" }, + { url = "https://files.pythonhosted.org/packages/bc/20/b7fdf89a8456b099837cd1dc21974632a02a999ec9bf7ca3e490aacd98e7/markupsafe-3.0.3-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e8afc3f2ccfa24215f8cb28dcf43f0113ac3c37c2f0f0806d8c70e4228c5cf4d", size = 22048, upload-time = "2025-09-27T18:37:11.547Z" }, + { url = "https://files.pythonhosted.org/packages/9a/a7/591f592afdc734f47db08a75793a55d7fbcc6902a723ae4cfbab61010cc5/markupsafe-3.0.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:ec15a59cf5af7be74194f7ab02d0f59a62bdcf1a537677ce67a2537c9b87fcda", size = 23821, upload-time = "2025-09-27T18:37:12.48Z" }, + { url = "https://files.pythonhosted.org/packages/7d/33/45b24e4f44195b26521bc6f1a82197118f74df348556594bd2262bda1038/markupsafe-3.0.3-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:0eb9ff8191e8498cca014656ae6b8d61f39da5f95b488805da4bb029cccbfbaf", size = 21606, upload-time = "2025-09-27T18:37:13.485Z" }, + { url = "https://files.pythonhosted.org/packages/ff/0e/53dfaca23a69fbfbbf17a4b64072090e70717344c52eaaaa9c5ddff1e5f0/markupsafe-3.0.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:2713baf880df847f2bece4230d4d094280f4e67b1e813eec43b4c0e144a34ffe", size = 23043, upload-time = "2025-09-27T18:37:14.408Z" }, + { url = "https://files.pythonhosted.org/packages/46/11/f333a06fc16236d5238bfe74daccbca41459dcd8d1fa952e8fbd5dccfb70/markupsafe-3.0.3-cp314-cp314-win32.whl", hash = "sha256:729586769a26dbceff69f7a7dbbf59ab6572b99d94576a5592625d5b411576b9", size = 14747, upload-time = "2025-09-27T18:37:15.36Z" }, + { url = "https://files.pythonhosted.org/packages/28/52/182836104b33b444e400b14f797212f720cbc9ed6ba34c800639d154e821/markupsafe-3.0.3-cp314-cp314-win_amd64.whl", hash = "sha256:bdc919ead48f234740ad807933cdf545180bfbe9342c2bb451556db2ed958581", size = 15341, upload-time = "2025-09-27T18:37:16.496Z" }, + { url = "https://files.pythonhosted.org/packages/6f/18/acf23e91bd94fd7b3031558b1f013adfa21a8e407a3fdb32745538730382/markupsafe-3.0.3-cp314-cp314-win_arm64.whl", hash = "sha256:5a7d5dc5140555cf21a6fefbdbf8723f06fcd2f63ef108f2854de715e4422cb4", size = 14073, upload-time = "2025-09-27T18:37:17.476Z" }, + { url = "https://files.pythonhosted.org/packages/3c/f0/57689aa4076e1b43b15fdfa646b04653969d50cf30c32a102762be2485da/markupsafe-3.0.3-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:1353ef0c1b138e1907ae78e2f6c63ff67501122006b0f9abad68fda5f4ffc6ab", size = 11661, upload-time = "2025-09-27T18:37:18.453Z" }, + { url = "https://files.pythonhosted.org/packages/89/c3/2e67a7ca217c6912985ec766c6393b636fb0c2344443ff9d91404dc4c79f/markupsafe-3.0.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:1085e7fbddd3be5f89cc898938f42c0b3c711fdcb37d75221de2666af647c175", size = 12069, upload-time = "2025-09-27T18:37:19.332Z" }, + { url = "https://files.pythonhosted.org/packages/f0/00/be561dce4e6ca66b15276e184ce4b8aec61fe83662cce2f7d72bd3249d28/markupsafe-3.0.3-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1b52b4fb9df4eb9ae465f8d0c228a00624de2334f216f178a995ccdcf82c4634", size = 25670, upload-time = "2025-09-27T18:37:20.245Z" }, + { url = "https://files.pythonhosted.org/packages/50/09/c419f6f5a92e5fadde27efd190eca90f05e1261b10dbd8cbcb39cd8ea1dc/markupsafe-3.0.3-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50", size = 23598, upload-time = "2025-09-27T18:37:21.177Z" }, + { url = "https://files.pythonhosted.org/packages/22/44/a0681611106e0b2921b3033fc19bc53323e0b50bc70cffdd19f7d679bb66/markupsafe-3.0.3-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:f190daf01f13c72eac4efd5c430a8de82489d9cff23c364c3ea822545032993e", size = 23261, upload-time = "2025-09-27T18:37:22.167Z" }, + { url = "https://files.pythonhosted.org/packages/5f/57/1b0b3f100259dc9fffe780cfb60d4be71375510e435efec3d116b6436d43/markupsafe-3.0.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e56b7d45a839a697b5eb268c82a71bd8c7f6c94d6fd50c3d577fa39a9f1409f5", size = 24835, upload-time = "2025-09-27T18:37:23.296Z" }, + { url = "https://files.pythonhosted.org/packages/26/6a/4bf6d0c97c4920f1597cc14dd720705eca0bf7c787aebc6bb4d1bead5388/markupsafe-3.0.3-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:f3e98bb3798ead92273dc0e5fd0f31ade220f59a266ffd8a4f6065e0a3ce0523", size = 22733, upload-time = "2025-09-27T18:37:24.237Z" }, + { url = "https://files.pythonhosted.org/packages/14/c7/ca723101509b518797fedc2fdf79ba57f886b4aca8a7d31857ba3ee8281f/markupsafe-3.0.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:5678211cb9333a6468fb8d8be0305520aa073f50d17f089b5b4b477ea6e67fdc", size = 23672, upload-time = "2025-09-27T18:37:25.271Z" }, + { url = "https://files.pythonhosted.org/packages/fb/df/5bd7a48c256faecd1d36edc13133e51397e41b73bb77e1a69deab746ebac/markupsafe-3.0.3-cp314-cp314t-win32.whl", hash = "sha256:915c04ba3851909ce68ccc2b8e2cd691618c4dc4c4232fb7982bca3f41fd8c3d", size = 14819, upload-time = "2025-09-27T18:37:26.285Z" }, + { url = "https://files.pythonhosted.org/packages/1a/8a/0402ba61a2f16038b48b39bccca271134be00c5c9f0f623208399333c448/markupsafe-3.0.3-cp314-cp314t-win_amd64.whl", hash = "sha256:4faffd047e07c38848ce017e8725090413cd80cbc23d86e55c587bf979e579c9", size = 15426, upload-time = "2025-09-27T18:37:27.316Z" }, + { url = "https://files.pythonhosted.org/packages/70/bc/6f1c2f612465f5fa89b95bead1f44dcb607670fd42891d8fdcd5d039f4f4/markupsafe-3.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:32001d6a8fc98c8cb5c947787c5d08b0a50663d139f1305bac5885d98d9b40fa", size = 14146, upload-time = "2025-09-27T18:37:28.327Z" }, +] + +[[package]] +name = "msgspec" +version = "0.21.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/e3/60/f79b9b013a16fa3a58350c9295ddc6789f2e335f36ea61ed10a21b215364/msgspec-0.21.1.tar.gz", hash = "sha256:2313508e394b0d208f8f56892ca9b2799e2561329de9763b19619595a6c0f72c", size = 319193, upload-time = "2026-04-12T21:44:50.394Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ba/7f/bbc4e74cd33d316b75541149e4d35b163b63bce066530ae185a2ec3b5bfc/msgspec-0.21.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:b504b6e7f7a22a24b27232b73034421692147865162daaec9f3bf62439007c87", size = 193131, upload-time = "2026-04-12T21:43:56.094Z" }, + { url = "https://files.pythonhosted.org/packages/c1/60/504886af1aaf854112663b842d5eea9a15d9588f9bf7d0d2df736424b84d/msgspec-0.21.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:4692b7c1609155708c4418f88e92f63c13fdf08aa095c84bae82bad75b53389b", size = 186597, upload-time = "2026-04-12T21:43:57.242Z" }, + { url = "https://files.pythonhosted.org/packages/fa/54/d24ddeaa65b5278c9e67f48ce3c17a9831e8f3722f3c8322ee120aca22ef/msgspec-0.21.1-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d3124010b3815451494c85ff345e693cb9fe5889cfcbbef39ed8622e0e72319c", size = 215158, upload-time = "2026-04-12T21:43:58.442Z" }, + { url = "https://files.pythonhosted.org/packages/9f/75/bb79c8b89a93ae23cd33c0d802373f16feaf9633f05d8af77091350dda0a/msgspec-0.21.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6badc03b9725352219cca017bfe71c61f2fbd0fb5982b410ac17c97c213deb30", size = 219856, upload-time = "2026-04-12T21:44:00.015Z" }, + { url = "https://files.pythonhosted.org/packages/b4/9c/c5ca26b46f0ebbd3a6683695ef89396712cb9e4199fd1f0bc1dd968216b1/msgspec-0.21.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:5d2d4116ebe3035a78d9ec76e99a9d64e5fa6d44fe61a9c5de7fd1acf54bcc69", size = 220314, upload-time = "2026-04-12T21:44:01.548Z" }, + { url = "https://files.pythonhosted.org/packages/c8/31/645a351c4285dce40ed6755c3dcc0aa648e26dacb20a98018fe2cce5e87b/msgspec-0.21.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:0d1009f6715f5bff3b54d4ff5c7428ad96197e0534e1645b8e9b955890c84664", size = 223215, upload-time = "2026-04-12T21:44:02.884Z" }, + { url = "https://files.pythonhosted.org/packages/09/af/8bf15736a6dd3cb4f90c5467f6dc39197d2daaf10754490cdc0aa17b7312/msgspec-0.21.1-cp311-cp311-win_amd64.whl", hash = "sha256:c6faffe5bb644ec884052679af4dfd776d4b5ca90e4a7ec7e7e319e4e6b93a6e", size = 188554, upload-time = "2026-04-12T21:44:04.151Z" }, + { url = "https://files.pythonhosted.org/packages/ef/29/cc7db3a165b62d16e64a83f82eccb79655055cb5bc1f60459a6f9d7c82f2/msgspec-0.21.1-cp311-cp311-win_arm64.whl", hash = "sha256:ee9e3f11fa94603f7d673bf795cfa31b549c4a2c723bc39b45beb1e7f5a3fb99", size = 174517, upload-time = "2026-04-12T21:44:05.66Z" }, + { url = "https://files.pythonhosted.org/packages/6e/cf/317224852c00248c620a9bcf4b26e2e4ab8afd752f18d2a6ef73ebd423b6/msgspec-0.21.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:d4248cf0b6129b7d230eacd493c17cc2d4f3989f3bb7f633a928a85b7dcfa251", size = 196188, upload-time = "2026-04-12T21:44:07.181Z" }, + { url = "https://files.pythonhosted.org/packages/6d/81/074612945c0666078f7366f40000013de9f6ba687491d450df699bceebc9/msgspec-0.21.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:5102c7e9b3acff82178449b85006d96310e690291bb1ea0142f1b24bcb8aabcb", size = 188473, upload-time = "2026-04-12T21:44:08.736Z" }, + { url = "https://files.pythonhosted.org/packages/8a/37/655101799590bcc5fddb2bd3fe0e6194e816c2d1da7c361725f5eb89a910/msgspec-0.21.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:846758412e9518252b2ac9bffd6f0e54d9ff614f5f9488df7749f81ff5c80920", size = 218871, upload-time = "2026-04-12T21:44:09.917Z" }, + { url = "https://files.pythonhosted.org/packages/b5/d1/d4cd9fe89c7d400d7a18f86ccc94daa3f0927f53558846fcb60791dce5d6/msgspec-0.21.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:21995e74b5c598c2e004110ad66ec7f1b8c20bf2bcf3b2de8fd9a3094422d3ff", size = 225025, upload-time = "2026-04-12T21:44:11.191Z" }, + { url = "https://files.pythonhosted.org/packages/24/bf/e20549e602b9edccadeeff98760345a416f9cce846a657e8b18e3396b212/msgspec-0.21.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:6129f0cca52992e898fd5344187f7c8127b63d810b2fd73e36fca73b4c6475ee", size = 222672, upload-time = "2026-04-12T21:44:12.481Z" }, + { url = "https://files.pythonhosted.org/packages/b4/68/04d7a8f0f786545cf9b8c280c57aa6befb5977af6e884b8b54191cbe44b3/msgspec-0.21.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:ef3ec2296248d1f8b9231acb051b6d471dfde8f21819e86c9adaaa9f42918521", size = 227303, upload-time = "2026-04-12T21:44:13.709Z" }, + { url = "https://files.pythonhosted.org/packages/cc/4d/619866af2840875be408047bf9e70ceafbae6ab50660de7134ed1b25eb86/msgspec-0.21.1-cp312-cp312-win_amd64.whl", hash = "sha256:d4ab834a054c6f0cbeef6df9e7e1b33d5f1bc7b86dea1d2fd7cad003873e783d", size = 190017, upload-time = "2026-04-12T21:44:14.977Z" }, + { url = "https://files.pythonhosted.org/packages/5e/2e/a8f9eca8fd00e097d7a9e99ba8a4685db994494448e3d4f0b7f6e9a3c0f7/msgspec-0.21.1-cp312-cp312-win_arm64.whl", hash = "sha256:628aaa35c74950a8c59da330d7e98917e1c7188f983745782027748ee4ca573e", size = 175345, upload-time = "2026-04-12T21:44:16.431Z" }, + { url = "https://files.pythonhosted.org/packages/7e/74/f11ede02839b19ff459f88e3145df5d711626ca84da4e23520cebf819367/msgspec-0.21.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:764173717a01743f007e9f74520ed281f24672c604514f7d76c1c3a10e8edb66", size = 196176, upload-time = "2026-04-12T21:44:17.613Z" }, + { url = "https://files.pythonhosted.org/packages/bb/40/4476c1bd341418a046c4955aff632ec769315d1e3cb94e6acf86d461f9ed/msgspec-0.21.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:344c7cd0eaed1fb81d7959f99100ef71ec9b536881a376f11b9a6c4803365697", size = 188524, upload-time = "2026-04-12T21:44:18.815Z" }, + { url = "https://files.pythonhosted.org/packages/ca/d9/9e9d7d7e5061b47540d03d640fab9b3965ba7ae49c1b2154861c8f007518/msgspec-0.21.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:48943e278b3854c2f89f955ddc6f9f430d3f0784b16e47d10604ee0463cd21f5", size = 218880, upload-time = "2026-04-12T21:44:20.028Z" }, + { url = "https://files.pythonhosted.org/packages/74/66/2bb344f34abb4b57e60c7c9c761994e0417b9718ec1460bf00c296f2a7ea/msgspec-0.21.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a9aa659ebb0101b1cbc31461212b87e341d961f0ab0772aaf068a99e001ec4aa", size = 225050, upload-time = "2026-04-12T21:44:21.577Z" }, + { url = "https://files.pythonhosted.org/packages/1a/84/7c1e412f76092277bf760cef12b7979d03314d259ab5b5cafde5d0c1722d/msgspec-0.21.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:f7b27d1a8ead2b6f5b0c4f2d07b8be1ccfcc041c8a0e704781edebe3ae13c484", size = 222713, upload-time = "2026-04-12T21:44:22.83Z" }, + { url = "https://files.pythonhosted.org/packages/4e/27/0bba04b2b4ef05f3d068429410bc71d2cea925f1596a8f41152cccd5edb8/msgspec-0.21.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:38fe93e86b61328fe544cb7fd871fad5a27c8734bfda90f65e5dbe288ae50f61", size = 227259, upload-time = "2026-04-12T21:44:24.11Z" }, + { url = "https://files.pythonhosted.org/packages/b0/2d/09574b0eea02fed2c2c1383dbaae2c7f79dc16dcd6487a886000afb5d7c4/msgspec-0.21.1-cp313-cp313-win_amd64.whl", hash = "sha256:8bc666331c35fcce05a7cd2d6221adbe0f6058f8e750711413d22793c080ac6a", size = 189857, upload-time = "2026-04-12T21:44:25.359Z" }, + { url = "https://files.pythonhosted.org/packages/46/34/105b1576ad182879914f0c821f17ee1d13abb165cb060448f96fe2aff078/msgspec-0.21.1-cp313-cp313-win_arm64.whl", hash = "sha256:42bb1241e0750c1a4346f2aa84db26c5ffd99a4eb3a954927d9f149ff2f42898", size = 175403, upload-time = "2026-04-12T21:44:26.608Z" }, + { url = "https://files.pythonhosted.org/packages/5a/ad/86954e987d1d6a5c579e2c2e7832b65e0fff194179fdac4f581536086024/msgspec-0.21.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:fab48eb45fdbfbdb2c0edfec00ffc53b6b6085beefc6b50b61e01659f9f8757f", size = 196261, upload-time = "2026-04-12T21:44:27.807Z" }, + { url = "https://files.pythonhosted.org/packages/d1/a1/c5e46c3e42b866199365e35d11dddfd1fbd8bba4fdb3c52f965b1607ce94/msgspec-0.21.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:3cb779ea0c35bc807ff941d415875c1f69ca0be91a2e907ab99a171811d86a9a", size = 188729, upload-time = "2026-04-12T21:44:28.99Z" }, + { url = "https://files.pythonhosted.org/packages/85/7d/1e29a319d678d6cb962ae5bdf32a6858ebdf38f73bc654c0e9c742a0c2c8/msgspec-0.21.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:68604db36b3b4dd9bf160e436e12798a4738848144cea1aca1cb984011eb160f", size = 219866, upload-time = "2026-04-12T21:44:31.104Z" }, + { url = "https://files.pythonhosted.org/packages/25/1f/cca084ca2572810fff12ea9dbdcbe39eac048f40daf4a9077b49fcbe8cee/msgspec-0.21.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3d6b9dc50948eaf65df54d2fd0ff66e6d8c32f116037209ee861810eb9b676cb", size = 224993, upload-time = "2026-04-12T21:44:32.649Z" }, + { url = "https://files.pythonhosted.org/packages/71/94/d2120fc9d419a89a3a7c13e5b7078798c4b392a96a02a6e2b3ce43a8766c/msgspec-0.21.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:52c5e21930942302394429c5a582ce7e6b62c7f983b3760834c2ce107e0dd6df", size = 223535, upload-time = "2026-04-12T21:44:33.839Z" }, + { url = "https://files.pythonhosted.org/packages/75/17/42418b66a3ad972a89bab73dd78b79cc6282bb488a25e73c853cee7443b9/msgspec-0.21.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:abbb39d65681fa24ed394e01af3d59d869068324f900c61d06062b7fb9980f2f", size = 227222, upload-time = "2026-04-12T21:44:35.093Z" }, + { url = "https://files.pythonhosted.org/packages/c4/33/265c894268cca88ff67b144ca2b4c522fc8b9a6f1966a3640c70516e78e1/msgspec-0.21.1-cp314-cp314-win_amd64.whl", hash = "sha256:5666b1b560b97b6ec2eb3fca8a502298ebac56e13bbca1f88523538ce83d01ea", size = 193810, upload-time = "2026-04-12T21:44:36.612Z" }, + { url = "https://files.pythonhosted.org/packages/3b/8f/a6d35f25bf1fc63c492fdd88fdce01ba0875ead48c2b91f90f33653b4131/msgspec-0.21.1-cp314-cp314-win_arm64.whl", hash = "sha256:d8b8578e4c83b14ceea4cef0d0b747e31d9330fe4b03b2b2ad4063866a178f93", size = 179125, upload-time = "2026-04-12T21:44:38.198Z" }, + { url = "https://files.pythonhosted.org/packages/c6/39/74839641e64b99d87da55af0fc472854d42b46e2183b9e2a67fe1bb2a512/msgspec-0.21.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:15f523d51c00ebad412213bfe9f06f0a50ec2b93e0c19e824a2d267cabb48ea2", size = 200171, upload-time = "2026-04-12T21:44:39.414Z" }, + { url = "https://files.pythonhosted.org/packages/70/9b/ce0cca6d2d87fcd4b6ff97600790494e64f26a2c55d61507cd2755c16193/msgspec-0.21.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:4e47390360583ba3d5c6cb44cf0a9f61b0a06a899d3c2c00627cedebb2e2884b", size = 192879, upload-time = "2026-04-12T21:44:40.882Z" }, + { url = "https://files.pythonhosted.org/packages/a7/08/673a7bb05e5702dc787ddd3011195b509f9867927970da59052211929987/msgspec-0.21.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f60800e6299b798142dc40b0644da77ceac5ea0568be58228417eae14135c847", size = 226281, upload-time = "2026-04-12T21:44:42.181Z" }, + { url = "https://files.pythonhosted.org/packages/7d/45/86508cf57283e9070b3c447e3ab25b792a7a0855a3ea4e0c6d111ac34c97/msgspec-0.21.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5f8e9dfcd98419cf7568808470c4317a3fb30bef0e3715b568730a2b272a20d7", size = 229863, upload-time = "2026-04-12T21:44:43.442Z" }, + { url = "https://files.pythonhosted.org/packages/2c/62/e7c9367cd08d590559faacd711edbae36840342843e669440363f33c7d36/msgspec-0.21.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:92d89dfad13bd1ea640dc3e37e724ed380da1030b272bdf5ecafb983c3ad7c75", size = 230445, upload-time = "2026-04-12T21:44:44.806Z" }, + { url = "https://files.pythonhosted.org/packages/42/b4/c0f54632103846b658a10930025f4de41c8724b5e4805a5f3b395586cb7e/msgspec-0.21.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:0d03867786e5d7ba25d666df4b11320c27170f4aeafcb8e3a8b0a50a4fb742ca", size = 231822, upload-time = "2026-04-12T21:44:46.343Z" }, + { url = "https://files.pythonhosted.org/packages/ea/1d/0d85cc79d0ccf5508e9c846cc66552a6a16bf92abd1dbd8362617f7b35cd/msgspec-0.21.1-cp314-cp314t-win_amd64.whl", hash = "sha256:740fbf1c9d59992ca3537d6fbe9ebbf9eaf726a65fbf31448e0ecbc710697a63", size = 206650, upload-time = "2026-04-12T21:44:47.601Z" }, + { url = "https://files.pythonhosted.org/packages/90/91/56c5d560f20e6c20e9e4f55bd0e458f7f162aa689ee350346c04c48eac0b/msgspec-0.21.1-cp314-cp314t-win_arm64.whl", hash = "sha256:0d2cc73df6058d811a126ac3a8ad63a4dfa210c82f9cf5a004802eaf4712de90", size = 183149, upload-time = "2026-04-12T21:44:48.833Z" }, +] + [[package]] name = "mypy-extensions" version = "1.1.0" @@ -313,6 +997,49 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/79/7b/2c79738432f5c924bef5071f933bcc9efd0473bac3b4aa584a6f7c1c8df8/mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505", size = 4963, upload-time = "2025-04-22T14:54:22.983Z" }, ] +[[package]] +name = "narwhals" +version = "2.23.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/e8/ac/66ed1fc6e38a0c0f330627ec5c5d597990d6159b6712b82af0ad2c65f06c/narwhals-2.23.0.tar.gz", hash = "sha256:13e7ff5b4bb4a2f77b907c2e4d8a76e273dfc1323a3c997440a2f9fd26aed408", size = 656209, upload-time = "2026-07-01T11:21:53.278Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/f4/4e/afc8c31605cb8be1d3bb4438c4d979daa104dab6306cd2b87abe9c3a7299/narwhals-2.23.0-py3-none-any.whl", hash = "sha256:769e7b9ab102c93d8fa019f6b4cd1a657909b04a20bf6210e5a35aae06814ae9", size = 458938, upload-time = "2026-07-01T11:21:51.677Z" }, +] + +[[package]] +name = "nbformat" +version = "5.10.4" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "fastjsonschema" }, + { name = "jsonschema" }, + { name = "jupyter-core" }, + { name = "traitlets" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/6d/fd/91545e604bc3dad7dca9ed03284086039b294c6b3d75c0d2fa45f9e9caf3/nbformat-5.10.4.tar.gz", hash = "sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a", size = 142749, upload-time = "2024-04-04T11:20:37.371Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a9/82/0340caa499416c78e5d8f5f05947ae4bc3cba53c9f038ab6e9ed964e22f1/nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b", size = 78454, upload-time = "2024-04-04T11:20:34.895Z" }, +] + +[[package]] +name = "openai" +version = "2.44.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "anyio" }, + { name = "distro" }, + { name = "httpx" }, + { name = "jiter" }, + { name = "pydantic" }, + { name = "sniffio" }, + { name = "tqdm" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/49/f5/7c7cb955305cb41f7f3c5fd7e0e38bf6bbf2658468863d4b7b868a5cb8df/openai-2.44.0.tar.gz", hash = "sha256:68a5a5ffad82b8ff7d451c437529fb64f7c3b8123aaf0c021966a882d9e3947d", size = 988753, upload-time = "2026-06-24T20:56:02.293Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ae/f4/561ed79fd94876160018a5e75254cfcb9b0e62d4dded9dcb20072e86d623/openai-2.44.0-py3-none-any.whl", hash = "sha256:0a2a3ab2e29aeda368700f662ff9ba0f9df17ba4c54577a64e08b8115a3cc0ad", size = 1366216, upload-time = "2026-06-24T20:55:58.882Z" }, +] + [[package]] name = "openapi-schema-validator" version = "0.8.1" @@ -347,6 +1074,18 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/cb/70/52310f9ece5f4eb02e0b31d538b51f729169517767a8d0100a25db31d67f/openapi_spec_validator-0.8.4-py3-none-any.whl", hash = "sha256:cf905117063d7c4d495c8a5a167a1f2a8006da6ffa8ba234a7ed0d0f11454d51", size = 50330, upload-time = "2026-03-01T15:48:17.668Z" }, ] +[[package]] +name = "opentelemetry-api" +version = "1.43.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/ae/cc/e4c9584181f86494df0f6bdec1a4f3280c50db44704dc2a407e994fc87bb/opentelemetry_api-1.43.0.tar.gz", hash = "sha256:107d0d03857ea8fc7c5fcbbbd83f800c281f0d560553d61c1d675fccfd1761c1", size = 73476, upload-time = "2026-06-24T15:19:55.323Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/17/83/6dba32b85f31868400440dc7ad2ca1eab94cbbf3a7b0459ed39f8311a9e2/opentelemetry_api-1.43.0-py3-none-any.whl", hash = "sha256:20acf45e9b21851926835292e4045d290acade1edd2ff3de86d2f069687ba1fd", size = 61912, upload-time = "2026-06-24T15:19:35.434Z" }, +] + [[package]] name = "orderly-set" version = "5.5.0" @@ -365,6 +1104,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/b7/b9/c538f279a4e237a006a2c98387d081e9eb060d203d8ed34467cc0f0b9b53/packaging-26.0-py3-none-any.whl", hash = "sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529", size = 74366, upload-time = "2026-01-21T20:50:37.788Z" }, ] +[[package]] +name = "parso" +version = "0.8.7" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/30/4b/90c937815137d43ce71ba043cd3566221e9df6b9c805f24b5d138c9d40a7/parso-0.8.7.tar.gz", hash = "sha256:eaaac4c9fdd5e9e8852dc778d2d7405897ec510f2a298071453e5e3a07914bb1", size = 401824, upload-time = "2026-05-01T23:13:02.138Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/99/5d/8268b644392ee874ee82a635cd0df1773de230bde356c38de28e298392cc/parso-0.8.7-py2.py3-none-any.whl", hash = "sha256:a8926eb2a1b915486941fdbd31e86a4baf88fe8c210f25f2f35ecec5b574ca1c", size = 107025, upload-time = "2026-05-01T23:12:58.867Z" }, +] + [[package]] name = "pathable" version = "0.5.0" @@ -401,6 +1149,126 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" }, ] +[[package]] +name = "polars" +version = "1.42.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "polars-runtime-32" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/27/99/fe77f10a13a778705ef05b499fc708c9a0b0a3680d9eb6bc6e1b6a6b9914/polars-1.42.1.tar.gz", hash = "sha256:2fe94f3059334650bd850ae19a9c165dcd5d9cb12cd95ea04de2201662e70e8a", size = 741532, upload-time = "2026-06-30T04:57:51.504Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/be/6a/edd939cc6fa04b6415aaa9bf19720fc74ead81234b3d38542e0005816d4d/polars-1.42.1-py3-none-any.whl", hash = "sha256:3c0c65cdfa21a621650c4bdcbbccf93964d052fd766c3e70e84a55d961c259fd", size = 837622, upload-time = "2026-06-30T04:56:34.686Z" }, +] + +[package.optional-dependencies] +pyarrow = [ + { name = "pyarrow" }, +] + +[[package]] +name = "polars-runtime-32" +version = "1.42.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/1f/59/15bcc4dac380c6d63efa5446d8317f22671cbd6c9dadd576bd17a334c45a/polars_runtime_32-1.42.1.tar.gz", hash = "sha256:4d4809e1c1b9a6611f6944f27b24abea902b5159e6b6fa262fd716e947af5afd", size = 3045460, upload-time = "2026-06-30T04:57:52.866Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/62/29/16ff6e4e91d71e530d3581f45e342a9cc35072ac6b31dcbc2fa33de2569e/polars_runtime_32-1.42.1-cp310-abi3-macosx_10_12_x86_64.whl", hash = "sha256:bbdc26d68ee5b23b0ce227fa0599220aa35b77c826b6b0a6b2d8e7f6c1c36974", size = 53117325, upload-time = "2026-06-30T04:56:37.972Z" }, + { url = "https://files.pythonhosted.org/packages/04/8e/4f8296fcfd1347f1351342fecf13bf2430d7efbae2f1f45964ec7930a99e/polars_runtime_32-1.42.1-cp310-abi3-macosx_11_0_arm64.whl", hash = "sha256:f6c0288be940b607dc4a7476c01e67fb6bbee93f5f1dd42c64970274c71008ba", size = 47446251, upload-time = "2026-06-30T04:56:41.459Z" }, + { url = "https://files.pythonhosted.org/packages/88/2e/0d66a7deadc453b890c3391034ca8ab4b05d0beaebbb92a7d65199fba61b/polars_runtime_32-1.42.1-cp310-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:635d9dbcae2302ae223afb395d5cd220bffa61a53d0ab6871d17c8bc830101cf", size = 51359402, upload-time = "2026-06-30T04:56:44.595Z" }, + { url = "https://files.pythonhosted.org/packages/5d/10/ffb85fa380bc9c9000dc35f40f44954dde49023018501c54faab94b3a39e/polars_runtime_32-1.42.1-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d059e8e53cc114ff82f9bd791fd341dc53534a2c745e6f6aa37594c3a93f01fe", size = 57302723, upload-time = "2026-06-30T04:56:47.609Z" }, + { url = "https://files.pythonhosted.org/packages/c2/63/ca50adc62e44224ca5c622a842ba6f35ee87d1d40ef0df7ea2ed6c6edb08/polars_runtime_32-1.42.1-cp310-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:f91f0b13588324905682809d270e1de5f1990c908721c8527657d77a044c9919", size = 51515673, upload-time = "2026-06-30T04:56:50.88Z" }, + { url = "https://files.pythonhosted.org/packages/63/c3/08fbbf38deaa17bf34a601d327cb7451074098673c78b7c1a8538dde9794/polars_runtime_32-1.42.1-cp310-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:8b8bf972d99d48aaaa2582e2bce966a6f43bc815bd8725d15f5cab9e2fb15d17", size = 55217259, upload-time = "2026-06-30T04:56:53.834Z" }, + { url = "https://files.pythonhosted.org/packages/d1/0e/51db89361668fe077a835fc579277f824ba526e7daf7b94d23d25439e0d0/polars_runtime_32-1.42.1-cp310-abi3-win_amd64.whl", hash = "sha256:e9364c26da389a8b7339e4d29e20a3d12af730247e6ed3b7804bddce2477f428", size = 52715432, upload-time = "2026-06-30T04:56:57.109Z" }, + { url = "https://files.pythonhosted.org/packages/76/c5/2fb8592d691bd114de25d9c84300b23541dca7060eac11d7b4bed0327786/polars_runtime_32-1.42.1-cp310-abi3-win_arm64.whl", hash = "sha256:7051226e6b42ffc395a7a9190377cd28649fbfb991b8f85c6271f4e1cfb736fb", size = 46718300, upload-time = "2026-06-30T04:56:59.855Z" }, +] + +[[package]] +name = "psutil" +version = "7.2.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/aa/c6/d1ddf4abb55e93cebc4f2ed8b5d6dbad109ecb8d63748dd2b20ab5e57ebe/psutil-7.2.2.tar.gz", hash = "sha256:0746f5f8d406af344fd547f1c8daa5f5c33dbc293bb8d6a16d80b4bb88f59372", size = 493740, upload-time = "2026-01-28T18:14:54.428Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/51/08/510cbdb69c25a96f4ae523f733cdc963ae654904e8db864c07585ef99875/psutil-7.2.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:2edccc433cbfa046b980b0df0171cd25bcaeb3a68fe9022db0979e7aa74a826b", size = 130595, upload-time = "2026-01-28T18:14:57.293Z" }, + { url = "https://files.pythonhosted.org/packages/d6/f5/97baea3fe7a5a9af7436301f85490905379b1c6f2dd51fe3ecf24b4c5fbf/psutil-7.2.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:e78c8603dcd9a04c7364f1a3e670cea95d51ee865e4efb3556a3a63adef958ea", size = 131082, upload-time = "2026-01-28T18:14:59.732Z" }, + { url = "https://files.pythonhosted.org/packages/37/d6/246513fbf9fa174af531f28412297dd05241d97a75911ac8febefa1a53c6/psutil-7.2.2-cp313-cp313t-manylinux2010_x86_64.manylinux_2_12_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1a571f2330c966c62aeda00dd24620425d4b0cc86881c89861fbc04549e5dc63", size = 181476, upload-time = "2026-01-28T18:15:01.884Z" }, + { url = "https://files.pythonhosted.org/packages/b8/b5/9182c9af3836cca61696dabe4fd1304e17bc56cb62f17439e1154f225dd3/psutil-7.2.2-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:917e891983ca3c1887b4ef36447b1e0873e70c933afc831c6b6da078ba474312", size = 184062, upload-time = "2026-01-28T18:15:04.436Z" }, + { url = "https://files.pythonhosted.org/packages/16/ba/0756dca669f5a9300d0cbcbfae9a4c30e446dfc7440ffe43ded5724bfd93/psutil-7.2.2-cp313-cp313t-win_amd64.whl", hash = "sha256:ab486563df44c17f5173621c7b198955bd6b613fb87c71c161f827d3fb149a9b", size = 139893, upload-time = "2026-01-28T18:15:06.378Z" }, + { url = "https://files.pythonhosted.org/packages/1c/61/8fa0e26f33623b49949346de05ec1ddaad02ed8ba64af45f40a147dbfa97/psutil-7.2.2-cp313-cp313t-win_arm64.whl", hash = "sha256:ae0aefdd8796a7737eccea863f80f81e468a1e4cf14d926bd9b6f5f2d5f90ca9", size = 135589, upload-time = "2026-01-28T18:15:08.03Z" }, + { url = "https://files.pythonhosted.org/packages/81/69/ef179ab5ca24f32acc1dac0c247fd6a13b501fd5534dbae0e05a1c48b66d/psutil-7.2.2-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:eed63d3b4d62449571547b60578c5b2c4bcccc5387148db46e0c2313dad0ee00", size = 130664, upload-time = "2026-01-28T18:15:09.469Z" }, + { url = "https://files.pythonhosted.org/packages/7b/64/665248b557a236d3fa9efc378d60d95ef56dd0a490c2cd37dafc7660d4a9/psutil-7.2.2-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:7b6d09433a10592ce39b13d7be5a54fbac1d1228ed29abc880fb23df7cb694c9", size = 131087, upload-time = "2026-01-28T18:15:11.724Z" }, + { url = "https://files.pythonhosted.org/packages/d5/2e/e6782744700d6759ebce3043dcfa661fb61e2fb752b91cdeae9af12c2178/psutil-7.2.2-cp314-cp314t-manylinux2010_x86_64.manylinux_2_12_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1fa4ecf83bcdf6e6c8f4449aff98eefb5d0604bf88cb883d7da3d8d2d909546a", size = 182383, upload-time = "2026-01-28T18:15:13.445Z" }, + { url = "https://files.pythonhosted.org/packages/57/49/0a41cefd10cb7505cdc04dab3eacf24c0c2cb158a998b8c7b1d27ee2c1f5/psutil-7.2.2-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e452c464a02e7dc7822a05d25db4cde564444a67e58539a00f929c51eddda0cf", size = 185210, upload-time = "2026-01-28T18:15:16.002Z" }, + { url = "https://files.pythonhosted.org/packages/dd/2c/ff9bfb544f283ba5f83ba725a3c5fec6d6b10b8f27ac1dc641c473dc390d/psutil-7.2.2-cp314-cp314t-win_amd64.whl", hash = "sha256:c7663d4e37f13e884d13994247449e9f8f574bc4655d509c3b95e9ec9e2b9dc1", size = 141228, upload-time = "2026-01-28T18:15:18.385Z" }, + { url = "https://files.pythonhosted.org/packages/f2/fc/f8d9c31db14fcec13748d373e668bc3bed94d9077dbc17fb0eebc073233c/psutil-7.2.2-cp314-cp314t-win_arm64.whl", hash = "sha256:11fe5a4f613759764e79c65cf11ebdf26e33d6dd34336f8a337aa2996d71c841", size = 136284, upload-time = "2026-01-28T18:15:19.912Z" }, + { url = "https://files.pythonhosted.org/packages/e7/36/5ee6e05c9bd427237b11b3937ad82bb8ad2752d72c6969314590dd0c2f6e/psutil-7.2.2-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ed0cace939114f62738d808fdcecd4c869222507e266e574799e9c0faa17d486", size = 129090, upload-time = "2026-01-28T18:15:22.168Z" }, + { url = "https://files.pythonhosted.org/packages/80/c4/f5af4c1ca8c1eeb2e92ccca14ce8effdeec651d5ab6053c589b074eda6e1/psutil-7.2.2-cp36-abi3-macosx_11_0_arm64.whl", hash = "sha256:1a7b04c10f32cc88ab39cbf606e117fd74721c831c98a27dc04578deb0c16979", size = 129859, upload-time = "2026-01-28T18:15:23.795Z" }, + { url = "https://files.pythonhosted.org/packages/b5/70/5d8df3b09e25bce090399cf48e452d25c935ab72dad19406c77f4e828045/psutil-7.2.2-cp36-abi3-manylinux2010_x86_64.manylinux_2_12_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:076a2d2f923fd4821644f5ba89f059523da90dc9014e85f8e45a5774ca5bc6f9", size = 155560, upload-time = "2026-01-28T18:15:25.976Z" }, + { url = "https://files.pythonhosted.org/packages/63/65/37648c0c158dc222aba51c089eb3bdfa238e621674dc42d48706e639204f/psutil-7.2.2-cp36-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b0726cecd84f9474419d67252add4ac0cd9811b04d61123054b9fb6f57df6e9e", size = 156997, upload-time = "2026-01-28T18:15:27.794Z" }, + { url = "https://files.pythonhosted.org/packages/8e/13/125093eadae863ce03c6ffdbae9929430d116a246ef69866dad94da3bfbc/psutil-7.2.2-cp36-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:fd04ef36b4a6d599bbdb225dd1d3f51e00105f6d48a28f006da7f9822f2606d8", size = 148972, upload-time = "2026-01-28T18:15:29.342Z" }, + { url = "https://files.pythonhosted.org/packages/04/78/0acd37ca84ce3ddffaa92ef0f571e073faa6d8ff1f0559ab1272188ea2be/psutil-7.2.2-cp36-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:b58fabe35e80b264a4e3bb23e6b96f9e45a3df7fb7eed419ac0e5947c61e47cc", size = 148266, upload-time = "2026-01-28T18:15:31.597Z" }, + { url = "https://files.pythonhosted.org/packages/b4/90/e2159492b5426be0c1fef7acba807a03511f97c5f86b3caeda6ad92351a7/psutil-7.2.2-cp37-abi3-win_amd64.whl", hash = "sha256:eb7e81434c8d223ec4a219b5fc1c47d0417b12be7ea866e24fb5ad6e84b3d988", size = 137737, upload-time = "2026-01-28T18:15:33.849Z" }, + { url = "https://files.pythonhosted.org/packages/8c/c7/7bb2e321574b10df20cbde462a94e2b71d05f9bbda251ef27d104668306a/psutil-7.2.2-cp37-abi3-win_arm64.whl", hash = "sha256:8c233660f575a5a89e6d4cb65d9f938126312bca76d8fe087b947b3a1aaac9ee", size = 134617, upload-time = "2026-01-28T18:15:36.514Z" }, +] + +[[package]] +name = "pyarrow" +version = "24.0.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/91/13/13e1069b351bdc3881266e11147ffccf687505dbb0ea74036237f5d454a5/pyarrow-24.0.0.tar.gz", hash = "sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83", size = 1180261, upload-time = "2026-04-21T10:51:25.837Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/62/c9/a47ab7ece0d86cbe6678418a0fbd1ac4bb493b9184a3891dfa0e7f287ae0/pyarrow-24.0.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74", size = 35068898, upload-time = "2026-04-21T10:46:36.599Z" }, + { url = "https://files.pythonhosted.org/packages/d1/bc/8db86617a9a58008acf8913d6fed68ea2a46acb6de928db28d724c891a68/pyarrow-24.0.0-cp311-cp311-macosx_12_0_x86_64.whl", hash = "sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3", size = 36679915, upload-time = "2026-04-21T10:46:42.602Z" }, + { url = "https://files.pythonhosted.org/packages/eb/8e/fb178720400ef69db251eb4a9c3ccf4af269bc1feb5055529b8fc87170d1/pyarrow-24.0.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868", size = 45697931, upload-time = "2026-04-21T10:46:48.403Z" }, + { url = "https://files.pythonhosted.org/packages/f3/27/99c42abe8e21b44f4917f62631f3aa31404882a2c41d8a4cd5c110e13d52/pyarrow-24.0.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e", size = 48837449, upload-time = "2026-04-21T10:46:55.329Z" }, + { url = "https://files.pythonhosted.org/packages/36/b6/333749e2666e9032891125bf9c691146e92901bece62030ac1430e2e7c88/pyarrow-24.0.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57", size = 49395949, upload-time = "2026-04-21T10:47:01.869Z" }, + { url = "https://files.pythonhosted.org/packages/17/25/c5201706a2dd374e8ba6ee3fd7a8c89fb7ffc16eed5217a91fd2bd7f7626/pyarrow-24.0.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c", size = 51912986, upload-time = "2026-04-21T10:47:09.872Z" }, + { url = "https://files.pythonhosted.org/packages/f8/d2/4d1bbba65320b21a49678d6fbdc6ff7c649251359fdcfc03568c4136231d/pyarrow-24.0.0-cp311-cp311-win_amd64.whl", hash = "sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981", size = 27255371, upload-time = "2026-04-21T10:47:15.943Z" }, + { url = "https://files.pythonhosted.org/packages/b4/a9/9686d9f07837f91f775e8932659192e02c74f9d8920524b480b85212cc68/pyarrow-24.0.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810", size = 34981559, upload-time = "2026-04-21T10:47:22.17Z" }, + { url = "https://files.pythonhosted.org/packages/80/b6/0ddf0e9b6ead3474ab087ae598c76b031fc45532bf6a63f3a553440fb258/pyarrow-24.0.0-cp312-cp312-macosx_12_0_x86_64.whl", hash = "sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a", size = 36663654, upload-time = "2026-04-21T10:47:28.315Z" }, + { url = "https://files.pythonhosted.org/packages/7c/3b/926382efe8ce27ba729071d3566ade6dfb86bdf112f366000196b2f5780a/pyarrow-24.0.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66", size = 45679394, upload-time = "2026-04-21T10:47:34.821Z" }, + { url = "https://files.pythonhosted.org/packages/b3/7a/829f7d9dfd37c207206081d6dad474d81dde29952401f07f2ba507814818/pyarrow-24.0.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb", size = 48863122, upload-time = "2026-04-21T10:47:42.056Z" }, + { url = "https://files.pythonhosted.org/packages/5f/e8/f88ce625fe8babaae64e8db2d417c7653adb3019b08aae85c5ed787dc816/pyarrow-24.0.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e", size = 49376032, upload-time = "2026-04-21T10:47:48.967Z" }, + { url = "https://files.pythonhosted.org/packages/36/7a/82c363caa145fff88fb475da50d3bf52bb024f61917be5424c3392eaf878/pyarrow-24.0.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6", size = 51929490, upload-time = "2026-04-21T10:47:55.981Z" }, + { url = "https://files.pythonhosted.org/packages/66/1c/e3e72c8014ad2743ca64a701652c733cc5cbcee15c0463a32a8c55518d9e/pyarrow-24.0.0-cp312-cp312-win_amd64.whl", hash = "sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826", size = 27355660, upload-time = "2026-04-21T10:48:01.718Z" }, + { url = "https://files.pythonhosted.org/packages/6f/d3/a1abf004482026ddc17f4503db227787fa3cfe41ec5091ff20e4fea55e57/pyarrow-24.0.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba", size = 34976759, upload-time = "2026-04-21T10:48:07.258Z" }, + { url = "https://files.pythonhosted.org/packages/4f/4a/34f0a36d28a2dd32225301b79daad44e243dc1a2bb77d43b60749be255c4/pyarrow-24.0.0-cp313-cp313-macosx_12_0_x86_64.whl", hash = "sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68", size = 36658471, upload-time = "2026-04-21T10:48:13.347Z" }, + { url = "https://files.pythonhosted.org/packages/1f/78/543b94712ae8bb1a6023bcc1acf1a740fbff8286747c289cd9468fced2a5/pyarrow-24.0.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2", size = 45675981, upload-time = "2026-04-21T10:48:20.201Z" }, + { url = "https://files.pythonhosted.org/packages/84/9f/8fb7c222b100d314137fa40ec050de56cd8c6d957d1cfff685ce72f15b17/pyarrow-24.0.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0", size = 48859172, upload-time = "2026-04-21T10:48:27.541Z" }, + { url = "https://files.pythonhosted.org/packages/a7/d3/1ea72538e6c8b3b475ed78d1049a2c518e655761ea50fe1171fc855fcab7/pyarrow-24.0.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495", size = 49385733, upload-time = "2026-04-21T10:48:34.7Z" }, + { url = "https://files.pythonhosted.org/packages/c3/be/c3d8b06a1ba35f2260f8e1f771abbee7d5e345c0937aab90675706b1690a/pyarrow-24.0.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f", size = 51934335, upload-time = "2026-04-21T10:48:42.099Z" }, + { url = "https://files.pythonhosted.org/packages/9c/62/89e07a1e7329d2cde3e3c6994ba0839a24977a2beda8be6005ea3d860b99/pyarrow-24.0.0-cp313-cp313-win_amd64.whl", hash = "sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91", size = 27271748, upload-time = "2026-04-21T10:49:42.532Z" }, + { url = "https://files.pythonhosted.org/packages/17/1a/cff3a59f80b5b1658549d46611b67163f65e0664431c076ad728bf9d5af4/pyarrow-24.0.0-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275", size = 35238554, upload-time = "2026-04-21T10:48:48.526Z" }, + { url = "https://files.pythonhosted.org/packages/a8/99/cce0f42a327bfef2c420fb6078a3eb834826e5d6697bf3009fe11d2ad051/pyarrow-24.0.0-cp313-cp313t-macosx_12_0_x86_64.whl", hash = "sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b", size = 36782301, upload-time = "2026-04-21T10:48:55.181Z" }, + { url = "https://files.pythonhosted.org/packages/2a/66/8e560d5ff6793ca29aca213c53eec0dd482dd46cb93b2819e5aab52e4252/pyarrow-24.0.0-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42", size = 45721929, upload-time = "2026-04-21T10:49:03.676Z" }, + { url = "https://files.pythonhosted.org/packages/27/0c/a26e25505d030716e078d9f16eb74973cbf0b33b672884e9f9da1c83b871/pyarrow-24.0.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b", size = 48825365, upload-time = "2026-04-21T10:49:11.714Z" }, + { url = "https://files.pythonhosted.org/packages/5f/eb/771f9ecb0c65e73fe9dccdd1717901b9594f08c4515d000c7c62df573811/pyarrow-24.0.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37", size = 49451819, upload-time = "2026-04-21T10:49:21.474Z" }, + { url = "https://files.pythonhosted.org/packages/48/da/61ae89a88732f5a785646f3ec6125dbb640fa98a540eb2b9889caa561403/pyarrow-24.0.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca", size = 51909252, upload-time = "2026-04-21T10:49:31.164Z" }, + { url = "https://files.pythonhosted.org/packages/cb/1a/8dd5cafab7b66573fa91c03d06d213356ad4edd71813aa75e08ce2b3a844/pyarrow-24.0.0-cp313-cp313t-win_amd64.whl", hash = "sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d", size = 27388127, upload-time = "2026-04-21T10:49:37.334Z" }, + { url = "https://files.pythonhosted.org/packages/ad/80/d022a34ff05d2cbedd8ccf841fc1f532ecfa9eb5ed1711b56d0e0ea71fc9/pyarrow-24.0.0-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838", size = 35007997, upload-time = "2026-04-21T10:49:48.796Z" }, + { url = "https://files.pythonhosted.org/packages/1a/ff/f01485fda6f4e5d441afb8dd5e7681e4db18826c1e271852f5d3957d6a80/pyarrow-24.0.0-cp314-cp314-macosx_12_0_x86_64.whl", hash = "sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b", size = 36678720, upload-time = "2026-04-21T10:49:55.858Z" }, + { url = "https://files.pythonhosted.org/packages/9e/c2/2d2d5fea814237923f71b36495211f20b43a1576f9a4d6da7e751a64ec6f/pyarrow-24.0.0-cp314-cp314-manylinux_2_28_aarch64.whl", hash = "sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795", size = 45741852, upload-time = "2026-04-21T10:50:04.624Z" }, + { url = "https://files.pythonhosted.org/packages/8e/3a/28ba9c1c1ebdbb5f1b94dfebb46f207e52e6a554b7fe4132540fde29a3a0/pyarrow-24.0.0-cp314-cp314-manylinux_2_28_x86_64.whl", hash = "sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26", size = 48889852, upload-time = "2026-04-21T10:50:12.293Z" }, + { url = "https://files.pythonhosted.org/packages/df/51/4a389acfd31dca009f8fb82d7f510bb4130f2b3a8e18cf00194d0687d8ac/pyarrow-24.0.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde", size = 49445207, upload-time = "2026-04-21T10:50:20.677Z" }, + { url = "https://files.pythonhosted.org/packages/19/4b/0bab2b23d2ae901b1b9a03c0efd4b2d070256f8ce3fc43f6e58c167b2081/pyarrow-24.0.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76", size = 51954117, upload-time = "2026-04-21T10:50:29.14Z" }, + { url = "https://files.pythonhosted.org/packages/29/88/f4e9145da0417b3d2c12035a8492b35ff4a3dbc653e614fcfb51d9dedb38/pyarrow-24.0.0-cp314-cp314-win_amd64.whl", hash = "sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e", size = 28001155, upload-time = "2026-04-21T10:51:22.337Z" }, + { url = "https://files.pythonhosted.org/packages/79/4f/46a49a63f43526da895b1a45bbb51d5baf8e4d77159f8528fc3e5490007f/pyarrow-24.0.0-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05", size = 35250387, upload-time = "2026-04-21T10:50:35.552Z" }, + { url = "https://files.pythonhosted.org/packages/a0/da/d5e0cd5ef00796922404806d5f00325cdadc3441ce2c13fe7115f2df9a64/pyarrow-24.0.0-cp314-cp314t-macosx_12_0_x86_64.whl", hash = "sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a", size = 36797102, upload-time = "2026-04-21T10:50:42.417Z" }, + { url = "https://files.pythonhosted.org/packages/34/c7/5904145b0a593a05236c882933d439b5720f0a145381179063722fbfc123/pyarrow-24.0.0-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072", size = 45745118, upload-time = "2026-04-21T10:50:49.324Z" }, + { url = "https://files.pythonhosted.org/packages/13/d3/cca42fe166d1c6e4d5b80e530b7949104d10e17508a90ae202dac205ce2a/pyarrow-24.0.0-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931", size = 48844765, upload-time = "2026-04-21T10:50:55.579Z" }, + { url = "https://files.pythonhosted.org/packages/b0/49/942c3b79878ba928324d1e17c274ed84581db8c0a749b24bcf4cbdf15bd3/pyarrow-24.0.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699", size = 49471890, upload-time = "2026-04-21T10:51:02.439Z" }, + { url = "https://files.pythonhosted.org/packages/76/97/ff71431000a75d84135a1ace5ca4ba11726a231a8007bbb320a4c54075d5/pyarrow-24.0.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136", size = 51932250, upload-time = "2026-04-21T10:51:10.576Z" }, + { url = "https://files.pythonhosted.org/packages/51/be/6f79d55816d5c22557cf27533543d5d70dfe692adfbee4b99f2760674f38/pyarrow-24.0.0-cp314-cp314t-win_amd64.whl", hash = "sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19", size = 28131282, upload-time = "2026-04-21T10:51:16.815Z" }, +] + +[[package]] +name = "pycparser" +version = "3.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/1b/7d/92392ff7815c21062bea51aa7b87d45576f649f16458d78b7cf94b9ab2e6/pycparser-3.0.tar.gz", hash = "sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29", size = 103492, upload-time = "2026-01-21T14:26:51.89Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/0c/c3/44f3fbbfa403ea2a7c779186dc20772604442dde72947e7d01069cbe98e3/pycparser-3.0-py3-none-any.whl", hash = "sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992", size = 48172, upload-time = "2026-01-21T14:26:50.693Z" }, +] + [[package]] name = "pydantic" version = "2.12.5" @@ -416,6 +1284,30 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/5a/87/b70ad306ebb6f9b585f114d0ac2137d792b48be34d732d60e597c2f8465a/pydantic-2.12.5-py3-none-any.whl", hash = "sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d", size = 463580, upload-time = "2025-11-26T15:11:44.605Z" }, ] +[[package]] +name = "pydantic-ai-slim" +version = "2.5.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "genai-prices" }, + { name = "griffelib" }, + { name = "httpx" }, + { name = "opentelemetry-api" }, + { name = "pydantic" }, + { name = "pydantic-graph" }, + { name = "typing-inspection" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/22/8b/360c7dc4d28eb267fd8a872f269400f3ad4521dee2f2ce771a9479bc0260/pydantic_ai_slim-2.5.0.tar.gz", hash = "sha256:cec48e93ac45a3e5c20e3f7f27469fc7267b9f99b5b0433331465dc25a0d01e3", size = 769832, upload-time = "2026-07-04T00:47:40.759Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/21/11/2d5f17149ebb9b02718ed041a522ae907981ccca4949024598f5db0dd0d6/pydantic_ai_slim-2.5.0-py3-none-any.whl", hash = "sha256:8ad3a3c8cb0faee7b4017da7e5fff40017225f54fc700b52682ce19867d23e09", size = 946225, upload-time = "2026-07-04T00:47:32.528Z" }, +] + +[package.optional-dependencies] +openai = [ + { name = "openai" }, + { name = "tiktoken" }, +] + [[package]] name = "pydantic-core" version = "2.41.5" @@ -513,6 +1405,21 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/36/c7/cfc8e811f061c841d7990b0201912c3556bfeb99cdcb7ed24adc8d6f8704/pydantic_core-2.41.5-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:56121965f7a4dc965bff783d70b907ddf3d57f6eba29b6d2e5dabfaf07799c51", size = 2145302, upload-time = "2025-11-04T13:43:46.64Z" }, ] +[[package]] +name = "pydantic-graph" +version = "2.5.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "httpx" }, + { name = "logfire-api" }, + { name = "pydantic" }, + { name = "typing-inspection" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/bc/51/dcd78a4ccfb7c0e68a3c1c57100797f8674dcd24b33665670307d4912f61/pydantic_graph-2.5.0.tar.gz", hash = "sha256:b41ca881108a0584366966001badcd4792d4b19330a1f2c527512c3f1739aab5", size = 43905, upload-time = "2026-07-04T00:47:43.249Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/dd/9a/823b4b617acc392326d56c62ca736fc494f1ec9c4e7b748817a14fcc63e0/pydantic_graph-2.5.0-py3-none-any.whl", hash = "sha256:bee68a560cb946ddc1f9d5d11c2d1bebe21b1b1ab352ac1c5d80e16cde5a6b67", size = 51646, upload-time = "2026-07-04T00:47:36.549Z" }, +] + [[package]] name = "pydantic-settings" version = "2.13.1" @@ -536,6 +1443,19 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b", size = 1225217, upload-time = "2025-06-21T13:39:07.939Z" }, ] +[[package]] +name = "pymdown-extensions" +version = "10.21.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "markdown" }, + { name = "pyyaml" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/9e/26/d1015444da4d952a1ca487a236b522eb979766f0295a0bd0c5fc089989a9/pymdown_extensions-10.21.3.tar.gz", hash = "sha256:72cfcf55f07aea0d4af2c4f11dd4e52466ddfb1bb819673146398e0bd3a77354", size = 854140, upload-time = "2026-05-13T12:57:32.267Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/7e/85/545a951eecc270fcd688288c600017e2050a1aacb56c711d208586d3e470/pymdown_extensions-10.21.3-py3-none-any.whl", hash = "sha256:d7a5d08014fc571e80ca21dd6f854e31f94c489800350564d55d15b3c41e76b6", size = 269002, upload-time = "2026-05-13T12:57:30.296Z" }, +] + [[package]] name = "pytest" version = "9.0.2" @@ -573,6 +1493,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/0b/d7/1959b9648791274998a9c3526f6d0ec8fd2233e4d4acce81bbae76b44b2a/python_dotenv-1.2.2-py3-none-any.whl", hash = "sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a", size = 22101, upload-time = "2026-03-01T16:00:25.09Z" }, ] +[[package]] +name = "python-multipart" +version = "0.0.32" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/5b/42/55c32bb9b12693c092ad250a0e82edb5b31ddeda6eb772de5f308b3804ad/python_multipart-0.0.32.tar.gz", hash = "sha256:be54b7f3fa167bb83e4fcd936b887b708f4e57fe75911c02aebf53efaf8d938e", size = 46881, upload-time = "2026-06-04T16:18:58.647Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e1/04/e8135ebd1ad02c56ec633277529b2602ff99ff634be76cdba5744cf554fd/python_multipart-0.0.32-py3-none-any.whl", hash = "sha256:ff6d3f776f16878c894e52e107296ffc890e913c611b1a4ec6c44e2821fe2e23", size = 30042, upload-time = "2026-06-04T16:18:57.319Z" }, +] + [[package]] name = "pytokens" version = "0.4.1" @@ -662,6 +1591,64 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/f1/12/de94a39c2ef588c7e6455cfbe7343d3b2dc9d6b6b2f40c4c6565744c873d/pyyaml-6.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:ebc55a14a21cb14062aa4162f906cd962b28e2e9ea38f9b4391244cd8de4ae0b", size = 149341, upload-time = "2025-09-25T21:32:56.828Z" }, ] +[[package]] +name = "pyzmq" +version = "27.1.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "cffi", marker = "implementation_name == 'pypy'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/04/0b/3c9baedbdf613ecaa7aa07027780b8867f57b6293b6ee50de316c9f3222b/pyzmq-27.1.0.tar.gz", hash = "sha256:ac0765e3d44455adb6ddbf4417dcce460fc40a05978c08efdf2948072f6db540", size = 281750, upload-time = "2025-09-08T23:10:18.157Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/06/5d/305323ba86b284e6fcb0d842d6adaa2999035f70f8c38a9b6d21ad28c3d4/pyzmq-27.1.0-cp311-cp311-macosx_10_15_universal2.whl", hash = "sha256:226b091818d461a3bef763805e75685e478ac17e9008f49fce2d3e52b3d58b86", size = 1333328, upload-time = "2025-09-08T23:07:45.946Z" }, + { url = "https://files.pythonhosted.org/packages/bd/a0/fc7e78a23748ad5443ac3275943457e8452da67fda347e05260261108cbc/pyzmq-27.1.0-cp311-cp311-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:0790a0161c281ca9723f804871b4027f2e8b5a528d357c8952d08cd1a9c15581", size = 908803, upload-time = "2025-09-08T23:07:47.551Z" }, + { url = "https://files.pythonhosted.org/packages/7e/22/37d15eb05f3bdfa4abea6f6d96eb3bb58585fbd3e4e0ded4e743bc650c97/pyzmq-27.1.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c895a6f35476b0c3a54e3eb6ccf41bf3018de937016e6e18748317f25d4e925f", size = 668836, upload-time = "2025-09-08T23:07:49.436Z" }, + { url = "https://files.pythonhosted.org/packages/b1/c4/2a6fe5111a01005fc7af3878259ce17684fabb8852815eda6225620f3c59/pyzmq-27.1.0-cp311-cp311-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5bbf8d3630bf96550b3be8e1fc0fea5cbdc8d5466c1192887bd94869da17a63e", size = 857038, upload-time = "2025-09-08T23:07:51.234Z" }, + { url = "https://files.pythonhosted.org/packages/cb/eb/bfdcb41d0db9cd233d6fb22dc131583774135505ada800ebf14dfb0a7c40/pyzmq-27.1.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:15c8bd0fe0dabf808e2d7a681398c4e5ded70a551ab47482067a572c054c8e2e", size = 1657531, upload-time = "2025-09-08T23:07:52.795Z" }, + { url = "https://files.pythonhosted.org/packages/ab/21/e3180ca269ed4a0de5c34417dfe71a8ae80421198be83ee619a8a485b0c7/pyzmq-27.1.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:bafcb3dd171b4ae9f19ee6380dfc71ce0390fefaf26b504c0e5f628d7c8c54f2", size = 2034786, upload-time = "2025-09-08T23:07:55.047Z" }, + { url = "https://files.pythonhosted.org/packages/3b/b1/5e21d0b517434b7f33588ff76c177c5a167858cc38ef740608898cd329f2/pyzmq-27.1.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:e829529fcaa09937189178115c49c504e69289abd39967cd8a4c215761373394", size = 1894220, upload-time = "2025-09-08T23:07:57.172Z" }, + { url = "https://files.pythonhosted.org/packages/03/f2/44913a6ff6941905efc24a1acf3d3cb6146b636c546c7406c38c49c403d4/pyzmq-27.1.0-cp311-cp311-win32.whl", hash = "sha256:6df079c47d5902af6db298ec92151db82ecb557af663098b92f2508c398bb54f", size = 567155, upload-time = "2025-09-08T23:07:59.05Z" }, + { url = "https://files.pythonhosted.org/packages/23/6d/d8d92a0eb270a925c9b4dd039c0b4dc10abc2fcbc48331788824ef113935/pyzmq-27.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:190cbf120fbc0fc4957b56866830def56628934a9d112aec0e2507aa6a032b97", size = 633428, upload-time = "2025-09-08T23:08:00.663Z" }, + { url = "https://files.pythonhosted.org/packages/ae/14/01afebc96c5abbbd713ecfc7469cfb1bc801c819a74ed5c9fad9a48801cb/pyzmq-27.1.0-cp311-cp311-win_arm64.whl", hash = "sha256:eca6b47df11a132d1745eb3b5b5e557a7dae2c303277aa0e69c6ba91b8736e07", size = 559497, upload-time = "2025-09-08T23:08:02.15Z" }, + { url = "https://files.pythonhosted.org/packages/92/e7/038aab64a946d535901103da16b953c8c9cc9c961dadcbf3609ed6428d23/pyzmq-27.1.0-cp312-abi3-macosx_10_15_universal2.whl", hash = "sha256:452631b640340c928fa343801b0d07eb0c3789a5ffa843f6e1a9cee0ba4eb4fc", size = 1306279, upload-time = "2025-09-08T23:08:03.807Z" }, + { url = "https://files.pythonhosted.org/packages/e8/5e/c3c49fdd0f535ef45eefcc16934648e9e59dace4a37ee88fc53f6cd8e641/pyzmq-27.1.0-cp312-abi3-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:1c179799b118e554b66da67d88ed66cd37a169f1f23b5d9f0a231b4e8d44a113", size = 895645, upload-time = "2025-09-08T23:08:05.301Z" }, + { url = "https://files.pythonhosted.org/packages/f8/e5/b0b2504cb4e903a74dcf1ebae157f9e20ebb6ea76095f6cfffea28c42ecd/pyzmq-27.1.0-cp312-abi3-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3837439b7f99e60312f0c926a6ad437b067356dc2bc2ec96eb395fd0fe804233", size = 652574, upload-time = "2025-09-08T23:08:06.828Z" }, + { url = "https://files.pythonhosted.org/packages/f8/9b/c108cdb55560eaf253f0cbdb61b29971e9fb34d9c3499b0e96e4e60ed8a5/pyzmq-27.1.0-cp312-abi3-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:43ad9a73e3da1fab5b0e7e13402f0b2fb934ae1c876c51d0afff0e7c052eca31", size = 840995, upload-time = "2025-09-08T23:08:08.396Z" }, + { url = "https://files.pythonhosted.org/packages/c2/bb/b79798ca177b9eb0825b4c9998c6af8cd2a7f15a6a1a4272c1d1a21d382f/pyzmq-27.1.0-cp312-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:0de3028d69d4cdc475bfe47a6128eb38d8bc0e8f4d69646adfbcd840facbac28", size = 1642070, upload-time = "2025-09-08T23:08:09.989Z" }, + { url = "https://files.pythonhosted.org/packages/9c/80/2df2e7977c4ede24c79ae39dcef3899bfc5f34d1ca7a5b24f182c9b7a9ca/pyzmq-27.1.0-cp312-abi3-musllinux_1_2_i686.whl", hash = "sha256:cf44a7763aea9298c0aa7dbf859f87ed7012de8bda0f3977b6fb1d96745df856", size = 2021121, upload-time = "2025-09-08T23:08:11.907Z" }, + { url = "https://files.pythonhosted.org/packages/46/bd/2d45ad24f5f5ae7e8d01525eb76786fa7557136555cac7d929880519e33a/pyzmq-27.1.0-cp312-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:f30f395a9e6fbca195400ce833c731e7b64c3919aa481af4d88c3759e0cb7496", size = 1878550, upload-time = "2025-09-08T23:08:13.513Z" }, + { url = "https://files.pythonhosted.org/packages/e6/2f/104c0a3c778d7c2ab8190e9db4f62f0b6957b53c9d87db77c284b69f33ea/pyzmq-27.1.0-cp312-abi3-win32.whl", hash = "sha256:250e5436a4ba13885494412b3da5d518cd0d3a278a1ae640e113c073a5f88edd", size = 559184, upload-time = "2025-09-08T23:08:15.163Z" }, + { url = "https://files.pythonhosted.org/packages/fc/7f/a21b20d577e4100c6a41795842028235998a643b1ad406a6d4163ea8f53e/pyzmq-27.1.0-cp312-abi3-win_amd64.whl", hash = "sha256:9ce490cf1d2ca2ad84733aa1d69ce6855372cb5ce9223802450c9b2a7cba0ccf", size = 619480, upload-time = "2025-09-08T23:08:17.192Z" }, + { url = "https://files.pythonhosted.org/packages/78/c2/c012beae5f76b72f007a9e91ee9401cb88c51d0f83c6257a03e785c81cc2/pyzmq-27.1.0-cp312-abi3-win_arm64.whl", hash = "sha256:75a2f36223f0d535a0c919e23615fc85a1e23b71f40c7eb43d7b1dedb4d8f15f", size = 552993, upload-time = "2025-09-08T23:08:18.926Z" }, + { url = "https://files.pythonhosted.org/packages/60/cb/84a13459c51da6cec1b7b1dc1a47e6db6da50b77ad7fd9c145842750a011/pyzmq-27.1.0-cp313-cp313-android_24_arm64_v8a.whl", hash = "sha256:93ad4b0855a664229559e45c8d23797ceac03183c7b6f5b4428152a6b06684a5", size = 1122436, upload-time = "2025-09-08T23:08:20.801Z" }, + { url = "https://files.pythonhosted.org/packages/dc/b6/94414759a69a26c3dd674570a81813c46a078767d931a6c70ad29fc585cb/pyzmq-27.1.0-cp313-cp313-android_24_x86_64.whl", hash = "sha256:fbb4f2400bfda24f12f009cba62ad5734148569ff4949b1b6ec3b519444342e6", size = 1156301, upload-time = "2025-09-08T23:08:22.47Z" }, + { url = "https://files.pythonhosted.org/packages/a5/ad/15906493fd40c316377fd8a8f6b1f93104f97a752667763c9b9c1b71d42d/pyzmq-27.1.0-cp313-cp313t-macosx_10_15_universal2.whl", hash = "sha256:e343d067f7b151cfe4eb3bb796a7752c9d369eed007b91231e817071d2c2fec7", size = 1341197, upload-time = "2025-09-08T23:08:24.286Z" }, + { url = "https://files.pythonhosted.org/packages/14/1d/d343f3ce13db53a54cb8946594e567410b2125394dafcc0268d8dda027e0/pyzmq-27.1.0-cp313-cp313t-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:08363b2011dec81c354d694bdecaef4770e0ae96b9afea70b3f47b973655cc05", size = 897275, upload-time = "2025-09-08T23:08:26.063Z" }, + { url = "https://files.pythonhosted.org/packages/69/2d/d83dd6d7ca929a2fc67d2c3005415cdf322af7751d773524809f9e585129/pyzmq-27.1.0-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d54530c8c8b5b8ddb3318f481297441af102517602b569146185fa10b63f4fa9", size = 660469, upload-time = "2025-09-08T23:08:27.623Z" }, + { url = "https://files.pythonhosted.org/packages/3e/cd/9822a7af117f4bc0f1952dbe9ef8358eb50a24928efd5edf54210b850259/pyzmq-27.1.0-cp313-cp313t-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6f3afa12c392f0a44a2414056d730eebc33ec0926aae92b5ad5cf26ebb6cc128", size = 847961, upload-time = "2025-09-08T23:08:29.672Z" }, + { url = "https://files.pythonhosted.org/packages/9a/12/f003e824a19ed73be15542f172fd0ec4ad0b60cf37436652c93b9df7c585/pyzmq-27.1.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:c65047adafe573ff023b3187bb93faa583151627bc9c51fc4fb2c561ed689d39", size = 1650282, upload-time = "2025-09-08T23:08:31.349Z" }, + { url = "https://files.pythonhosted.org/packages/d5/4a/e82d788ed58e9a23995cee70dbc20c9aded3d13a92d30d57ec2291f1e8a3/pyzmq-27.1.0-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:90e6e9441c946a8b0a667356f7078d96411391a3b8f80980315455574177ec97", size = 2024468, upload-time = "2025-09-08T23:08:33.543Z" }, + { url = "https://files.pythonhosted.org/packages/d9/94/2da0a60841f757481e402b34bf4c8bf57fa54a5466b965de791b1e6f747d/pyzmq-27.1.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:add071b2d25f84e8189aaf0882d39a285b42fa3853016ebab234a5e78c7a43db", size = 1885394, upload-time = "2025-09-08T23:08:35.51Z" }, + { url = "https://files.pythonhosted.org/packages/4f/6f/55c10e2e49ad52d080dc24e37adb215e5b0d64990b57598abc2e3f01725b/pyzmq-27.1.0-cp313-cp313t-win32.whl", hash = "sha256:7ccc0700cfdf7bd487bea8d850ec38f204478681ea02a582a8da8171b7f90a1c", size = 574964, upload-time = "2025-09-08T23:08:37.178Z" }, + { url = "https://files.pythonhosted.org/packages/87/4d/2534970ba63dd7c522d8ca80fb92777f362c0f321900667c615e2067cb29/pyzmq-27.1.0-cp313-cp313t-win_amd64.whl", hash = "sha256:8085a9fba668216b9b4323be338ee5437a235fe275b9d1610e422ccc279733e2", size = 641029, upload-time = "2025-09-08T23:08:40.595Z" }, + { url = "https://files.pythonhosted.org/packages/f6/fa/f8aea7a28b0641f31d40dea42d7ef003fded31e184ef47db696bc74cd610/pyzmq-27.1.0-cp313-cp313t-win_arm64.whl", hash = "sha256:6bb54ca21bcfe361e445256c15eedf083f153811c37be87e0514934d6913061e", size = 561541, upload-time = "2025-09-08T23:08:42.668Z" }, + { url = "https://files.pythonhosted.org/packages/87/45/19efbb3000956e82d0331bafca5d9ac19ea2857722fa2caacefb6042f39d/pyzmq-27.1.0-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:ce980af330231615756acd5154f29813d553ea555485ae712c491cd483df6b7a", size = 1341197, upload-time = "2025-09-08T23:08:44.973Z" }, + { url = "https://files.pythonhosted.org/packages/48/43/d72ccdbf0d73d1343936296665826350cb1e825f92f2db9db3e61c2162a2/pyzmq-27.1.0-cp314-cp314t-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:1779be8c549e54a1c38f805e56d2a2e5c009d26de10921d7d51cfd1c8d4632ea", size = 897175, upload-time = "2025-09-08T23:08:46.601Z" }, + { url = "https://files.pythonhosted.org/packages/2f/2e/a483f73a10b65a9ef0161e817321d39a770b2acf8bcf3004a28d90d14a94/pyzmq-27.1.0-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7200bb0f03345515df50d99d3db206a0a6bee1955fbb8c453c76f5bf0e08fb96", size = 660427, upload-time = "2025-09-08T23:08:48.187Z" }, + { url = "https://files.pythonhosted.org/packages/f5/d2/5f36552c2d3e5685abe60dfa56f91169f7a2d99bbaf67c5271022ab40863/pyzmq-27.1.0-cp314-cp314t-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:01c0e07d558b06a60773744ea6251f769cd79a41a97d11b8bf4ab8f034b0424d", size = 847929, upload-time = "2025-09-08T23:08:49.76Z" }, + { url = "https://files.pythonhosted.org/packages/c4/2a/404b331f2b7bf3198e9945f75c4c521f0c6a3a23b51f7a4a401b94a13833/pyzmq-27.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:80d834abee71f65253c91540445d37c4c561e293ba6e741b992f20a105d69146", size = 1650193, upload-time = "2025-09-08T23:08:51.7Z" }, + { url = "https://files.pythonhosted.org/packages/1c/0b/f4107e33f62a5acf60e3ded67ed33d79b4ce18de432625ce2fc5093d6388/pyzmq-27.1.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:544b4e3b7198dde4a62b8ff6685e9802a9a1ebf47e77478a5eb88eca2a82f2fd", size = 2024388, upload-time = "2025-09-08T23:08:53.393Z" }, + { url = "https://files.pythonhosted.org/packages/0d/01/add31fe76512642fd6e40e3a3bd21f4b47e242c8ba33efb6809e37076d9b/pyzmq-27.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:cedc4c68178e59a4046f97eca31b148ddcf51e88677de1ef4e78cf06c5376c9a", size = 1885316, upload-time = "2025-09-08T23:08:55.702Z" }, + { url = "https://files.pythonhosted.org/packages/c4/59/a5f38970f9bf07cee96128de79590bb354917914a9be11272cfc7ff26af0/pyzmq-27.1.0-cp314-cp314t-win32.whl", hash = "sha256:1f0b2a577fd770aa6f053211a55d1c47901f4d537389a034c690291485e5fe92", size = 587472, upload-time = "2025-09-08T23:08:58.18Z" }, + { url = "https://files.pythonhosted.org/packages/70/d8/78b1bad170f93fcf5e3536e70e8fadac55030002275c9a29e8f5719185de/pyzmq-27.1.0-cp314-cp314t-win_amd64.whl", hash = "sha256:19c9468ae0437f8074af379e986c5d3d7d7bfe033506af442e8c879732bedbe0", size = 661401, upload-time = "2025-09-08T23:08:59.802Z" }, + { url = "https://files.pythonhosted.org/packages/81/d6/4bfbb40c9a0b42fc53c7cf442f6385db70b40f74a783130c5d0a5aa62228/pyzmq-27.1.0-cp314-cp314t-win_arm64.whl", hash = "sha256:dc5dbf68a7857b59473f7df42650c621d7e8923fb03fa74a526890f4d33cc4d7", size = 575170, upload-time = "2025-09-08T23:09:01.418Z" }, + { url = "https://files.pythonhosted.org/packages/4c/c6/c4dcdecdbaa70969ee1fdced6d7b8f60cfabe64d25361f27ac4665a70620/pyzmq-27.1.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:18770c8d3563715387139060d37859c02ce40718d1faf299abddcdcc6a649066", size = 836265, upload-time = "2025-09-08T23:09:49.376Z" }, + { url = "https://files.pythonhosted.org/packages/3e/79/f38c92eeaeb03a2ccc2ba9866f0439593bb08c5e3b714ac1d553e5c96e25/pyzmq-27.1.0-pp311-pypy311_pp73-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:ac25465d42f92e990f8d8b0546b01c391ad431c3bf447683fdc40565941d0604", size = 800208, upload-time = "2025-09-08T23:09:51.073Z" }, + { url = "https://files.pythonhosted.org/packages/49/0e/3f0d0d335c6b3abb9b7b723776d0b21fa7f3a6c819a0db6097059aada160/pyzmq-27.1.0-pp311-pypy311_pp73-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:53b40f8ae006f2734ee7608d59ed661419f087521edbfc2149c3932e9c14808c", size = 567747, upload-time = "2025-09-08T23:09:52.698Z" }, + { url = "https://files.pythonhosted.org/packages/a1/cf/f2b3784d536250ffd4be70e049f3b60981235d70c6e8ce7e3ef21e1adb25/pyzmq-27.1.0-pp311-pypy311_pp73-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f605d884e7c8be8fe1aa94e0a783bf3f591b84c24e4bc4f3e7564c82ac25e271", size = 747371, upload-time = "2025-09-08T23:09:54.563Z" }, + { url = "https://files.pythonhosted.org/packages/01/1b/5dbe84eefc86f48473947e2f41711aded97eecef1231f4558f1f02713c12/pyzmq-27.1.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:c9f7f6e13dff2e44a6afeaf2cf54cee5929ad64afaf4d40b50f93c58fc687355", size = 544862, upload-time = "2025-09-08T23:09:56.509Z" }, +] + [[package]] name = "referencing" version = "0.37.0" @@ -676,6 +1663,110 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl", hash = "sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231", size = 26766, upload-time = "2025-10-13T15:30:47.625Z" }, ] +[[package]] +name = "regex" +version = "2026.6.28" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/f1/05/e4f219230e11e774a6c9987d2ab0d0c6b8573e13a17e143d0015bee710ef/regex-2026.6.28.tar.gz", hash = "sha256:3cb4b6c5cb3060cc31efdc1fbb27c25fb9b29044afd87e40601a1c4d9db54342", size = 416101, upload-time = "2026-06-28T19:56:55.302Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/72/db/9051b36294bdbabaa9c7db57db0fbcdfbd17f7a106c539bb423d0323faea/regex-2026.6.28-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:a71b51dd08b9b62f055fafab3dee8af8bd2ec81b373a44caef18d6c5ca28f43a", size = 489481, upload-time = "2026-06-28T19:53:36.684Z" }, + { url = "https://files.pythonhosted.org/packages/35/3f/24097a3c3ff30f9a639888900faaecabcf5f54a5bc9c851c297e11b349ef/regex-2026.6.28-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:9c26a47770d30a0f85c01e261d2a3ebc342c4af6fd666dbd8c1fe4cbf3adf726", size = 291292, upload-time = "2026-06-28T19:53:38.39Z" }, + { url = "https://files.pythonhosted.org/packages/5e/cc/e0d762a189cfb4e8926d16e691720690d139a977b38fdb80230c259332ab/regex-2026.6.28-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:e5efbc1af38f97e300d43028e5a92e752d924bcfb7f465d8669d5d5a6e78c233", size = 289232, upload-time = "2026-06-28T19:53:40.181Z" }, + { url = "https://files.pythonhosted.org/packages/4b/c8/ca0ac7f09cc88ca61e0c61c53f7db29334f660ffba5d0b52378e7c44723c/regex-2026.6.28-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f1758df6fdd8c800620a5638958720e8a635e1da49a2f09df2dd63e94a24ec4a", size = 792332, upload-time = "2026-06-28T19:53:41.782Z" }, + { url = "https://files.pythonhosted.org/packages/8e/92/04ae94cbe0dd1f478b2aef6c46f995bb6946d3e338d4b28605478b66a2b7/regex-2026.6.28-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ad73ecf20c1ef5c975639f8bf845a9370fcf7dada7edc1e3b0bca20e2f8202f6", size = 861743, upload-time = "2026-06-28T19:53:43.261Z" }, + { url = "https://files.pythonhosted.org/packages/4c/ec/024d7638c807679ff8a0e6081d01d66c7762339af1cac71e45911587ff9a/regex-2026.6.28-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:4d80c798b0eec6ea3d45f8816a1e8886c5664615d347d89e8c075b576a1b5a5d", size = 906481, upload-time = "2026-06-28T19:53:44.948Z" }, + { url = "https://files.pythonhosted.org/packages/cd/fd/93bfe5af45f0be4fa8983945455c0e6924e1aeb879cde227958869c1e71c/regex-2026.6.28-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a361feeaf1b6ba1df060f2ff5c5947092edf537a35ce78e76387ac56d3e0f4a4", size = 799867, upload-time = "2026-06-28T19:53:46.997Z" }, + { url = "https://files.pythonhosted.org/packages/ee/fd/e5d965d41f2398c8ce0f37a4652f03bb297fd009bb796d390134225dda12/regex-2026.6.28-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:8b92366d9c8bba9642989534073662abdd9b41faf7603a7ae71597833f3b88f0", size = 773632, upload-time = "2026-06-28T19:53:48.892Z" }, + { url = "https://files.pythonhosted.org/packages/eb/d9/ff39afaec92b9ee2dba0302a4783976005091681069808938c31cf8df3b6/regex-2026.6.28-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:11251768cc23f097dd61b18f67966e70f74da822784d17e12a444eb6b29d4288", size = 781669, upload-time = "2026-06-28T19:53:50.693Z" }, + { url = "https://files.pythonhosted.org/packages/45/4e/e2fd4bb8228e10c24af2d7ff867182372190e498eab9fd29cbe54c403c95/regex-2026.6.28-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:ad5c67786145ec28a71a267d9f9d92bdc8d70d65541eea852c253f520a01f918", size = 854497, upload-time = "2026-06-28T19:53:52.323Z" }, + { url = "https://files.pythonhosted.org/packages/72/7c/f0340384a973082979064156d05f3d2cc1dced7371efcd7a1b45726a1a8a/regex-2026.6.28-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:f1da438e739765c3e85175ede05816cbede3caaacb1e0680568bda6119bfdfca", size = 763335, upload-time = "2026-06-28T19:53:54.024Z" }, + { url = "https://files.pythonhosted.org/packages/e1/32/90ce0d0898e205506cc22b9c81cfb16b722e06ca5f50fad51c053c2a727b/regex-2026.6.28-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:d98b639046e51c5de64d9f77351532105e99ca271cb6f7640e1f903d6ab63032", size = 844615, upload-time = "2026-06-28T19:53:56.216Z" }, + { url = "https://files.pythonhosted.org/packages/6a/ef/55abb149599dce1ade687170557129524011eeb3d92afe02429cea7754a2/regex-2026.6.28-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:1e164ace4dbab5c6ad4a4ac7c41a2638fe226d0c770a86f2eb041f594bac6ee7", size = 789193, upload-time = "2026-06-28T19:53:57.791Z" }, + { url = "https://files.pythonhosted.org/packages/f8/ea/cf7f6f6f152e52fdad978b913bf24c14df647eca0f81ef31f3aee0be8982/regex-2026.6.28-cp311-cp311-win32.whl", hash = "sha256:3169a3159e4d99d9ae85ff0ed90ef3b8906cc3152653b6078b842ace6c8f72c3", size = 266731, upload-time = "2026-06-28T19:53:59.938Z" }, + { url = "https://files.pythonhosted.org/packages/c6/cf/a48d8e8d406b22481cad146f48fa0dfca3c5f402b91f26d8e5a0fe4f513d/regex-2026.6.28-cp311-cp311-win_amd64.whl", hash = "sha256:5977295b0a74e8241df8a4b3b27b12412a831f6fa32ee8b755039592cd768c3d", size = 277918, upload-time = "2026-06-28T19:54:01.502Z" }, + { url = "https://files.pythonhosted.org/packages/89/b2/a222392207db7ed86281a732a99f7cf7f2bb35d332799e892b8510be000e/regex-2026.6.28-cp311-cp311-win_arm64.whl", hash = "sha256:f5fbaef40c3e9282ccee4b075f5600a0d858aa0c34147732f1baa69c8188a95d", size = 276876, upload-time = "2026-06-28T19:54:03.411Z" }, + { url = "https://files.pythonhosted.org/packages/da/21/44aa415873032056c43eac21c67285deb2cf66cddb2a964c3cdc8f803efc/regex-2026.6.28-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:81cc5793ad33a10444445e8d29d3c73e752c8fb2e120772d70fcb6d41df40fe1", size = 490480, upload-time = "2026-06-28T19:54:05.392Z" }, + { url = "https://files.pythonhosted.org/packages/8b/5f/30d4116093c2128099f78b6990dfc1698fdbf3ee528f1e1c647378034c79/regex-2026.6.28-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:e18225243250a1f7d7e5e5d883f3b96465cd79031acf5c6db902b7025f2125d9", size = 292137, upload-time = "2026-06-28T19:54:07.088Z" }, + { url = "https://files.pythonhosted.org/packages/cb/0e/ca20a0e0de49837e6337603a91ab77556aa27033ac5b975615d98698cfb3/regex-2026.6.28-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ecd1638b1c2db1f2d01c182a4b0d3e2e88b0e99910320a745c1727ee3638ddab", size = 289623, upload-time = "2026-06-28T19:54:08.762Z" }, + { url = "https://files.pythonhosted.org/packages/50/11/c013422a7e2c59946df8ac93e792a4922c98287f2a2181341603c78a5d98/regex-2026.6.28-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4303ebe16b74eeb3fe2715745023266fea92fd44a23f3e7bb2fb48c7a7bbc195", size = 796756, upload-time = "2026-06-28T19:54:10.616Z" }, + { url = "https://files.pythonhosted.org/packages/b0/95/1309645a0e1ee6fb91d954501da57a0b33d50ad2a9acb313702851a7054e/regex-2026.6.28-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:56b856b70b96c381d837f609eee442a1bd320cd2159f5c294b679552fb1a7eaf", size = 865465, upload-time = "2026-06-28T19:54:12.742Z" }, + { url = "https://files.pythonhosted.org/packages/20/06/491802db47c6f5e2904ffa2518ad3ac27fe6bbf5a66d73210a95cc080d47/regex-2026.6.28-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:f74675ab76ab1d005ffba4dee308e53e89efc22be6e9f9fae5b539a3f81bdff2", size = 912350, upload-time = "2026-06-28T19:54:14.508Z" }, + { url = "https://files.pythonhosted.org/packages/5e/60/3ba57840bcc7e2367090360de0c15a5ba6ad22be89314251105f2e943f43/regex-2026.6.28-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:90581684565a93f7258af1e5d3f41ef20d7d7c61f2a428183a342bcb65485e38", size = 801261, upload-time = "2026-06-28T19:54:16.432Z" }, + { url = "https://files.pythonhosted.org/packages/eb/27/af1eb74e9a78c782b3e450b611a595e44906da8a5107e1227f4a7fd0480b/regex-2026.6.28-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:28f9e6c28f9b90f6f784595a33240a57e181e61b6ee3dc259b25c61e356d1aa3", size = 777072, upload-time = "2026-06-28T19:54:18.128Z" }, + { url = "https://files.pythonhosted.org/packages/20/18/fdd4c883a39e3ed00d669062af1135809bfd3281bf528150849fbd68825b/regex-2026.6.28-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:378a71d861fc7c8806b04ac5b133d53c0e774f92f5d9663a539872d3fa2b0417", size = 785119, upload-time = "2026-06-28T19:54:20.314Z" }, + { url = "https://files.pythonhosted.org/packages/1c/79/0aabe34b8482dcadf64355f70f96e22eba5ec6c1efb33563f89654f4061c/regex-2026.6.28-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:4cc199874ecd6267a49b111052250825bfe19b5101b23b2ba80f54efa3e0994e", size = 860118, upload-time = "2026-06-28T19:54:22.368Z" }, + { url = "https://files.pythonhosted.org/packages/a8/2c/c973323306a27c9db7d160e9584eb7e0ece2a96224ccb0d39060558b31f9/regex-2026.6.28-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:b916a10431494ef4b4d62c6c89cab6426af7873125b8cd6c15811bf5fc58eec8", size = 765786, upload-time = "2026-06-28T19:54:24.265Z" }, + { url = "https://files.pythonhosted.org/packages/e3/df/9ca3e378e352242a4cb45573a5e9162c3ee791507702a23966fa559e36b5/regex-2026.6.28-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:2e27727fba075f1e4409416d2f537d4c30fc11f012ea507f7bd74d3e19ecb57a", size = 852120, upload-time = "2026-06-28T19:54:25.972Z" }, + { url = "https://files.pythonhosted.org/packages/a2/3e/3e31e255c4971f53cbce6306b5e3c76cbd3735a54f419bb3b2f194e9f68c/regex-2026.6.28-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:700fc6a7844bb2c4149292ac79d1df8841a00acd4d45cd32c1ebc7bcc1fd0da8", size = 789503, upload-time = "2026-06-28T19:54:27.678Z" }, + { url = "https://files.pythonhosted.org/packages/72/01/d36561c21c3033d7eeb31d51b491916817de7861acefccc5fc9db8a5037c/regex-2026.6.28-cp312-cp312-win32.whl", hash = "sha256:03376d60b6a11aecb88a79fa2be06b40faa01c6693bc31ef69435cd4818b9463", size = 267109, upload-time = "2026-06-28T19:54:29.316Z" }, + { url = "https://files.pythonhosted.org/packages/a0/59/bbbb0591f38b18c65977cd65ce64749eba1c1996c99ac04e900fc30c0dcb/regex-2026.6.28-cp312-cp312-win_amd64.whl", hash = "sha256:fbd2ded482bf99e6651992bbfcde460272724d4bbc49ef3d6b46d9312867ec84", size = 277711, upload-time = "2026-06-28T19:54:31.143Z" }, + { url = "https://files.pythonhosted.org/packages/86/06/be4f6b337d773ae5739a1bc238f97c16926e72017243735853c030f4c628/regex-2026.6.28-cp312-cp312-win_arm64.whl", hash = "sha256:37294d3d7ddb64c7e89184b2894e0f8f0a19c514bc59513d71fe692c3a8d5fc6", size = 277022, upload-time = "2026-06-28T19:54:32.97Z" }, + { url = "https://files.pythonhosted.org/packages/b6/53/d5c1b3cc0b5a0c985563ad6fac93d73ff2b300cb84342d89f044625d6bc7/regex-2026.6.28-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:b295a83426e0e44e9e60fde99789e181bd26788a1890ae7fe2a24c69bb6246ca", size = 490329, upload-time = "2026-06-28T19:54:35.775Z" }, + { url = "https://files.pythonhosted.org/packages/8d/9f/0c3503e819e91ca0e7a901a8e989ebf840ac7c7aea20b1fc7f31b6759f77/regex-2026.6.28-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0c31665c0deb5c111557a1cac8c27bd5629e2f9e7fd5058900a03576c33b601c", size = 292039, upload-time = "2026-06-28T19:54:37.977Z" }, + { url = "https://files.pythonhosted.org/packages/bb/7f/cd004e13fcad23b3794a82307dfd222e6365eb7f598bd3caab148a830bff/regex-2026.6.28-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:6bf295f2c59de77d1ea7de053607ae4dc9ceb3d57bbb6c7ec51ef4acc4ccff94", size = 289488, upload-time = "2026-06-28T19:54:39.545Z" }, + { url = "https://files.pythonhosted.org/packages/73/4c/293fb34586fbcdc47eac436069e9c11f71fae5dadfd4889b475d7d2e5f7a/regex-2026.6.28-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:17c077586770f67e05bbffeba07fbee6b2b22244f4d4caf8d94e59d574befe04", size = 796772, upload-time = "2026-06-28T19:54:41.347Z" }, + { url = "https://files.pythonhosted.org/packages/92/fa/c0cd1a90b7d12d9dc155cfc8bdea8df9720988ea5b07e8fa1eccbd0ab2dd/regex-2026.6.28-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:0e6cb5a61486f9062397d2e189573b39d38ecfaed698fd9fb6e2756a8ebb8762", size = 865467, upload-time = "2026-06-28T19:54:43.485Z" }, + { url = "https://files.pythonhosted.org/packages/4e/db/0b479973046d005a1eaea299d5d536aeecb9488a16d9cbb8286338102e2d/regex-2026.6.28-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:e86e91a2664f44c3a4e363a7d78fb17c27d5046882e30ea5a877f5e89b28d2ba", size = 912345, upload-time = "2026-06-28T19:54:46.091Z" }, + { url = "https://files.pythonhosted.org/packages/5b/5b/d65adfbd02f32212431bca1f06d1e2eb763a20b12978b454bafaf23dacb7/regex-2026.6.28-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4dfd1331c49233998d84fc5f1f4436cf7a435a7655f6cf0f490229bb5c7254e5", size = 801291, upload-time = "2026-06-28T19:54:48.3Z" }, + { url = "https://files.pythonhosted.org/packages/fc/09/2103686defaf9a0a31c1663782359d5b45f42524c64cca681f5481e44a5e/regex-2026.6.28-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:cadea12805a1bce0b091c302b814207be26fb60a9c0e7f9ad2f9e21790a429fe", size = 777106, upload-time = "2026-06-28T19:54:50.326Z" }, + { url = "https://files.pythonhosted.org/packages/85/5a/b57593c0aa23ed269ec332fbcf07852abcb6b746e811d9464e0d09b4e25f/regex-2026.6.28-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:5f2c1682b67ad5d2376498f2a5a2a8f782fa2e4a06d0465b5e357799806e8a20", size = 785175, upload-time = "2026-06-28T19:54:52.172Z" }, + { url = "https://files.pythonhosted.org/packages/79/59/c36e756ad29bf14d7b6c6d7138952476b21f6160286cedb98ac13481c993/regex-2026.6.28-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:64e142eb55e84868087da1375d7c36ff97d55010951849f515322a91d5fef1b4", size = 860186, upload-time = "2026-06-28T19:54:54.11Z" }, + { url = "https://files.pythonhosted.org/packages/61/66/49808aea0da9649c300139360708fb91b7144be1f962fcebf96755fde948/regex-2026.6.28-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:abb4daabe7be63273787a62dfd6164dadf8f7a63fbec3d2730e5e5e7126d858c", size = 765754, upload-time = "2026-06-28T19:54:56.04Z" }, + { url = "https://files.pythonhosted.org/packages/be/c5/52bbd436cf2200decdf48825fa38363eaaeebb77011ea9928a1ef9e0b9f2/regex-2026.6.28-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:ec2b2ad00ab8c16a2798cc8db80c53c4d5b8b3a2441f6cbaef06625f5ca25854", size = 852085, upload-time = "2026-06-28T19:54:57.988Z" }, + { url = "https://files.pythonhosted.org/packages/f9/c3/0390b66e3019497143fe768b3ba567b64d8b24f3812d09506deb86f4a0f0/regex-2026.6.28-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:bfc9677982c914d9085b8e1c3b3ae6e88f139fb56531c2416d6c8f338093c22b", size = 789600, upload-time = "2026-06-28T19:54:59.977Z" }, + { url = "https://files.pythonhosted.org/packages/88/fd/ab5b03653a244975069fed93d73f4f5f7484c03a84cedb238292510d7182/regex-2026.6.28-cp313-cp313-win32.whl", hash = "sha256:bf54bc693fc4e0530e666ba5ec4bcba14dbe8f66b7cfc15c27317d1a6e40b9a5", size = 267088, upload-time = "2026-06-28T19:55:02.159Z" }, + { url = "https://files.pythonhosted.org/packages/68/55/21022f7d3143210ae8d4ff905c45306237b657375cc0b97883f49db3d423/regex-2026.6.28-cp313-cp313-win_amd64.whl", hash = "sha256:e128feaf65bf3d9eb91bec92322a8f7e4835e9c798f3e9ea4b69f4def85620e3", size = 277680, upload-time = "2026-06-28T19:55:04.185Z" }, + { url = "https://files.pythonhosted.org/packages/b6/99/7f664804f1aef924542b0b233996b78b3e4d0a52d9951358aac99f129f51/regex-2026.6.28-cp313-cp313-win_arm64.whl", hash = "sha256:695873e0ea8d3815ea9e92e2c68faf039cc450e2c0a62a31afe2049eb11be767", size = 277017, upload-time = "2026-06-28T19:55:06.29Z" }, + { url = "https://files.pythonhosted.org/packages/cb/e1/9eb83518e159d719fd681c4932dc2aaff855ce72451e1d05d69466f25a96/regex-2026.6.28-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:189dbf9fc4252d9f1352bf4bd1bef885edb6cc4b7341df202a65f821aaa3891c", size = 494195, upload-time = "2026-06-28T19:55:08.292Z" }, + { url = "https://files.pythonhosted.org/packages/fd/e2/e259c5f2f7be269d0e2fb54275c1fa6a13fb47019f389c3f3ae457447825/regex-2026.6.28-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:9277a4c6503390aa39cb4483b87ec0384faee0850a23b5cea33d008b5d8d83f1", size = 293976, upload-time = "2026-06-28T19:55:10.014Z" }, + { url = "https://files.pythonhosted.org/packages/8d/4e/9bdf444014d22b045d0c82ca114fac7e07a597b5b5331b7c4ce6328426e2/regex-2026.6.28-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:17eddca4e8ea9af0b5739314776cdf0172a49731ab61f2e1ea66e066ddd46c97", size = 292340, upload-time = "2026-06-28T19:55:11.88Z" }, + { url = "https://files.pythonhosted.org/packages/fd/3a/f49b11e59cbfe187ace0053a460bd72a0169b8cd52e7db9421a074ce7a43/regex-2026.6.28-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e4466b8641e00c697aab5a73150150d2b2ea96b131c595691f42031abafd9f4d", size = 811704, upload-time = "2026-06-28T19:55:13.612Z" }, + { url = "https://files.pythonhosted.org/packages/2f/fb/ad04c39e149bf8b6cf357df5fff78341733ec366780a00c803a36735818c/regex-2026.6.28-cp313-cp313t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:9cfcd4b0bdcf768c498415c170d1ed2a25a99bf0b65fa253bbd02f68ceba6475", size = 871157, upload-time = "2026-06-28T19:55:15.797Z" }, + { url = "https://files.pythonhosted.org/packages/7f/64/0e5ba31c11eb8ef7aac19a690c1211fc9aa9990caf09565785ebb0081b9a/regex-2026.6.28-cp313-cp313t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:80c7adf1ef647f6b1e8aa2ca280e517174cd08bdf7a2e412cdfb68bd6a0917cb", size = 917287, upload-time = "2026-06-28T19:55:18.692Z" }, + { url = "https://files.pythonhosted.org/packages/11/75/6b78df2b858c2fcbbc4858fdc3f2975cf2703be374b2842db7d2c32591a7/regex-2026.6.28-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a043f5770e82283a22aed4cefef1a4e0f9dd8fd7184cb6ce0ad2e579e2134a9e", size = 816333, upload-time = "2026-06-28T19:55:20.973Z" }, + { url = "https://files.pythonhosted.org/packages/b4/01/ecfe665a3694d5eda9f3ec686c856438ada0943947b6005e90556a1e2cdf/regex-2026.6.28-cp313-cp313t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:3bd630a8dba06b55254ea5ee862194edab52ec783100d2ef1cd15a9c512fee27", size = 785518, upload-time = "2026-06-28T19:55:23.003Z" }, + { url = "https://files.pythonhosted.org/packages/b4/0a/88f9cd88ff1e82881605c4ffd62d77ee67d051232cfe6f8e9a64b86cf0e8/regex-2026.6.28-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:b77207e3cee13086f1906a6a2a12b41244c577e8ad9370d4b35ae1d548d354f3", size = 801371, upload-time = "2026-06-28T19:55:24.888Z" }, + { url = "https://files.pythonhosted.org/packages/a8/97/601483732f93275482ceb9fed57813dfed7c47d3a019db6ec4a3bb6e23e0/regex-2026.6.28-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:6de82c268e5d101ee9e3ffd869924aa9a371e3a21e752cf4fa17b6ce50d219f7", size = 866517, upload-time = "2026-06-28T19:55:27.232Z" }, + { url = "https://files.pythonhosted.org/packages/81/ed/385c2a0351b994a693453c1d1a6e9af9eb35db3c9460d76b5078acd70c62/regex-2026.6.28-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:b15859e3908544fb99cf47341dcf0bfd089147d258c4c4d8a29e5b087f8085cb", size = 772834, upload-time = "2026-06-28T19:55:29.154Z" }, + { url = "https://files.pythonhosted.org/packages/06/bc/bbf4a5b3b29770d7f307d3c28b5b1bca0105b0cb424be0a4eb1339bc92cf/regex-2026.6.28-cp313-cp313t-musllinux_1_2_s390x.whl", hash = "sha256:c91487a917edd48a1ea646fdf60d7936d304f0e686fa7ea8326e47efca51d816", size = 856606, upload-time = "2026-06-28T19:55:32.186Z" }, + { url = "https://files.pythonhosted.org/packages/28/26/51d74fff82f682819979249f8d700267108ba5dc4eb284b0e11b9c85e4b3/regex-2026.6.28-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:c4ac65f3e3a99fd8f3a4a74e7a6610acd1ce9dfe9b8a03d346a4922380d68aeb", size = 803475, upload-time = "2026-06-28T19:55:34.328Z" }, + { url = "https://files.pythonhosted.org/packages/7c/3e/6be10cefdc813533fe604dbf5d3c77d2638e7ee658b2749ebadc113b6b2e/regex-2026.6.28-cp313-cp313t-win32.whl", hash = "sha256:3f6316f258bc7e6c9c2acbe9954947bbd397a81be3742a637a555f1855d6618d", size = 269126, upload-time = "2026-06-28T19:55:36.565Z" }, + { url = "https://files.pythonhosted.org/packages/3c/3c/32cda905ea1a6eeeb798291c294d8ec66ee0efe0cdba28b061e248b1d396/regex-2026.6.28-cp313-cp313t-win_amd64.whl", hash = "sha256:1484bdd6fba28422df9b5ebb04055b2e1b680e8e4f08490bb21ff0f3cc50d0ab", size = 279961, upload-time = "2026-06-28T19:55:38.456Z" }, + { url = "https://files.pythonhosted.org/packages/ea/b9/69f4e5cd6fbe0bb420cb2dbae441ca118f2495bdda522a74da75aa9829e7/regex-2026.6.28-cp313-cp313t-win_arm64.whl", hash = "sha256:3f15020f0b69cafe57baa067ff65b29acef68ff6b1670a53bef1ca11d708e02d", size = 279266, upload-time = "2026-06-28T19:55:40.62Z" }, + { url = "https://files.pythonhosted.org/packages/3b/fb/fad3b810a5bb1e09b9e5d6913fc6ba88cab738fdf283196827a3c59a4c10/regex-2026.6.28-cp314-cp314-macosx_10_13_universal2.whl", hash = "sha256:f7c032b0c8a73739ff8ff1aaf30c281fa19c17bf7f1543256c8507390db7807c", size = 490407, upload-time = "2026-06-28T19:55:42.724Z" }, + { url = "https://files.pythonhosted.org/packages/d6/52/b8c79d12276d93e90e707e939b396034c04980caf1235312ef790f8e11fc/regex-2026.6.28-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:f6710f512c57b84f127a23d0f59560a03b64136eff419ae1be5ab557577fe5e3", size = 291988, upload-time = "2026-06-28T19:55:44.549Z" }, + { url = "https://files.pythonhosted.org/packages/23/d2/6a911f18279daa8d7bb8b20d771ddb6ef31fabd35f5921f9d3ba21640e80/regex-2026.6.28-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:c0013958f427bd82509a186b9ff206d66cb8d60a81fc797a4c717afd18c5b0ba", size = 289704, upload-time = "2026-06-28T19:55:46.365Z" }, + { url = "https://files.pythonhosted.org/packages/fd/22/ad1955c47c669291a05804d53d7071cc0732dfdf166857be38003cedc2d1/regex-2026.6.28-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:94f06cdcd6421f8e194ad312ea608020381250df9b8a57661c1b57e9e5273878", size = 797017, upload-time = "2026-06-28T19:55:48.166Z" }, + { url = "https://files.pythonhosted.org/packages/e5/67/a83159ff8703ab4d0c2cf99e76ebf289b7b4a501623241d09f88f3614f80/regex-2026.6.28-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ec9689392f7494ff4e3f8e7e8522f9158f11023f337eaaf04a64542fc45bbf26", size = 866112, upload-time = "2026-06-28T19:55:51.047Z" }, + { url = "https://files.pythonhosted.org/packages/b9/09/7bff2d6dbbd77421b3274aa51db1c887381cbc5b6eda93598c3e882ea345/regex-2026.6.28-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:aa084684e6d2078bf6139e374d1fc2af5ddc1ac7122759a2db716d68169f6fd0", size = 911554, upload-time = "2026-06-28T19:55:53.707Z" }, + { url = "https://files.pythonhosted.org/packages/29/44/ae59c3826e7ba492e56795cdf74ea2a7b5b7c5ea116afb79ee4956a5dff1/regex-2026.6.28-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:40455e6840dc4e96a6fe50f4cedc957de2752c954d91e789812be55d49be199a", size = 800665, upload-time = "2026-06-28T19:55:55.875Z" }, + { url = "https://files.pythonhosted.org/packages/d6/19/6fd033d2ab00f35d445aaeaf3307c1e721424dcbfd48f6f65c857cb939cf/regex-2026.6.28-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:530b5c223b9ca5dd8370ac502e080aee0e4ded32be987c6564b425fb5523d581", size = 777243, upload-time = "2026-06-28T19:55:57.909Z" }, + { url = "https://files.pythonhosted.org/packages/4e/9d/99730f26df4938049ab1e652ca75e967b4c6739444e18d9707bfdb8af20c/regex-2026.6.28-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:8e0ed273ecd1a89be84466c1749bfe58609cc2a32b5d5e05006c4625ba96411b", size = 785784, upload-time = "2026-06-28T19:56:00.072Z" }, + { url = "https://files.pythonhosted.org/packages/48/49/105cd57162f5fc5c04cc917a1388a060cf8427e5c14353cd9044660fbf4d/regex-2026.6.28-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:0ab0d5344311fc8e8667078942056c3b9c9b4a4b1cc99f2eb8a5af54554f4acc", size = 860914, upload-time = "2026-06-28T19:56:02.017Z" }, + { url = "https://files.pythonhosted.org/packages/a2/a5/788245a95b69018f58bff2f4fd27d007cacaea088cdb390979743f1b2571/regex-2026.6.28-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:eacb79625323d9f7e7925366b917f492b8356fad58f5dc4fa12ff8c21d8f4ca9", size = 765915, upload-time = "2026-06-28T19:56:05.021Z" }, + { url = "https://files.pythonhosted.org/packages/ca/01/292065a39a004b05e67a337b18213670a7cb919d6856ac2d7df7f1a10dbb/regex-2026.6.28-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:20f4d87702702aa1d572721e146f301660c50eef6fd6cb596e48a22b0ace17db", size = 851404, upload-time = "2026-06-28T19:56:07.251Z" }, + { url = "https://files.pythonhosted.org/packages/98/9e/a93d865db0e13483ae1a01d81e2ce16d4a7fe2f9b9fe4aac4cc08590b136/regex-2026.6.28-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:1e693940a3b9e6d6e4dc2a54ecaa74b74934f77af1ef95f518a74261ef7cc1bc", size = 789373, upload-time = "2026-06-28T19:56:09.894Z" }, + { url = "https://files.pythonhosted.org/packages/82/0c/38b1685ad4017d78efbc8fa7dbbf96d8113b53750c8aa2d3609defd46605/regex-2026.6.28-cp314-cp314-win32.whl", hash = "sha256:234a51e20ebc18ab83b2c0600cf28f2e884560a0e00f743878f0b7d8e7c4cf03", size = 272496, upload-time = "2026-06-28T19:56:11.83Z" }, + { url = "https://files.pythonhosted.org/packages/55/50/e19f261ff9ba9b50722a529e09b1743ecf65eb348be99d0fd2cd7fcede1c/regex-2026.6.28-cp314-cp314-win_amd64.whl", hash = "sha256:7b15c437bc4604f03ceb3f8d37eae2f8930e320e1bc556b259848c639d9eec1a", size = 280754, upload-time = "2026-06-28T19:56:13.758Z" }, + { url = "https://files.pythonhosted.org/packages/36/b8/c9e68f3a9e33be73f20990b2c065b144ff2d0aa242608a950d8c4f3b56e8/regex-2026.6.28-cp314-cp314-win_arm64.whl", hash = "sha256:c6e6f790d01380a74ad564f216c533b86504afb61bf66f2b2e11e7f1a3e287a7", size = 280979, upload-time = "2026-06-28T19:56:15.928Z" }, + { url = "https://files.pythonhosted.org/packages/03/e6/21c425a37880c650d007c4171c6a80325446d830d85f5fbf335e7205b1e7/regex-2026.6.28-cp314-cp314t-macosx_10_13_universal2.whl", hash = "sha256:3527a72adcbe9e3600f1553b497d397c1a371d227580d41d96c3c5964109b65c", size = 494282, upload-time = "2026-06-28T19:56:18.049Z" }, + { url = "https://files.pythonhosted.org/packages/07/50/6647a7ccf5ffff995ba955a0b7d766440f4e58ce1666549c8ee998f2b972/regex-2026.6.28-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:a644f6408692812f5ead82519eed680e08d5d546fddbd9f7d9514e3c73899aa5", size = 293977, upload-time = "2026-06-28T19:56:20.145Z" }, + { url = "https://files.pythonhosted.org/packages/8c/dc/a3e141a4eaf125e50f63105570c01fa477c06ac5259dcfa95e9b90760e84/regex-2026.6.28-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:8e2fae6bb883648346f84db270dc9aafc29d8e895f62b88a75ccc83b09519820", size = 292432, upload-time = "2026-06-28T19:56:22.345Z" }, + { url = "https://files.pythonhosted.org/packages/35/ee/2ac1a6b9f167f8ff69f5a789938cc103b60cff41b24a6990daced8b88e34/regex-2026.6.28-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:debe623e09cee97ef9404575e936c610aac9bb08358c5099aaef14644a6871f2", size = 811877, upload-time = "2026-06-28T19:56:25.056Z" }, + { url = "https://files.pythonhosted.org/packages/df/7b/9a5505ee92180bcae300b1018b9ff3d3c19962436e66f2505f255e9fde35/regex-2026.6.28-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:cc579c91fb4605773483a8d940b136bcc5b854fff44fa14a1572a038f46563f1", size = 871212, upload-time = "2026-06-28T19:56:27.352Z" }, + { url = "https://files.pythonhosted.org/packages/24/4d/d61a702a9f9d1bd29b22cbef1aed6d477baa961232a7eb4d91b7775b0b3e/regex-2026.6.28-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:e7c42be203d84ecf7d487ff23f8a61ef0eb0534fa0fc317a2fce8c065d20618f", size = 917507, upload-time = "2026-06-28T19:56:29.762Z" }, + { url = "https://files.pythonhosted.org/packages/d4/60/1308066f5966b65fbb6905b99ba37e9f1cd753dd0ac08485f8257334ee92/regex-2026.6.28-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e8184b4e2fdaf9cdfe77e38f15a4d9dc149168c9c29eb0ea17c5481d3bb80546", size = 816389, upload-time = "2026-06-28T19:56:32.043Z" }, + { url = "https://files.pythonhosted.org/packages/bd/5c/57ce2cb8d714ee0b7f11c7ee4cfe2af66df2b90f147feadcb538609a3a02/regex-2026.6.28-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:697f103104f5872d64078d8eeac59979960be8ee76115a2d3f31096312e2a400", size = 785890, upload-time = "2026-06-28T19:56:34.492Z" }, + { url = "https://files.pythonhosted.org/packages/ff/fd/1d5350d3a8a327bff0fccacb911732baf7b5b6f5529c0e3fa602a23e7dad/regex-2026.6.28-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:714d2b1aa29beef0ddfcdc72ad0771c05326551a8bb0680b0ddf74bfaad87387", size = 801451, upload-time = "2026-06-28T19:56:36.749Z" }, + { url = "https://files.pythonhosted.org/packages/f3/79/3c9e4f8a0306e030ad5a43bbbc01625fb28d58a813bc52d42fd1cc63fb2e/regex-2026.6.28-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:0f09f62e450cc2f113018cc8412aeea3a120a04e1ca7e801a0d441583f9a3b06", size = 866504, upload-time = "2026-06-28T19:56:38.994Z" }, + { url = "https://files.pythonhosted.org/packages/65/12/f747de475b54f4709efb24dd0fbc8467c64cec91f5db0d047b079646ee78/regex-2026.6.28-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:731ea12d5aeb2577eaef2393d6428b995f76eb35f68a89e03e15a97719d1de19", size = 773047, upload-time = "2026-06-28T19:56:41.061Z" }, + { url = "https://files.pythonhosted.org/packages/58/3c/f02f860e0500c1b2d61a79dec7e214b37fb9656281dcddc92397edf96678/regex-2026.6.28-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:51e952c8783eabd4706d0f63922f219bcfc1bef9b8cb35941c0d1a0396578858", size = 856665, upload-time = "2026-06-28T19:56:43.466Z" }, + { url = "https://files.pythonhosted.org/packages/4d/6c/28b3fa222513484be9dee26b7222bda109056c43ea28aa2314262ca48816/regex-2026.6.28-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:43248fe4c0ab8fbb223588a0795b11268940072c97bba30ea8f9b49d8cdfde34", size = 803573, upload-time = "2026-06-28T19:56:45.791Z" }, + { url = "https://files.pythonhosted.org/packages/fa/f0/8f86cf1a1fd85c5ab0c503c9fe4607ad4ad48978b2d8b435d94465e134c7/regex-2026.6.28-cp314-cp314t-win32.whl", hash = "sha256:fc1eddc25ad23c0f1344ab280d961ac595ead48292d7c779497975942373f493", size = 274515, upload-time = "2026-06-28T19:56:47.948Z" }, + { url = "https://files.pythonhosted.org/packages/0f/de/f8613c03b36786ddef2c930d28f9bcae861fcd541cc9203a870956cf1e83/regex-2026.6.28-cp314-cp314t-win_amd64.whl", hash = "sha256:ede8d8e53b6dde0a50f7eca902f0af76d87ab02a55aba7542da68ae3e5dfe83d", size = 283650, upload-time = "2026-06-28T19:56:50.614Z" }, + { url = "https://files.pythonhosted.org/packages/4d/f3/f5ec86839bbabe33b6dee649b62ff9a445d43de6b0ad780cf6b83c56f61e/regex-2026.6.28-cp314-cp314t-win_arm64.whl", hash = "sha256:4da6f6a72f8700b97a1a765e837fb7d5750bfd9f13acea7bae498f573e3a70a8", size = 283338, upload-time = "2026-06-28T19:56:52.879Z" }, +] + [[package]] name = "requests" version = "2.32.5" @@ -811,6 +1902,31 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/d1/b7/b95708304cd49b7b6f82fdd039f1748b66ec2b21d6a45180910802f1abf1/rpds_py-0.30.0-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:ac37f9f516c51e5753f27dfdef11a88330f04de2d564be3991384b2f3535d02e", size = 562191, upload-time = "2025-11-30T20:24:36.853Z" }, ] +[[package]] +name = "ruff" +version = "0.15.20" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/43/dc/35b341fc554ba02f217fc10da57d1a75168cfbcf75b0ef2202176d4c4f2d/ruff-0.15.20.tar.gz", hash = "sha256:1416eb04349192646b54de98f146c4f59afe37d0decfc02c3cbbf396f3a28566", size = 4755489, upload-time = "2026-06-25T17:20:37.578Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/94/d9/2d5014f0253ba541d2061d9fa7193f48e941c8b21bb88a7ff9bbe0bd0596/ruff-0.15.20-py3-none-linux_armv6l.whl", hash = "sha256:00e188c53e499c3c1637f73c91dcf2fb56d576cab76ce1be50a27c4e80e37078", size = 10839665, upload-time = "2026-06-25T17:19:44.702Z" }, + { url = "https://files.pythonhosted.org/packages/c6/d3/ac1798ba64f670698867fcfc591d50e7e421bef137db564858f619a30fcf/ruff-0.15.20-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:9ebd1fd9b9c95fc0bd7b2761aebec1f030013d2e193a2901b224af68fe47251b", size = 11208649, upload-time = "2026-06-25T17:19:48.787Z" }, + { url = "https://files.pythonhosted.org/packages/47/47/d3ac899991202095dfcf3d5176be4272642be3cf981a2f1a30f72a2afb95/ruff-0.15.20-py3-none-macosx_11_0_arm64.whl", hash = "sha256:c5b16cdd67ca108185cd36dce98c576350c03b1660a751de725fb049193a0632", size = 10622638, upload-time = "2026-06-25T17:19:51.354Z" }, + { url = "https://files.pythonhosted.org/packages/33/13/4e043fe30aa94d4ff5213a9881fc296d12960f5971b234a5263fdc225312/ruff-0.15.20-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3413bb3c3d2ca6a8208f1f4809cd2dca3c6de6d0b491c0e70847672bde6e6efd", size = 10984227, upload-time = "2026-06-25T17:19:54.044Z" }, + { url = "https://files.pythonhosted.org/packages/76/e6/92e7bf40388bc5800073b96564f56264f7e48bfd1a498f5ced6ae6d5a769/ruff-0.15.20-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:bd7ec42b3bb3da066488db093308a69c4ac5ee6d2af333a86ba6e2eb2e7dd44b", size = 10622882, upload-time = "2026-06-25T17:19:57.037Z" }, + { url = "https://files.pythonhosted.org/packages/13/7a/43460be3f24495a3aa46d4b16873e2c4941b3b5f0b00cf88c03b7b94b339/ruff-0.15.20-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e1a36ad0eb77fba9aabfb69ede54de6f376d04ac18ebea022847046d340a8267", size = 11474808, upload-time = "2026-06-25T17:20:00.357Z" }, + { url = "https://files.pythonhosted.org/packages/27/a0/f37077884873221c6b33b4ab49eb18f9f88e54a16a25a5bca59bef46dd66/ruff-0.15.20-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b6df3b1e4610432f0386dba04d853b5f08cbbc903410c6fcc02f620f05aff53c", size = 12293094, upload-time = "2026-06-25T17:20:03.446Z" }, + { url = "https://files.pythonhosted.org/packages/a6/74/165545b60256a9704c21ac0ec4a0d07933b320812f9584836c9f4aca4292/ruff-0.15.20-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:e89f198a1ea6ef0d727c1cf16088bc91a6cb0ab947dedc966715691647186eae", size = 11526176, upload-time = "2026-06-25T17:20:06.301Z" }, + { url = "https://files.pythonhosted.org/packages/86/b1/a976a136d40ade83ce743578399865f57001003a409acadc0ecbb3051082/ruff-0.15.20-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:309809086c2acb67624950a3c8133e80f32d0d3e27106c0cd60ff26657c9f24b", size = 11520767, upload-time = "2026-06-25T17:20:09.191Z" }, + { url = "https://files.pythonhosted.org/packages/19/0f/f032696cb01c9b54c0263fa393474d7758f1cdc021a01b04e3cbc2500999/ruff-0.15.20-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:2d2374caa2f2c2f9e2b7da0a50802cfb8b79f55a9b5e49379f564544fbf56487", size = 11500132, upload-time = "2026-06-25T17:20:13.602Z" }, + { url = "https://files.pythonhosted.org/packages/4b/f4/51b1a14bc69e8c224b15dab9cce8e99b425e0455d462caa2b3c9be2b6a8e/ruff-0.15.20-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:a1ed17b65293e0c2f22fc387bc13198a5de94bf4429589b0ff6946b0feaf21a3", size = 10943828, upload-time = "2026-06-25T17:20:16.635Z" }, + { url = "https://files.pythonhosted.org/packages/71/4b/fe267640783cd02bf6c5cc290b1df1051be2ec294c678b5c15fe19e52343/ruff-0.15.20-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:f701305e66b38ea6c91882490eb73459796808e4c6362a1b765255e0cdcd4053", size = 10645418, upload-time = "2026-06-25T17:20:19.4Z" }, + { url = "https://files.pythonhosted.org/packages/b0/c0/a65aa4ec2f5e87a1df32dc3ec1fede434fe3dfd5cbcf3b503cafc676ab54/ruff-0.15.20-py3-none-musllinux_1_2_i686.whl", hash = "sha256:5b9c0c367ad8e5d0d5b5b8537864c469a0a0e55417aadfbeca41fa61333be9f4", size = 11211770, upload-time = "2026-06-25T17:20:22.033Z" }, + { url = "https://files.pythonhosted.org/packages/5a/a4/0caa331d954ae2723d729d351c989cb4ca8b6077d5c6c2cb6de75e98c041/ruff-0.15.20-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:01cc00dd58f0df339d0e902219dd53990ea99996a0344e5d9cc8d45d5307e460", size = 11618698, upload-time = "2026-06-25T17:20:25.259Z" }, + { url = "https://files.pythonhosted.org/packages/10/9b/5f14927848d2fd4aa891fd88d883788c5a7baba561c7874732364045708c/ruff-0.15.20-py3-none-win32.whl", hash = "sha256:ed65ef510e43a137207e0f01cfcf998aeddb1aeeda5c9d35023e910284d7cf21", size = 10857322, upload-time = "2026-06-25T17:20:28.612Z" }, + { url = "https://files.pythonhosted.org/packages/fa/f0/fe47c501f9dea92a26d788ff98bb5d92ed4cb4c88792c5c88af6b697dc8e/ruff-0.15.20-py3-none-win_amd64.whl", hash = "sha256:a525c81c70fb0380344dd1d8745d8cc1c890b7fc94a58d5a07bd8eb9557b8415", size = 11993274, upload-time = "2026-06-25T17:20:31.871Z" }, + { url = "https://files.pythonhosted.org/packages/d7/2b/9555445e1201d92b3195f45cdb153a0b68f24e0a4273f6e3d5ab46e212bb/ruff-0.15.20-py3-none-win_arm64.whl", hash = "sha256:2f5b2a6d614e8700388806a14996c40fab2c47b819ef57d790a34878858ed9ca", size = 11343498, upload-time = "2026-06-25T17:20:35.03Z" }, +] + [[package]] name = "six" version = "1.17.0" @@ -820,6 +1936,162 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050, upload-time = "2024-12-04T17:35:26.475Z" }, ] +[[package]] +name = "sniffio" +version = "1.3.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/a2/87/a6771e1546d97e7e041b6ae58d80074f81b7d5121207425c964ddf5cfdbd/sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc", size = 20372, upload-time = "2024-02-25T23:20:04.057Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2", size = 10235, upload-time = "2024-02-25T23:20:01.196Z" }, +] + +[[package]] +name = "sqlglot" +version = "30.12.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/43/ed/a6c45aec29353b6392ea34548c40af3ac6ffd6bc5572cf23b2ce250876fc/sqlglot-30.12.0.tar.gz", hash = "sha256:6b8369704662d4f654bc934cea4dd31c916c2a571b389210cb9e951a275e5fd9", size = 5905110, upload-time = "2026-06-26T14:09:40.408Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/db/9e/82a390ecc85f066ff80affa01d195f744e3de60ad4d695b8de31c9a66da3/sqlglot-30.12.0-py3-none-any.whl", hash = "sha256:86cccc610073c645c03e72b55b60ae0518aa3253a7fc3bd56551370d003c6554", size = 707583, upload-time = "2026-06-26T14:09:38.525Z" }, +] + +[package.optional-dependencies] +c = [ + { name = "sqlglotc" }, +] + +[[package]] +name = "sqlglotc" +version = "30.12.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "sqlglot" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/36/05/bdb3c3433f19324ed3499bc51adb6db934f77d947ed1c624554523b22966/sqlglotc-30.12.0.tar.gz", hash = "sha256:7c4c9c7d76026b75f64a6682faf84cf5145e3304190c07807b86962d8d535f74", size = 491114, upload-time = "2026-06-26T14:08:47.042Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/98/00/82c2bc0c49aacdfe53006ebd75d00e9cca536b3d0fe5c661d4c1d36ca27c/sqlglotc-30.12.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:05f0cf61aba3207aa8d9fe10646168eac01595f521f3d81390ba215a15e8f6b7", size = 31721081, upload-time = "2026-06-26T14:08:11.587Z" }, + { url = "https://files.pythonhosted.org/packages/f1/fb/dac3d917d445301af839bd6ab165edac2378f9d6f0ef583d6e53cd1acd46/sqlglotc-30.12.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:71784e43ef4af200a3e8e04f42b9977f405cfeee025c7dbeb703b862029b2b3f", size = 24638763, upload-time = "2026-06-26T14:08:14.062Z" }, + { url = "https://files.pythonhosted.org/packages/40/67/c4c8258fc706dd8b349e39fb76b7f26ed3478f6fbbdfe688f341d68c981e/sqlglotc-30.12.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a84dd9d7565b782bef07e577b3400cdcddc81ffaae963d5e8460e431c4e70e27", size = 25798453, upload-time = "2026-06-26T14:08:16.347Z" }, + { url = "https://files.pythonhosted.org/packages/e7/36/dc0265b1c7abab70d1011b2390dcace13a157b2fa3b1fc753be0144a9566/sqlglotc-30.12.0-cp311-cp311-win_amd64.whl", hash = "sha256:4588ea73e99ec2f106cd688e6c12199b99c509497ec16fa858b645f748f461d0", size = 10729513, upload-time = "2026-06-26T14:08:18.477Z" }, + { url = "https://files.pythonhosted.org/packages/70/b2/246dba0b5ca294ba6c8d087e7b6bbd56c94e17298ff14a0232af70ba086a/sqlglotc-30.12.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:4c4016010ecf0b3473f0b2004f9bf352b9c694644a18867e290cf1ddfcd994a1", size = 32052780, upload-time = "2026-06-26T14:08:20.419Z" }, + { url = "https://files.pythonhosted.org/packages/62/b9/7ead345c4a6395a1eef166db6589e32082a8184da6ba8042b115015449c6/sqlglotc-30.12.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ddad6b33e98f040aa2493e6187e83235c57a4d52ba573a2f94c32d9209b3e7e0", size = 25534639, upload-time = "2026-06-26T14:08:22.499Z" }, + { url = "https://files.pythonhosted.org/packages/fb/91/7e596f8be4116adc0b9911fc87c214a0ebea55fffac1ca7068483ef0fb07/sqlglotc-30.12.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d998e3b5eddf5db65573009f86cb6a0378efb7e1780d19a6357bce67afb05f0d", size = 26748971, upload-time = "2026-06-26T14:08:25.177Z" }, + { url = "https://files.pythonhosted.org/packages/d7/57/6e9a29b08a51f2fe8d3774bc1d051e8232375557fa57cbc9b7b6f000d53b/sqlglotc-30.12.0-cp312-cp312-win_amd64.whl", hash = "sha256:1075dbee8fde16aa372ac42a63941cde50d533e57bbe0a34ddc6ab8c328dbf45", size = 10945978, upload-time = "2026-06-26T14:08:27.377Z" }, + { url = "https://files.pythonhosted.org/packages/90/a3/1e89af7986c5ffd58809ddb756c0a3d85129658e10cb023b1cf7aa61ac3e/sqlglotc-30.12.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:cad61b20aa2e8ed01efca83d6fa475d14214bcb1caba5eb11ab3b5b6fdd50ba5", size = 31880909, upload-time = "2026-06-26T14:08:29.476Z" }, + { url = "https://files.pythonhosted.org/packages/3a/d6/a99f862c66e5662bf20fb77d62012cba2f2dfbd0f9d63c97fe30468fd3ff/sqlglotc-30.12.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bb8836127f5233606bc63c2f56dc529e5ee9c96b1e317f434c65d90984fcdad1", size = 25120994, upload-time = "2026-06-26T14:08:31.753Z" }, + { url = "https://files.pythonhosted.org/packages/e5/66/7e359fa2e6197d1c6566175428cf1af029602858b477fd07ea0986dae236/sqlglotc-30.12.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1153b757420fc712163bb8da12a14f2603bcd6cdd40b0aedd526e16c68f56b9c", size = 26371919, upload-time = "2026-06-26T14:08:34.368Z" }, + { url = "https://files.pythonhosted.org/packages/37/b4/5774537e439018c42618b2084fb0a127d62687153b0b2b6893d0d39e17f0/sqlglotc-30.12.0-cp313-cp313-win_amd64.whl", hash = "sha256:2b7454ebbd97d3a197d946fa352ce64f58d6bdacac27883929fd9d45900618f8", size = 10933673, upload-time = "2026-06-26T14:08:36.374Z" }, + { url = "https://files.pythonhosted.org/packages/79/21/762087c42e56c126ab20c98cb029ef895a666ab7f77af1ca144e0333225c/sqlglotc-30.12.0-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:1ede716d4bc7bda5558354deb545dda7400ae475c543af08bbb46fc2bab99aae", size = 31785229, upload-time = "2026-06-26T14:08:38.703Z" }, + { url = "https://files.pythonhosted.org/packages/1e/e5/70f14f11fd5e5f3be654529909dcb2036baddd95fbaa3b221276d13a53a7/sqlglotc-30.12.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4cdb2e5f7416daaa5f3046cc790e2ab31ddbde930443ecfe548cfd1e5f9552e7", size = 25117316, upload-time = "2026-06-26T14:08:41.004Z" }, + { url = "https://files.pythonhosted.org/packages/f7/ad/6cf38b0203f9c81588aca6be4e40679acf8f2087ca4fee7cc67f4af15a71/sqlglotc-30.12.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0756aff3d6617d8587027981b15a57b27a698f3082ed7d333d313fed0e59de5d", size = 26272124, upload-time = "2026-06-26T14:08:43.104Z" }, + { url = "https://files.pythonhosted.org/packages/f8/bd/efe78e48b97593e01ceb91090aeb9dfb69e470c6f2dcd7fc5f0f0b637e46/sqlglotc-30.12.0-cp314-cp314-win_amd64.whl", hash = "sha256:efcf65f06d5de8b594cb7bda5dbc2e2b29e06eaef1d90044778751fed455b1dd", size = 11065847, upload-time = "2026-06-26T14:08:45.229Z" }, +] + +[[package]] +name = "starlette" +version = "1.3.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "anyio" }, + { name = "typing-extensions", marker = "python_full_version < '3.13'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/eb/e3/7c1dc7381d9f8ab7d854328ebfa884e62cb3f3d8549ddfd37c7814f42afa/starlette-1.3.1.tar.gz", hash = "sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0", size = 2703240, upload-time = "2026-06-12T09:23:11.602Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ec/bb/2799cc2ede3ed41131f8975621e7213dfc7ef4acbbaadfa440f32500c370/starlette-1.3.1-py3-none-any.whl", hash = "sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6", size = 73632, upload-time = "2026-06-12T09:23:10.017Z" }, +] + +[[package]] +name = "tiktoken" +version = "0.13.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "regex" }, + { name = "requests" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/e4/e5/5f3cb2159769d0f4324c0e9e87f9de3c4b1cd45848a96b2eb3566ad5ca77/tiktoken-0.13.0.tar.gz", hash = "sha256:c9435714c3a84c2319499de9a300c0e604449dd0799ff246458b3bb6a7f433c1", size = 38986, upload-time = "2026-05-15T04:51:27.153Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/1a/4c/1bc81f4cd53e827c4ee67ca951b5935724716049452d8dfa09b8b82372bb/tiktoken-0.13.0-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:7bfe1849caa65d1e1d9871817170ec497bbb7984e182012e1bdce72f66608cdb", size = 1036353, upload-time = "2026-05-15T04:50:21.757Z" }, + { url = "https://files.pythonhosted.org/packages/75/91/10b9c7076bc02c246c853201fdbbe300a4b8c5ed7b84c25f7403f4e32655/tiktoken-0.13.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:91c180fe255bd5a86d8316210d2833a1d4d33d026cd86a67812f4773743c8d26", size = 984644, upload-time = "2026-05-15T04:50:23.256Z" }, + { url = "https://files.pythonhosted.org/packages/4e/e4/fceae98015fab47fcd49b8bd7f46145bcd187a47e0add1e5378ed67ef980/tiktoken-0.13.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:059c8ecf554eb5b41e6e054ba467b871b03277d267dee7244380aca4359747d4", size = 1119261, upload-time = "2026-05-15T04:50:24.348Z" }, + { url = "https://files.pythonhosted.org/packages/f9/39/fe42ad00de01a8c4a49ad8649a2c8a316835a9cad5961b11d21eac0020a5/tiktoken-0.13.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:36217497eaffc158607a3b26f065300db2aefd43b115263f3b9688ce38146173", size = 1138253, upload-time = "2026-05-15T04:50:25.505Z" }, + { url = "https://files.pythonhosted.org/packages/03/c4/ccee1ecccca107e9a16efcecdeeb964c325305038554d466ece65b42338f/tiktoken-0.13.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:303f7d91b4fce3baddbcde05c139091d4caa5026ac7214c1dc7ff7a71ee429ff", size = 1185747, upload-time = "2026-05-15T04:50:27.02Z" }, + { url = "https://files.pythonhosted.org/packages/9d/03/cd0cba295522b91eb55c6b2704f1df895f8226cfe60ab10d4d51d0cc9e69/tiktoken-0.13.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:5d48843bee149630eb735a99e1f4a85b47308d21868ea63163f6e87768d3cfed", size = 1241265, upload-time = "2026-05-15T04:50:28.815Z" }, + { url = "https://files.pythonhosted.org/packages/7e/25/a10efd564402d82c2ff50d12057353ace447aa8007deceaa48641f63d35c/tiktoken-0.13.0-cp311-cp311-win_amd64.whl", hash = "sha256:fc1c44cd37b43fc46bae593129164f4f281e82ea116b57a85aa81bda57eafc94", size = 876509, upload-time = "2026-05-15T04:50:30.026Z" }, + { url = "https://files.pythonhosted.org/packages/85/8e/144bde4e01df66b34bb865557c7cd754ed08b036217ebd79c9db5e9048a9/tiktoken-0.13.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:32ac870a806cfb260a02d0cb70426aef02e038297f8ad50df5040bb5af360791", size = 1034888, upload-time = "2026-05-15T04:50:31.579Z" }, + { url = "https://files.pythonhosted.org/packages/36/18/d4ac9d20956cdebca04841316660ed584c2fecdc2b81722a28bc7ad3b1e4/tiktoken-0.13.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:4d9980f11429ed2d737c463bb1fb78cf330caa026adf002f714aced7849a687b", size = 982970, upload-time = "2026-05-15T04:50:32.961Z" }, + { url = "https://files.pythonhosted.org/packages/74/ed/6bb8d05b9f731f749fee5c6f5ca63e981143c826a5985877330507bd13b7/tiktoken-0.13.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:3f277ebea5edd7b8bf03c6f9431e1d67d517530115572b2dc1d465326e8f88c7", size = 1115741, upload-time = "2026-05-15T04:50:34.475Z" }, + { url = "https://files.pythonhosted.org/packages/34/de/2ca96b07a82d972b74fe4b46de055b79c904e45c7eab699354a0bfa697dc/tiktoken-0.13.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:a116178fa7e1b4065bff05214360373a65cac22f965be7b3f73d00a0dbfe7649", size = 1136523, upload-time = "2026-05-15T04:50:35.782Z" }, + { url = "https://files.pythonhosted.org/packages/ee/dc/9dafec002c2d4424378563cf4cf5c7fb93631d2a55013c8b87554ee4012c/tiktoken-0.13.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:2c397ddda233208345b01bd30f2fca79ff730e55731d0108a603f9bc57f6af3b", size = 1181954, upload-time = "2026-05-15T04:50:36.99Z" }, + { url = "https://files.pythonhosted.org/packages/a1/d0/1f8578c45b2f24759b46f0b50d31878c63c73e6bf0f2227e10ec5c5408dc/tiktoken-0.13.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:95097e4f89b06403976e498abf61a0ee73a7497e73fb599cb211d8197a054d91", size = 1240069, upload-time = "2026-05-15T04:50:38.221Z" }, + { url = "https://files.pythonhosted.org/packages/aa/90/28d7f154888610aa9237e541986beb62b479df29d193a5a0617dbb1514d0/tiktoken-0.13.0-cp312-cp312-win_amd64.whl", hash = "sha256:8f2d16e7a7c783ad81f36e457d046d1f1c8af70b22aec8a13238efe531977c41", size = 874748, upload-time = "2026-05-15T04:50:39.587Z" }, + { url = "https://files.pythonhosted.org/packages/9c/83/b096c859c2a47c11731bf2f5885f4028b809dfe2396582883eed9cae372f/tiktoken-0.13.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:5df5d1507bd245f1ccad4a074698240021239e455eb0bb4ced4e3d7181872154", size = 1034228, upload-time = "2026-05-15T04:50:40.988Z" }, + { url = "https://files.pythonhosted.org/packages/53/61/c68e123b6d753e3fc2751e9b18e732c9d8bf1e1926762e736eee935d931c/tiktoken-0.13.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:8fe806a50664e83a6ffd56cbd1e4f5dcc6cd32a3e7538f70dc38b1a271384545", size = 982978, upload-time = "2026-05-15T04:50:42.195Z" }, + { url = "https://files.pythonhosted.org/packages/ef/8b/96cc178cc584e65d363134500f297790b06cd48cdeb1e8fcf7bbe60f4715/tiktoken-0.13.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:125bc05005e747f993a83dc67934249932d6e4209854452cd4c0b1d53fba3ba2", size = 1116355, upload-time = "2026-05-15T04:50:43.564Z" }, + { url = "https://files.pythonhosted.org/packages/86/f5/bab735d2c72ea55404b295d02d092644eb5f7cc6205e34d35eb9abfb9ab2/tiktoken-0.13.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:5e6358911cab4adee6712da27d65573496a4f68cf8a2b5fca6a4ad10fc5748cf", size = 1135772, upload-time = "2026-05-15T04:50:44.782Z" }, + { url = "https://files.pythonhosted.org/packages/4e/b9/6de04ebdf904edfaad87788011b3735087a0c9ea671b9027e1e4e965e8c8/tiktoken-0.13.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:975cbd78d085d75d26b59660e262736dcaed1e35f8f142cd6291025c01d25486", size = 1182415, upload-time = "2026-05-15T04:50:46.422Z" }, + { url = "https://files.pythonhosted.org/packages/0d/9c/470a05f3b1caf038f44880e334d47ab674e0c80d514c66b375d14d5afa10/tiktoken-0.13.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:75ab9bc99fa020a4c283424590ecd7f3afd70c1c281cb3fa3192a6c3af9f9615", size = 1239879, upload-time = "2026-05-15T04:50:48.052Z" }, + { url = "https://files.pythonhosted.org/packages/42/a6/c1936d16055436cb32e6c6128d68629622e00f4768562f55653752d34768/tiktoken-0.13.0-cp313-cp313-win_amd64.whl", hash = "sha256:6b1615f0ff71953d19729ceb18865429c185b0a23c5353f1bbca34a394bf60f7", size = 874829, upload-time = "2026-05-15T04:50:49.202Z" }, + { url = "https://files.pythonhosted.org/packages/d6/07/acb5992c3772b5a36284f742cfb7a5895aa4471d1848ac31464ad50d7fdf/tiktoken-0.13.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:6eb4a5bfbc6426938026b1a334e898ac53541360d62d8c689870160cc80abd67", size = 1033600, upload-time = "2026-05-15T04:50:50.4Z" }, + { url = "https://files.pythonhosted.org/packages/14/e9/742e9aec30f59b9f161f7ff7cd072e02ea836c9e1c0854a8076dfcd40d5c/tiktoken-0.13.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:43cee3e5400573b2046fbf092cc7a5bc30164f9e4c95ce20714da929df48737a", size = 982516, upload-time = "2026-05-15T04:50:52.03Z" }, + { url = "https://files.pythonhosted.org/packages/72/74/ca1541b053e7648254d2e4b42a253e1bb4359f2c91a0a8d49228c794e1a0/tiktoken-0.13.0-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:7de52e3f566d19b3b11bd37eea552c6c305ad74081f736882bd44d148ed4c48d", size = 1115518, upload-time = "2026-05-15T04:50:53.543Z" }, + { url = "https://files.pythonhosted.org/packages/46/e3/93825eaf5a4a504795b787e5d5dea07fbeb3dabf97aa7b450be8bde59c89/tiktoken-0.13.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:51384448aa508e4df84c0f7c1dc3211c7f7b8096325660ee5fc82f3e11b381ce", size = 1136867, upload-time = "2026-05-15T04:50:55.191Z" }, + { url = "https://files.pythonhosted.org/packages/8c/46/002b68de6827091d5ae90b048f326e8aad8d953520950e5ce1508879414f/tiktoken-0.13.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:e28157350f7ebf35008dd8e9e0fdb621f976e4230c881099c85e8cf07eaa50e2", size = 1181826, upload-time = "2026-05-15T04:50:56.296Z" }, + { url = "https://files.pythonhosted.org/packages/db/c6/d393e3185a276505182f7abd93fe714f3c444a2be9180798fa052347504e/tiktoken-0.13.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:165cf1820ea4a354985c2490a5205d4cc74661c934aca79dd0368232fff94e0f", size = 1239489, upload-time = "2026-05-15T04:50:57.918Z" }, + { url = "https://files.pythonhosted.org/packages/b7/4d/bc07d1f1635d4897a202acc0ae11c2886eaa7325c359ba4741b47bf8e225/tiktoken-0.13.0-cp313-cp313t-win_amd64.whl", hash = "sha256:6c43a675ca14f6f2749ba7f12075d37456015a24b859f2517b9beb4ef30807ec", size = 873820, upload-time = "2026-05-15T04:50:59.528Z" }, + { url = "https://files.pythonhosted.org/packages/8c/93/0dd6adca026a616c3a92974566b43381eea4b475ce1f36c062b8271a9ac5/tiktoken-0.13.0-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:eaaaef47c2406277181d2086484c317bf7fc433e2d5d03ff94f56b0dcec87471", size = 1034977, upload-time = "2026-05-15T04:51:00.957Z" }, + { url = "https://files.pythonhosted.org/packages/d9/77/5ec6e6bc5b30bed6d93f7f2162d8f6b32437b3ba27cb527cfe004f6109c9/tiktoken-0.13.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:ca8b310bd93b3772cb1b7922d915446864860f562bdfe4825c63a0aed3fb28cd", size = 983635, upload-time = "2026-05-15T04:51:02.629Z" }, + { url = "https://files.pythonhosted.org/packages/94/b0/c8ae9aff00d625c50659b4513e707a0462c4bf5d4d6cc1b802103225c02e/tiktoken-0.13.0-cp314-cp314-manylinux_2_28_aarch64.whl", hash = "sha256:32e0c12305105002c047b3bb1070b0dd9a73b0cb3b2856a8972b810e7a4f5881", size = 1116036, upload-time = "2026-05-15T04:51:04.082Z" }, + { url = "https://files.pythonhosted.org/packages/1b/ac/6a5dddd1d0a6018ecb389bd0353e6b4a515eb4d2286611bd0ace1937b9e1/tiktoken-0.13.0-cp314-cp314-manylinux_2_28_x86_64.whl", hash = "sha256:5ba5fd62507a932d1241346179e3b39bc7bf7408f03c272652d93b3bedf5db24", size = 1135544, upload-time = "2026-05-15T04:51:05.229Z" }, + { url = "https://files.pythonhosted.org/packages/f4/b8/585032b4384b2f7dcdaddcb52865c83a701a420d09e3c2b4a2be1c450c57/tiktoken-0.13.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:d108bc2d470fc53c8ecd24f2c0fd2b5f98c33e87cdb6aa2e9b8c5dced703d273", size = 1182217, upload-time = "2026-05-15T04:51:06.517Z" }, + { url = "https://files.pythonhosted.org/packages/cd/b6/993ff1ded3958215fd341a847b8e5ffeb5de473f435296870d314fc91ac4/tiktoken-0.13.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:cb99cb5127449f58d0a2d5f5ccfb390d8dbdfd919c221246caaee29d8725ed51", size = 1239404, upload-time = "2026-05-15T04:51:07.843Z" }, + { url = "https://files.pythonhosted.org/packages/dd/3d/fef7e06e3b33e7538db0ced734cf9fe23b6832d2ac4990c119c377aec55e/tiktoken-0.13.0-cp314-cp314-win_amd64.whl", hash = "sha256:115c4f26ffa11caac8b54eea35c2ad38c612c20a48d35dd15d70a02ac6f51f58", size = 918686, upload-time = "2026-05-15T04:51:08.925Z" }, + { url = "https://files.pythonhosted.org/packages/c1/82/a7fc44582bc32ab00de988a2299bf77c077f59068b233109e34b7d6ca7e6/tiktoken-0.13.0-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:472527e9132952f2fbf77cd290658bacf003d4d5a3fabc18e5fbd407cbae4d9b", size = 1034454, upload-time = "2026-05-15T04:51:10.035Z" }, + { url = "https://files.pythonhosted.org/packages/37/d0/24d8a890c14f432a05cea669c17bebeaa99f96a7c79523b590f564246411/tiktoken-0.13.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:4e2f67d27c9626cdd25fe33d9313c5cdb3d8d82da646b68d6eb8e7e9c20e6448", size = 982976, upload-time = "2026-05-15T04:51:11.23Z" }, + { url = "https://files.pythonhosted.org/packages/49/b7/2ab43f62788a9266187a9bfc1d3af99ad83e5eaa25fbef168a69cd5ad14f/tiktoken-0.13.0-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:2b920b35805cd64585a37c3dc7ce65fba4d2d36016be01e1d7942482ca29093a", size = 1115526, upload-time = "2026-05-15T04:51:12.608Z" }, + { url = "https://files.pythonhosted.org/packages/64/39/1494321ed323ce7a14d88e3cd6cb9058625977df1c6961ddc492bd10a9f3/tiktoken-0.13.0-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:493af3aa28a4aaf2e3d2600a2ee717252c9bf5ab38fff94eb5a02db5ab77e5ad", size = 1136466, upload-time = "2026-05-15T04:51:13.926Z" }, + { url = "https://files.pythonhosted.org/packages/96/d9/dfd086aa2d918c563a140720e0ce296cada1634efd2783d5cf51e05f984e/tiktoken-0.13.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:6644c9c2b5cf3916f5a3641d7d12fdb3f006a7b3d9ff6acdaec44e29ab1ff91e", size = 1181863, upload-time = "2026-05-15T04:51:15.025Z" }, + { url = "https://files.pythonhosted.org/packages/2f/68/a18b4f307086954fdae32714cb4f85562e34f9d34ab206e61f1816aa6018/tiktoken-0.13.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:5cb65b60b9408563676d874a3a4ee573370066f0dc4e29d84e82e989c6517424", size = 1239218, upload-time = "2026-05-15T04:51:16.103Z" }, + { url = "https://files.pythonhosted.org/packages/16/5b/f2aa703a4fc5d2dff73460a7d46cc2f3f44aa0f3dd8eeb20d2a0ecf68862/tiktoken-0.13.0-cp314-cp314t-win_amd64.whl", hash = "sha256:85b78cc3a2c3d48723ca751fa981f1fedccd54194ca0471b957364353a898b07", size = 918110, upload-time = "2026-05-15T04:51:17.237Z" }, +] + +[[package]] +name = "tomlkit" +version = "0.15.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/51/db/03eaf4331631ef6b27d6e3c9b68c54dc6f0d63d87201fed600cc409307fd/tomlkit-0.15.0.tar.gz", hash = "sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3", size = 161875, upload-time = "2026-05-10T07:38:22.245Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/6a/43/8bd850ee71a191bf072e31302c73a66be413fecdd98fdcd111ecbcce13ca/tomlkit-0.15.0-py3-none-any.whl", hash = "sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738", size = 41328, upload-time = "2026-05-10T07:38:23.517Z" }, +] + +[[package]] +name = "tqdm" +version = "4.68.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "colorama", marker = "sys_platform == 'win32'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/87/d7/0535a28b1f5f24f6612fb3ff1e89fb1a8d160fee0f976e0aa6803862134b/tqdm-4.68.3.tar.gz", hash = "sha256:00dfa48452b6b6cfae3dd9885636c23d3422d1ec97c66d96818cbd5e0821d482", size = 170596, upload-time = "2026-06-17T07:36:52.105Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d8/8e/bb97bb0c71802080bfc8952937d174e49cfc50de5c951dd47b2496f0dcdb/tqdm-4.68.3-py3-none-any.whl", hash = "sha256:39832cc2def2789a6f29df83f172db7416cea70052c0907a57801c5f2fdccb03", size = 78337, upload-time = "2026-06-17T07:36:50.132Z" }, +] + +[[package]] +name = "traitlets" +version = "5.15.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/57/a9/a2584b8313b89f94869ddb3c4074617a691de1812a614d2d50e32ca5a7a6/traitlets-5.15.1.tar.gz", hash = "sha256:7b1c07854fe25acb39e009bae49f11b79ff6cbb2f27999104e9110e7a6b53722", size = 163344, upload-time = "2026-06-03T12:26:06.181Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/96/8d/1080ee4c231f361b6ce4470d556c8c435b67c7e0753aaa641497ee92f88b/traitlets-5.15.1-py3-none-any.whl", hash = "sha256:770a53705f84b81ac107e83a1b3328ff2dae16094d8fc3cfc004e4b22dfd8e92", size = 85858, upload-time = "2026-06-03T12:26:04.395Z" }, +] + +[[package]] +name = "truststore" +version = "0.10.4" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/53/a3/1585216310e344e8102c22482f6060c7a6ea0322b63e026372e6dcefcfd6/truststore-0.10.4.tar.gz", hash = "sha256:9d91bd436463ad5e4ee4aba766628dd6cd7010cf3e2461756b3303710eebc301", size = 26169, upload-time = "2025-08-12T18:49:02.73Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/19/97/56608b2249fe206a67cd573bc93cd9896e1efb9e98bce9c163bcdc704b88/truststore-0.10.4-py3-none-any.whl", hash = "sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981", size = 18660, upload-time = "2025-08-12T18:49:01.46Z" }, +] + [[package]] name = "typing-extensions" version = "4.15.0" @@ -849,3 +2121,101 @@ sdist = { url = "https://files.pythonhosted.org/packages/c7/24/5f1b3bdffd70275f6 wheels = [ { url = "https://files.pythonhosted.org/packages/39/08/aaaad47bc4e9dc8c725e68f9d04865dbcb2052843ff09c97b08904852d84/urllib3-2.6.3-py3-none-any.whl", hash = "sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4", size = 131584, upload-time = "2026-01-07T16:24:42.685Z" }, ] + +[[package]] +name = "uv" +version = "0.11.27" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/8f/ed/b8bb8bf2044561e3349ebe75be0d8abdeb19577886753b49200ec6caea0d/uv-0.11.27.tar.gz", hash = "sha256:3469204521869f0e6bdea17b02c1d86db2d0150820895653a6152cab206fb00b", size = 5978029, upload-time = "2026-07-06T21:00:29.995Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b2/fe/8a080fb603f276ceb2d960454b2b5998cc6e5c0c6d5dbbbeb48b141de4f2/uv-0.11.27-py3-none-linux_armv6l.whl", hash = "sha256:6cedad2185b16bd5da77096d4813159c9c3c572897537256eecdb4092941adc0", size = 25490659, upload-time = "2026-07-06T20:59:29.003Z" }, + { url = "https://files.pythonhosted.org/packages/d1/15/886a2ef7b00c1a4fcf706e7a6b946b3f7485a55f42d0aa9b5572caed58b6/uv-0.11.27-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:42b273459864c67f3736ae2a63929df463975d885bbc1afd8f53f7e0fb1f2269", size = 24498434, upload-time = "2026-07-06T20:59:33.042Z" }, + { url = "https://files.pythonhosted.org/packages/2d/6e/45335717c4372bf955c87bc05c6462dd4c0c6087ed12c3991b14cbba77cd/uv-0.11.27-py3-none-macosx_11_0_arm64.whl", hash = "sha256:b316464a1028a43478b74424b4b78925c463758baec93cb754fb2392ba175138", size = 23248727, upload-time = "2026-07-06T20:59:36.201Z" }, + { url = "https://files.pythonhosted.org/packages/0a/fa/41dde1e350c5a277b797371faf96fb013c2c13ed18df6efc51ed8ec9bb5b/uv-0.11.27-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.musllinux_1_1_aarch64.whl", hash = "sha256:3ca478883d78270ceed57f229d1b480dbcadf5d79b2ce9624574807d6ec48554", size = 25208126, upload-time = "2026-07-06T20:59:39.984Z" }, + { url = "https://files.pythonhosted.org/packages/00/e3/bc6d4af24ab533db4c741cebade3a58b91fc0563059d39e838161dd210c8/uv-0.11.27-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.musllinux_1_1_armv7l.whl", hash = "sha256:232dfb7549c8a4217ab1970dea0de731926b8ca21769ed89951ad8f8c3bce8b6", size = 25030974, upload-time = "2026-07-06T20:59:43.378Z" }, + { url = "https://files.pythonhosted.org/packages/c3/0c/82e736930d3f78ca6c3286ef31627d7155e20191af88afc40ec29486f400/uv-0.11.27-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:4c0cf7c7960587a231252cbe4d7a032b5a02c29cfab3fcc4e75a915b1c5cacee", size = 25015115, upload-time = "2026-07-06T20:59:46.694Z" }, + { url = "https://files.pythonhosted.org/packages/a0/5b/512ebf3b24b708ea2adda4ec4d4bd23b2404d7a7ea3bd24d2b92210ab680/uv-0.11.27-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:47b5863ef715ffe4c29e792c9884a4e8b8016b0628d3613ac84c696acc128a78", size = 26487914, upload-time = "2026-07-06T20:59:50.414Z" }, + { url = "https://files.pythonhosted.org/packages/98/d5/3871185331266156fbd09ab0ad7ddc69ca759b3a28ece5488bdb64f152d9/uv-0.11.27-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a5764155d2a578a41d2827f464d4ce5b7788632e732cb304e2025fb3d043b46f", size = 27393306, upload-time = "2026-07-06T20:59:53.852Z" }, + { url = "https://files.pythonhosted.org/packages/24/0f/9fe3cc9b8d498f2e426b3cda90d337b076d64f19c2d55cb0b7d091c4bfe9/uv-0.11.27-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d806e1067c8eb9f8ba5dbdca46484512d224070e8473442319d4c1fbc3246f4d", size = 26563495, upload-time = "2026-07-06T20:59:56.945Z" }, + { url = "https://files.pythonhosted.org/packages/e7/be/18393c15ac0c982fefa34944135ead3adc565da5023d973eff5081a95a62/uv-0.11.27-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8cb783b9db3868e51e8da1956aaa7e800262ad1af03dfc8b024f3b04ecb447c2", size = 26652374, upload-time = "2026-07-06T21:00:00.256Z" }, + { url = "https://files.pythonhosted.org/packages/b8/93/1bb8bee2b0bcc6e9655518ecaa9a792b1952dd99ae7366fe4f6c82754361/uv-0.11.27-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:8e2b86d3dee515eeba6ea001d8b3eac20b204db07d39b04187c755a490a4fba6", size = 25341573, upload-time = "2026-07-06T21:00:03.789Z" }, + { url = "https://files.pythonhosted.org/packages/e6/e0/fae0d1c972b25ac192ac807c1b1baf0f12070c40c8af2eb8e22310ea8846/uv-0.11.27-py3-none-manylinux_2_31_riscv64.musllinux_1_1_riscv64.whl", hash = "sha256:d325b8bd2665ce3ac58d33f977683cfb2cb8eb951effab06fad8518426bc0a90", size = 26051363, upload-time = "2026-07-06T21:00:07.281Z" }, + { url = "https://files.pythonhosted.org/packages/e5/a2/4c0c103ea431f5d70cd33f10c754b5b1de9687fea982ca1a20a4eee0a4a7/uv-0.11.27-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:3d5c9036b558a323f254e3d16038183c22c55e0d06b921f1ed9706953311e52f", size = 26148896, upload-time = "2026-07-06T21:00:10.56Z" }, + { url = "https://files.pythonhosted.org/packages/bb/b7/a514307a90ca9f1cb59efd0898958dea6c1092ad5e4e6b6f2eb4d55109db/uv-0.11.27-py3-none-musllinux_1_1_i686.whl", hash = "sha256:4cc04e625e7bfac6975fd384d6598169cea0030995ff3b557950ec3077974a4d", size = 25701138, upload-time = "2026-07-06T21:00:13.772Z" }, + { url = "https://files.pythonhosted.org/packages/bf/46/c6cfa675d727a199cfce32f7a30350ce6e47f699c3cd7f0433a619c671d4/uv-0.11.27-py3-none-musllinux_1_1_x86_64.whl", hash = "sha256:109d8e145b390d0e14f2aefd9708a7522a4236d6bee20361a7558e77a14c0531", size = 26913232, upload-time = "2026-07-06T21:00:17.233Z" }, + { url = "https://files.pythonhosted.org/packages/a4/04/0070ecdea37baa9d38187abedc78eed9a52a2e6cb1d4f175c580640f3456/uv-0.11.27-py3-none-win32.whl", hash = "sha256:b330d2ab6af0f79396fb350a9fed8ed1aa92516310f7533de9a8dfebc4e147cd", size = 24374672, upload-time = "2026-07-06T21:00:20.399Z" }, + { url = "https://files.pythonhosted.org/packages/d0/b9/f3df522d2e609fe511e5bee24b34c91ce281ce472594121fa1d5fa159d9d/uv-0.11.27-py3-none-win_amd64.whl", hash = "sha256:e20f25921ed4c46d32ac18a9b2e610c0384439fd367f647f2b68e0e1d90e9885", size = 27275452, upload-time = "2026-07-06T21:00:23.903Z" }, + { url = "https://files.pythonhosted.org/packages/8d/2e/4ea9c3bbf95a21c627a3dfa359f5a3266e648cd103c5ade374a6e4265c5f/uv-0.11.27-py3-none-win_arm64.whl", hash = "sha256:a41da27667e95c0df939e99e77a4d9169fb895df0f6788b2ab65ed5efdc1395f", size = 25561477, upload-time = "2026-07-06T21:00:27.333Z" }, +] + +[[package]] +name = "uvicorn" +version = "0.50.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "click" }, + { name = "h11" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/9f/f6/cc9aadc0e481344a42095d222bfa764122fb8cfba708d1922917bd8bfb01/uvicorn-0.50.2.tar.gz", hash = "sha256:b92bf03509b82bcb9d49e7335b4fd364518ad021c2dc18b4e6a2fec8c955a0bb", size = 93716, upload-time = "2026-07-06T10:38:31.984Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/aa/f0/7c228ee10c7ab8fd3a21d06579a6f7c6075c6ce72594a20fb5d2f206ff24/uvicorn-0.50.2-py3-none-any.whl", hash = "sha256:4ae72a385630bcc17a0adb8290f26c993865e0b43a2114c2aab96420172c056a", size = 72846, upload-time = "2026-07-06T10:38:30.543Z" }, +] + +[[package]] +name = "websockets" +version = "16.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/04/24/4b2031d72e840ce4c1ccb255f693b15c334757fc50023e4db9537080b8c4/websockets-16.0.tar.gz", hash = "sha256:5f6261a5e56e8d5c42a4497b364ea24d94d9563e8fbd44e78ac40879c60179b5", size = 179346, upload-time = "2026-01-10T09:23:47.181Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/f2/db/de907251b4ff46ae804ad0409809504153b3f30984daf82a1d84a9875830/websockets-16.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:31a52addea25187bde0797a97d6fc3d2f92b6f72a9370792d65a6e84615ac8a8", size = 177340, upload-time = "2026-01-10T09:22:34.539Z" }, + { url = "https://files.pythonhosted.org/packages/f3/fa/abe89019d8d8815c8781e90d697dec52523fb8ebe308bf11664e8de1877e/websockets-16.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:417b28978cdccab24f46400586d128366313e8a96312e4b9362a4af504f3bbad", size = 175022, upload-time = "2026-01-10T09:22:36.332Z" }, + { url = "https://files.pythonhosted.org/packages/58/5d/88ea17ed1ded2079358b40d31d48abe90a73c9e5819dbcde1606e991e2ad/websockets-16.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:af80d74d4edfa3cb9ed973a0a5ba2b2a549371f8a741e0800cb07becdd20f23d", size = 175319, upload-time = "2026-01-10T09:22:37.602Z" }, + { url = "https://files.pythonhosted.org/packages/d2/ae/0ee92b33087a33632f37a635e11e1d99d429d3d323329675a6022312aac2/websockets-16.0-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:08d7af67b64d29823fed316505a89b86705f2b7981c07848fb5e3ea3020c1abe", size = 184631, upload-time = "2026-01-10T09:22:38.789Z" }, + { url = "https://files.pythonhosted.org/packages/c8/c5/27178df583b6c5b31b29f526ba2da5e2f864ecc79c99dae630a85d68c304/websockets-16.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7be95cfb0a4dae143eaed2bcba8ac23f4892d8971311f1b06f3c6b78952ee70b", size = 185870, upload-time = "2026-01-10T09:22:39.893Z" }, + { url = "https://files.pythonhosted.org/packages/87/05/536652aa84ddc1c018dbb7e2c4cbcd0db884580bf8e95aece7593fde526f/websockets-16.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:d6297ce39ce5c2e6feb13c1a996a2ded3b6832155fcfc920265c76f24c7cceb5", size = 185361, upload-time = "2026-01-10T09:22:41.016Z" }, + { url = "https://files.pythonhosted.org/packages/6d/e2/d5332c90da12b1e01f06fb1b85c50cfc489783076547415bf9f0a659ec19/websockets-16.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:1c1b30e4f497b0b354057f3467f56244c603a79c0d1dafce1d16c283c25f6e64", size = 184615, upload-time = "2026-01-10T09:22:42.442Z" }, + { url = "https://files.pythonhosted.org/packages/77/fb/d3f9576691cae9253b51555f841bc6600bf0a983a461c79500ace5a5b364/websockets-16.0-cp311-cp311-win32.whl", hash = "sha256:5f451484aeb5cafee1ccf789b1b66f535409d038c56966d6101740c1614b86c6", size = 178246, upload-time = "2026-01-10T09:22:43.654Z" }, + { url = "https://files.pythonhosted.org/packages/54/67/eaff76b3dbaf18dcddabc3b8c1dba50b483761cccff67793897945b37408/websockets-16.0-cp311-cp311-win_amd64.whl", hash = "sha256:8d7f0659570eefb578dacde98e24fb60af35350193e4f56e11190787bee77dac", size = 178684, upload-time = "2026-01-10T09:22:44.941Z" }, + { url = "https://files.pythonhosted.org/packages/84/7b/bac442e6b96c9d25092695578dda82403c77936104b5682307bd4deb1ad4/websockets-16.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:71c989cbf3254fbd5e84d3bff31e4da39c43f884e64f2551d14bb3c186230f00", size = 177365, upload-time = "2026-01-10T09:22:46.787Z" }, + { url = "https://files.pythonhosted.org/packages/b0/fe/136ccece61bd690d9c1f715baaeefd953bb2360134de73519d5df19d29ca/websockets-16.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:8b6e209ffee39ff1b6d0fa7bfef6de950c60dfb91b8fcead17da4ee539121a79", size = 175038, upload-time = "2026-01-10T09:22:47.999Z" }, + { url = "https://files.pythonhosted.org/packages/40/1e/9771421ac2286eaab95b8575b0cb701ae3663abf8b5e1f64f1fd90d0a673/websockets-16.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:86890e837d61574c92a97496d590968b23c2ef0aeb8a9bc9421d174cd378ae39", size = 175328, upload-time = "2026-01-10T09:22:49.809Z" }, + { url = "https://files.pythonhosted.org/packages/18/29/71729b4671f21e1eaa5d6573031ab810ad2936c8175f03f97f3ff164c802/websockets-16.0-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:9b5aca38b67492ef518a8ab76851862488a478602229112c4b0d58d63a7a4d5c", size = 184915, upload-time = "2026-01-10T09:22:51.071Z" }, + { url = "https://files.pythonhosted.org/packages/97/bb/21c36b7dbbafc85d2d480cd65df02a1dc93bf76d97147605a8e27ff9409d/websockets-16.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e0334872c0a37b606418ac52f6ab9cfd17317ac26365f7f65e203e2d0d0d359f", size = 186152, upload-time = "2026-01-10T09:22:52.224Z" }, + { url = "https://files.pythonhosted.org/packages/4a/34/9bf8df0c0cf88fa7bfe36678dc7b02970c9a7d5e065a3099292db87b1be2/websockets-16.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:a0b31e0b424cc6b5a04b8838bbaec1688834b2383256688cf47eb97412531da1", size = 185583, upload-time = "2026-01-10T09:22:53.443Z" }, + { url = "https://files.pythonhosted.org/packages/47/88/4dd516068e1a3d6ab3c7c183288404cd424a9a02d585efbac226cb61ff2d/websockets-16.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:485c49116d0af10ac698623c513c1cc01c9446c058a4e61e3bf6c19dff7335a2", size = 184880, upload-time = "2026-01-10T09:22:55.033Z" }, + { url = "https://files.pythonhosted.org/packages/91/d6/7d4553ad4bf1c0421e1ebd4b18de5d9098383b5caa1d937b63df8d04b565/websockets-16.0-cp312-cp312-win32.whl", hash = "sha256:eaded469f5e5b7294e2bdca0ab06becb6756ea86894a47806456089298813c89", size = 178261, upload-time = "2026-01-10T09:22:56.251Z" }, + { url = "https://files.pythonhosted.org/packages/c3/f0/f3a17365441ed1c27f850a80b2bc680a0fa9505d733fe152fdf5e98c1c0b/websockets-16.0-cp312-cp312-win_amd64.whl", hash = "sha256:5569417dc80977fc8c2d43a86f78e0a5a22fee17565d78621b6bb264a115d4ea", size = 178693, upload-time = "2026-01-10T09:22:57.478Z" }, + { url = "https://files.pythonhosted.org/packages/cc/9c/baa8456050d1c1b08dd0ec7346026668cbc6f145ab4e314d707bb845bf0d/websockets-16.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:878b336ac47938b474c8f982ac2f7266a540adc3fa4ad74ae96fea9823a02cc9", size = 177364, upload-time = "2026-01-10T09:22:59.333Z" }, + { url = "https://files.pythonhosted.org/packages/7e/0c/8811fc53e9bcff68fe7de2bcbe75116a8d959ac699a3200f4847a8925210/websockets-16.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:52a0fec0e6c8d9a784c2c78276a48a2bdf099e4ccc2a4cad53b27718dbfd0230", size = 175039, upload-time = "2026-01-10T09:23:01.171Z" }, + { url = "https://files.pythonhosted.org/packages/aa/82/39a5f910cb99ec0b59e482971238c845af9220d3ab9fa76dd9162cda9d62/websockets-16.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:e6578ed5b6981005df1860a56e3617f14a6c307e6a71b4fff8c48fdc50f3ed2c", size = 175323, upload-time = "2026-01-10T09:23:02.341Z" }, + { url = "https://files.pythonhosted.org/packages/bd/28/0a25ee5342eb5d5f297d992a77e56892ecb65e7854c7898fb7d35e9b33bd/websockets-16.0-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:95724e638f0f9c350bb1c2b0a7ad0e83d9cc0c9259f3ea94e40d7b02a2179ae5", size = 184975, upload-time = "2026-01-10T09:23:03.756Z" }, + { url = "https://files.pythonhosted.org/packages/f9/66/27ea52741752f5107c2e41fda05e8395a682a1e11c4e592a809a90c6a506/websockets-16.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c0204dc62a89dc9d50d682412c10b3542d748260d743500a85c13cd1ee4bde82", size = 186203, upload-time = "2026-01-10T09:23:05.01Z" }, + { url = "https://files.pythonhosted.org/packages/37/e5/8e32857371406a757816a2b471939d51c463509be73fa538216ea52b792a/websockets-16.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:52ac480f44d32970d66763115edea932f1c5b1312de36df06d6b219f6741eed8", size = 185653, upload-time = "2026-01-10T09:23:06.301Z" }, + { url = "https://files.pythonhosted.org/packages/9b/67/f926bac29882894669368dc73f4da900fcdf47955d0a0185d60103df5737/websockets-16.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6e5a82b677f8f6f59e8dfc34ec06ca6b5b48bc4fcda346acd093694cc2c24d8f", size = 184920, upload-time = "2026-01-10T09:23:07.492Z" }, + { url = "https://files.pythonhosted.org/packages/3c/a1/3d6ccdcd125b0a42a311bcd15a7f705d688f73b2a22d8cf1c0875d35d34a/websockets-16.0-cp313-cp313-win32.whl", hash = "sha256:abf050a199613f64c886ea10f38b47770a65154dc37181bfaff70c160f45315a", size = 178255, upload-time = "2026-01-10T09:23:09.245Z" }, + { url = "https://files.pythonhosted.org/packages/6b/ae/90366304d7c2ce80f9b826096a9e9048b4bb760e44d3b873bb272cba696b/websockets-16.0-cp313-cp313-win_amd64.whl", hash = "sha256:3425ac5cf448801335d6fdc7ae1eb22072055417a96cc6b31b3861f455fbc156", size = 178689, upload-time = "2026-01-10T09:23:10.483Z" }, + { url = "https://files.pythonhosted.org/packages/f3/1d/e88022630271f5bd349ed82417136281931e558d628dd52c4d8621b4a0b2/websockets-16.0-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:8cc451a50f2aee53042ac52d2d053d08bf89bcb31ae799cb4487587661c038a0", size = 177406, upload-time = "2026-01-10T09:23:12.178Z" }, + { url = "https://files.pythonhosted.org/packages/f2/78/e63be1bf0724eeb4616efb1ae1c9044f7c3953b7957799abb5915bffd38e/websockets-16.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:daa3b6ff70a9241cf6c7fc9e949d41232d9d7d26fd3522b1ad2b4d62487e9904", size = 175085, upload-time = "2026-01-10T09:23:13.511Z" }, + { url = "https://files.pythonhosted.org/packages/bb/f4/d3c9220d818ee955ae390cf319a7c7a467beceb24f05ee7aaaa2414345ba/websockets-16.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4", size = 175328, upload-time = "2026-01-10T09:23:14.727Z" }, + { url = "https://files.pythonhosted.org/packages/63/bc/d3e208028de777087e6fb2b122051a6ff7bbcca0d6df9d9c2bf1dd869ae9/websockets-16.0-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:781caf5e8eee67f663126490c2f96f40906594cb86b408a703630f95550a8c3e", size = 185044, upload-time = "2026-01-10T09:23:15.939Z" }, + { url = "https://files.pythonhosted.org/packages/ad/6e/9a0927ac24bd33a0a9af834d89e0abc7cfd8e13bed17a86407a66773cc0e/websockets-16.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:caab51a72c51973ca21fa8a18bd8165e1a0183f1ac7066a182ff27107b71e1a4", size = 186279, upload-time = "2026-01-10T09:23:17.148Z" }, + { url = "https://files.pythonhosted.org/packages/b9/ca/bf1c68440d7a868180e11be653c85959502efd3a709323230314fda6e0b3/websockets-16.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:19c4dc84098e523fd63711e563077d39e90ec6702aff4b5d9e344a60cb3c0cb1", size = 185711, upload-time = "2026-01-10T09:23:18.372Z" }, + { url = "https://files.pythonhosted.org/packages/c4/f8/fdc34643a989561f217bb477cbc47a3a07212cbda91c0e4389c43c296ebf/websockets-16.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:a5e18a238a2b2249c9a9235466b90e96ae4795672598a58772dd806edc7ac6d3", size = 184982, upload-time = "2026-01-10T09:23:19.652Z" }, + { url = "https://files.pythonhosted.org/packages/dd/d1/574fa27e233764dbac9c52730d63fcf2823b16f0856b3329fc6268d6ae4f/websockets-16.0-cp314-cp314-win32.whl", hash = "sha256:a069d734c4a043182729edd3e9f247c3b2a4035415a9172fd0f1b71658a320a8", size = 177915, upload-time = "2026-01-10T09:23:21.458Z" }, + { url = "https://files.pythonhosted.org/packages/8a/f1/ae6b937bf3126b5134ce1f482365fde31a357c784ac51852978768b5eff4/websockets-16.0-cp314-cp314-win_amd64.whl", hash = "sha256:c0ee0e63f23914732c6d7e0cce24915c48f3f1512ec1d079ed01fc629dab269d", size = 178381, upload-time = "2026-01-10T09:23:22.715Z" }, + { url = "https://files.pythonhosted.org/packages/06/9b/f791d1db48403e1f0a27577a6beb37afae94254a8c6f08be4a23e4930bc0/websockets-16.0-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:a35539cacc3febb22b8f4d4a99cc79b104226a756aa7400adc722e83b0d03244", size = 177737, upload-time = "2026-01-10T09:23:24.523Z" }, + { url = "https://files.pythonhosted.org/packages/bd/40/53ad02341fa33b3ce489023f635367a4ac98b73570102ad2cdd770dacc9a/websockets-16.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:b784ca5de850f4ce93ec85d3269d24d4c82f22b7212023c974c401d4980ebc5e", size = 175268, upload-time = "2026-01-10T09:23:25.781Z" }, + { url = "https://files.pythonhosted.org/packages/74/9b/6158d4e459b984f949dcbbb0c5d270154c7618e11c01029b9bbd1bb4c4f9/websockets-16.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:569d01a4e7fba956c5ae4fc988f0d4e187900f5497ce46339c996dbf24f17641", size = 175486, upload-time = "2026-01-10T09:23:27.033Z" }, + { url = "https://files.pythonhosted.org/packages/e5/2d/7583b30208b639c8090206f95073646c2c9ffd66f44df967981a64f849ad/websockets-16.0-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:50f23cdd8343b984957e4077839841146f67a3d31ab0d00e6b824e74c5b2f6e8", size = 185331, upload-time = "2026-01-10T09:23:28.259Z" }, + { url = "https://files.pythonhosted.org/packages/45/b0/cce3784eb519b7b5ad680d14b9673a31ab8dcb7aad8b64d81709d2430aa8/websockets-16.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:152284a83a00c59b759697b7f9e9cddf4e3c7861dd0d964b472b70f78f89e80e", size = 186501, upload-time = "2026-01-10T09:23:29.449Z" }, + { url = "https://files.pythonhosted.org/packages/19/60/b8ebe4c7e89fb5f6cdf080623c9d92789a53636950f7abacfc33fe2b3135/websockets-16.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:bc59589ab64b0022385f429b94697348a6a234e8ce22544e3681b2e9331b5944", size = 186062, upload-time = "2026-01-10T09:23:31.368Z" }, + { url = "https://files.pythonhosted.org/packages/88/a8/a080593f89b0138b6cba1b28f8df5673b5506f72879322288b031337c0b8/websockets-16.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:32da954ffa2814258030e5a57bc73a3635463238e797c7375dc8091327434206", size = 185356, upload-time = "2026-01-10T09:23:32.627Z" }, + { url = "https://files.pythonhosted.org/packages/c2/b6/b9afed2afadddaf5ebb2afa801abf4b0868f42f8539bfe4b071b5266c9fe/websockets-16.0-cp314-cp314t-win32.whl", hash = "sha256:5a4b4cc550cb665dd8a47f868c8d04c8230f857363ad3c9caf7a0c3bf8c61ca6", size = 178085, upload-time = "2026-01-10T09:23:33.816Z" }, + { url = "https://files.pythonhosted.org/packages/9f/3e/28135a24e384493fa804216b79a6a6759a38cc4ff59118787b9fb693df93/websockets-16.0-cp314-cp314t-win_amd64.whl", hash = "sha256:b14dc141ed6d2dde437cddb216004bcac6a1df0935d79656387bd41632ba0bbd", size = 178531, upload-time = "2026-01-10T09:23:35.016Z" }, + { url = "https://files.pythonhosted.org/packages/72/07/c98a68571dcf256e74f1f816b8cc5eae6eb2d3d5cfa44d37f801619d9166/websockets-16.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:349f83cd6c9a415428ee1005cadb5c2c56f4389bc06a9af16103c3bc3dcc8b7d", size = 174947, upload-time = "2026-01-10T09:23:36.166Z" }, + { url = "https://files.pythonhosted.org/packages/7e/52/93e166a81e0305b33fe416338be92ae863563fe7bce446b0f687b9df5aea/websockets-16.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:4a1aba3340a8dca8db6eb5a7986157f52eb9e436b74813764241981ca4888f03", size = 175260, upload-time = "2026-01-10T09:23:37.409Z" }, + { url = "https://files.pythonhosted.org/packages/56/0c/2dbf513bafd24889d33de2ff0368190a0e69f37bcfa19009ef819fe4d507/websockets-16.0-pp311-pypy311_pp73-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da", size = 176071, upload-time = "2026-01-10T09:23:39.158Z" }, + { url = "https://files.pythonhosted.org/packages/a5/8f/aea9c71cc92bf9b6cc0f7f70df8f0b420636b6c96ef4feee1e16f80f75dd/websockets-16.0-pp311-pypy311_pp73-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0298d07ee155e2e9fda5be8a9042200dd2e3bb0b8a38482156576f863a9d457c", size = 176968, upload-time = "2026-01-10T09:23:41.031Z" }, + { url = "https://files.pythonhosted.org/packages/9a/3f/f70e03f40ffc9a30d817eef7da1be72ee4956ba8d7255c399a01b135902a/websockets-16.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:a653aea902e0324b52f1613332ddf50b00c06fdaf7e92624fbf8c77c78fa5767", size = 178735, upload-time = "2026-01-10T09:23:42.259Z" }, + { url = "https://files.pythonhosted.org/packages/6f/28/258ebab549c2bf3e64d2b0217b973467394a9cea8c42f70418ca2c5d0d2e/websockets-16.0-py3-none-any.whl", hash = "sha256:1637db62fad1dc833276dded54215f2c7fa46912301a24bd94d45d46a011ceec", size = 171598, upload-time = "2026-01-10T09:23:45.395Z" }, +] From b2ce6246ac8ba87d68ddc261d538e3d5d4d0fee3 Mon Sep 17 00:00:00 2001 From: Gaurav Vaidya Date: Mon, 6 Jul 2026 19:19:44 -0400 Subject: [PATCH 03/15] Add NameRes log analysis notebook: data-loading layer Start a marimo notebook (analyze_nameres_logs.py) that parses NameRes Solr lookup logs into a QueryLogEntry dataclass and pandas DataFrame, mirroring the NodeNorm log analysis notebook. This first commit covers loading only: the dataclass, a regex parser for both INFO and "SLOW QUERY" WARNING log lines, and DataFrame construction with derived columns (filter flags, app overhead, mode). - Add pandas/numpy as project dependencies (needed by the notebook). - gitignore the raw log JSON exports and marimo's __marimo__ session cache. Co-Authored-By: Claude Opus 4.8 --- log-analysis/nameres/.gitignore | 2 + log-analysis/nameres/analyze_nameres_logs.py | 200 +++++++++++++++ log-analysis/nameres/logs/.gitignore | 3 + pyproject.toml | 2 + uv.lock | 241 +++++++++++++++++++ 5 files changed, 448 insertions(+) create mode 100644 log-analysis/nameres/.gitignore create mode 100644 log-analysis/nameres/analyze_nameres_logs.py create mode 100644 log-analysis/nameres/logs/.gitignore diff --git a/log-analysis/nameres/.gitignore b/log-analysis/nameres/.gitignore new file mode 100644 index 00000000..0a07854f --- /dev/null +++ b/log-analysis/nameres/.gitignore @@ -0,0 +1,2 @@ +# marimo session/output snapshot cache — not source, regenerated on run. +__marimo__/ diff --git a/log-analysis/nameres/analyze_nameres_logs.py b/log-analysis/nameres/analyze_nameres_logs.py new file mode 100644 index 00000000..cba99275 --- /dev/null +++ b/log-analysis/nameres/analyze_nameres_logs.py @@ -0,0 +1,200 @@ +import marimo + +__generated_with = "0.23.13" +app = marimo.App(width="medium") + + +@app.cell(hide_code=True) +def title(mo): + mo.md(r""" + # NameRes Log Analysis + + Analysis of **NameRes** (Name Resolver) query logs from the Solr-backed + production service. The goal is to characterize how NameRes performs on + different kinds of free-text `lookup` queries, and to build a **benchmark** + we can replay against an alternate NameRes implementation backed by + **ElasticSearch**. + + This mirrors the NodeNorm log analysis notebook, but NameRes queries are + single free-text strings with filters (rather than lists of CURIEs), and + each log line reports two latencies: total request time (`took`) and the + portion spent **waiting for Solr**. + + A typical log line looks like: + + ``` + INFO:api.server:Lookup query to Solr for "SRSF2" (autocomplete=False, + highlighting=False, offset=0, limit=10, biolink_types=[], only_prefixes=, + exclude_prefixes=, only_taxa=) took 56.13ms (with 55.58ms waiting for Solr) + ``` + """) + return + + +@app.cell +def imports(): + import json + import re + import ast + from dataclasses import dataclass, field, asdict + from datetime import datetime + from pathlib import Path + + import marimo as mo + import pandas as pd + import numpy as np + import altair as alt + + return Path, asdict, ast, dataclass, datetime, json, mo, np, pd, re + + +@app.cell +def log_path(Path, mo): + # Path to the raw NameRes log export (a CloudWatch/Log Insights JSON dump). + # This file is intentionally NOT checked into the repository (see logs/.gitignore). + LOG_PATH = Path("logs/nameres-log-analytics-results-2026-07-06.json") + mo.md(f"Reading log file: `{LOG_PATH}`") + return (LOG_PATH,) + + +@app.cell(hide_code=True) +def load_section(mo): + mo.md(r""" + ## Loading the log file into a dataclass + + Each record in the JSON export wraps a single Solr `lookup` log line. We parse + each line into a `QueryLogEntry` dataclass capturing the query, its parameters, + and both latency measurements. Filter fields (`only_prefixes`, `exclude_prefixes`, + `only_taxa`) are `|`-delimited in the log and normalized here into lists; an empty + value or the literal `None` becomes an empty list (i.e. no filter). + """) + return + + +@app.cell +def parser(ast, dataclass, datetime, re): + @dataclass + class QueryLogEntry: + """A single NameRes Solr lookup, parsed from one log line.""" + + time: datetime + query: str + query_length: int + autocomplete: bool + highlighting: bool + offset: int + limit: int + biolink_types: list[str] + only_prefixes: list[str] + exclude_prefixes: list[str] + only_taxa: list[str] + took_ms: float # total request time + solr_wait_ms: float # time spent waiting for Solr + slow_query: bool # emitted as a WARNING "SLOW QUERY" line + pod_name: str = "" + image_tag: str = "" + + + # Matches both the INFO and the WARNING ("SLOW QUERY:") log variants. + LOOKUP_LINE_RE = re.compile( + r'Lookup query to Solr for "(?P.*)" ' + r"\(autocomplete=(?PTrue|False), " + r"highlighting=(?PTrue|False), " + r"offset=(?P\d+), limit=(?P\d+), " + r"biolink_types=(?P\[.*?\]), " + r"only_prefixes=(?P.*?), " + r"exclude_prefixes=(?P.*?), " + r"only_taxa=(?P.*?)\) " + r"took (?P[\d.]+)ms \(with (?P[\d.]+)ms waiting for Solr\)" + ) + + + def _parse_filter_list(value: str) -> list[str]: + """Normalize a '|'-delimited filter field; '' or 'None' -> [].""" + value = value.strip() + if value in ("", "None"): + return [] + return [part for part in value.split("|") if part] + + + def parse_record(record: dict) -> QueryLogEntry | None: + """Parse one CloudWatch record into a QueryLogEntry, or None if it is not a + NameRes lookup line we recognize.""" + message = record.get("@message") + line = message["log"] if isinstance(message, dict) else message + if not line or "Lookup query to Solr" not in line: + return None + + m = LOOKUP_LINE_RE.search(line) + if not m: + raise ValueError(f"Unparseable NameRes lookup line: {line!r}") + g = m.groupdict() + + k8s = message.get("kubernetes", {}) if isinstance(message, dict) else {} + image = (k8s.get("container_image", "") or "") + + return QueryLogEntry( + time=datetime.fromisoformat(record["@timestamp"]), + query=g["query"], + query_length=len(g["query"]), + autocomplete=g["autocomplete"] == "True", + highlighting=g["highlighting"] == "True", + offset=int(g["offset"]), + limit=int(g["limit"]), + biolink_types=ast.literal_eval(g["biolink_types"]), + only_prefixes=_parse_filter_list(g["only_prefixes"]), + exclude_prefixes=_parse_filter_list(g["exclude_prefixes"]), + only_taxa=_parse_filter_list(g["only_taxa"]), + took_ms=float(g["took"]), + solr_wait_ms=float(g["solr"]), + slow_query="SLOW QUERY" in line, + pod_name=k8s.get("pod_name", ""), + image_tag=image.split(":")[-1] if image else "", + ) + + return QueryLogEntry, parse_record + + +@app.cell +def loader(LOG_PATH, QueryLogEntry, json, mo, parse_record): + raw_records = json.loads(LOG_PATH.read_text()) + + entries: list[QueryLogEntry] = [] + skipped_records = 0 + for _rec in raw_records: + _entry = parse_record(_rec) + if _entry is None: + skipped_records += 1 + else: + entries.append(_entry) + + mo.md( + f"Parsed **{len(entries):,}** lookup entries from " + f"**{len(raw_records):,}** records " + f"(skipped {skipped_records} non-lookup records)." + ) + return (entries,) + + +@app.cell +def dataframe(asdict, entries: "list[QueryLogEntry]", np, pd): + df = pd.DataFrame([asdict(e) for e in entries]) + df["time"] = pd.to_datetime(df["time"]) + + # Derived columns to make slicing the data easier. + df["num_biolink_types"] = df["biolink_types"].apply(len) + df["has_biolink_filter"] = df["num_biolink_types"] > 0 + df["has_only_prefixes"] = df["only_prefixes"].apply(len) > 0 + df["has_exclude_prefixes"] = df["exclude_prefixes"].apply(len) > 0 + df["has_taxa_filter"] = df["only_taxa"].apply(len) > 0 + # Total request time minus the Solr wait = time spent in the NameRes app itself. + df["app_overhead_ms"] = df["took_ms"] - df["solr_wait_ms"] + df["mode"] = np.where(df["autocomplete"], "autocomplete", "exact") + + df = df.sort_values("time").reset_index(drop=True) + df + return + + +if __name__ == "__main__": + app.run() diff --git a/log-analysis/nameres/logs/.gitignore b/log-analysis/nameres/logs/.gitignore new file mode 100644 index 00000000..27b2ced2 --- /dev/null +++ b/log-analysis/nameres/logs/.gitignore @@ -0,0 +1,3 @@ +# Raw NameRes log exports are large and not checked into the repository. +# Download them separately and place them in this directory. +*.json diff --git a/pyproject.toml b/pyproject.toml index 5e296ab6..d94723da 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -13,6 +13,8 @@ dependencies = [ "openapi-spec-validator>=0.7.2", "pytest>=8.4.2", "pytest-timeout>=2.4.0", + "pandas>=3.0.3", + "numpy>=2.4.6", ] [project.urls] diff --git a/uv.lock b/uv.lock index 163a23fd..c353e5c7 100644 --- a/uv.lock +++ b/uv.lock @@ -1,6 +1,17 @@ version = 1 revision = 3 requires-python = ">=3.11" +resolution-markers = [ + "python_full_version >= '3.14' and sys_platform == 'win32'", + "python_full_version >= '3.14' and sys_platform == 'emscripten'", + "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", + "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'", + "python_full_version < '3.12' and sys_platform == 'win32'", + "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'", + "python_full_version < '3.12' and sys_platform == 'emscripten'", + "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", + "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32'", +] [[package]] name = "altair" @@ -57,7 +68,10 @@ dependencies = [ { name = "black" }, { name = "deepdiff" }, { name = "filelock" }, + { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" }, + { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" }, { name = "openapi-spec-validator" }, + { name = "pandas" }, { name = "pytest" }, { name = "pytest-timeout" }, { name = "requests" }, @@ -73,7 +87,9 @@ requires-dist = [ { name = "black", specifier = ">=25.9.0" }, { name = "deepdiff", specifier = ">=8.6.1" }, { name = "filelock" }, + { name = "numpy", specifier = ">=2.4.6" }, { name = "openapi-spec-validator", specifier = ">=0.7.2" }, + { name = "pandas", specifier = ">=3.0.3" }, { name = "pytest", specifier = ">=8.4.2" }, { name = "pytest-timeout", specifier = ">=2.4.0" }, { name = "requests", specifier = ">=2.32.5" }, @@ -1021,6 +1037,149 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/a9/82/0340caa499416c78e5d8f5f05947ae4bc3cba53c9f038ab6e9ed964e22f1/nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b", size = 78454, upload-time = "2024-04-04T11:20:34.895Z" }, ] +[[package]] +name = "numpy" +version = "2.4.6" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version < '3.12' and sys_platform == 'win32'", + "python_full_version < '3.12' and sys_platform == 'emscripten'", + "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32'", +] +sdist = { url = "https://files.pythonhosted.org/packages/d0/ad/fed0499ce6a338d2a03ebae59cd15093910c8875328855781952abf6c2fe/numpy-2.4.6.tar.gz", hash = "sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda", size = 20735807, upload-time = "2026-05-18T23:37:14.07Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b3/49/ec46835a70be8fa6446c495126ac84fdb28cb2558e1620ffb87a10c8b64c/numpy-2.4.6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4", size = 16969194, upload-time = "2026-05-18T23:33:13.503Z" }, + { url = "https://files.pythonhosted.org/packages/0e/0d/f5957185c0ee2f3e12f78715aa9e3b353fd83633316c8532b38faa37e3f6/numpy-2.4.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d", size = 14964111, upload-time = "2026-05-18T23:33:17.795Z" }, + { url = "https://files.pythonhosted.org/packages/ad/40/40a40ee0ddf7ceb782c49af278894b686e586d65d8c1889c8b5da01a3d7d/numpy-2.4.6-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8", size = 5469159, upload-time = "2026-05-18T23:33:20.654Z" }, + { url = "https://files.pythonhosted.org/packages/63/13/f9a8046535cb21deae82f8d03de9617e08882d274fad2539630761888228/numpy-2.4.6-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538", size = 6798936, upload-time = "2026-05-18T23:33:22.987Z" }, + { url = "https://files.pythonhosted.org/packages/33/a8/6fa8c1a345a8c85dbb21932c447bee07c30a2c2a3f31e369c0a84b300147/numpy-2.4.6-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47", size = 15966692, upload-time = "2026-05-18T23:33:26.62Z" }, + { url = "https://files.pythonhosted.org/packages/02/03/74fe2a4cb3817d94d86402f2506554130a2f01414e299b5a843e5a8a957f/numpy-2.4.6-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93", size = 16918164, upload-time = "2026-05-18T23:33:29.955Z" }, + { url = "https://files.pythonhosted.org/packages/c5/80/3615be3313f7e7696609bc194b9f0101da809df79e859bdb84e0cd043f46/numpy-2.4.6-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8", size = 17322877, upload-time = "2026-05-18T23:33:34.724Z" }, + { url = "https://files.pythonhosted.org/packages/ca/ac/a691e0fe2675e370d0e08ff905adc49a1c8830e8cae03efe4477e92cd55d/numpy-2.4.6-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6", size = 18651487, upload-time = "2026-05-18T23:33:38.217Z" }, + { url = "https://files.pythonhosted.org/packages/15/a7/9bc1cd626d7bf6869bfedf27b91b6ab5dd607758bf8e959d6fa80c6a59cb/numpy-2.4.6-cp311-cp311-win32.whl", hash = "sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8", size = 6233945, upload-time = "2026-05-18T23:33:41.331Z" }, + { url = "https://files.pythonhosted.org/packages/c5/31/7fc6239c12bce7e931463251cca4426c465e1876ba3cc785402ef4dd8f4e/numpy-2.4.6-cp311-cp311-win_amd64.whl", hash = "sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147", size = 12608406, upload-time = "2026-05-18T23:33:44.131Z" }, + { url = "https://files.pythonhosted.org/packages/27/83/140f85a466595a16382996a1bf06b2b54bcd597488921b0c9daaeeda72af/numpy-2.4.6-cp311-cp311-win_arm64.whl", hash = "sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577", size = 10479528, upload-time = "2026-05-18T23:33:50.725Z" }, + { url = "https://files.pythonhosted.org/packages/95/2a/3d7b5ac8aac24feaf9ad7ed58f45b0bbc06d37e4338ae84c9f2298b570f9/numpy-2.4.6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1", size = 16689119, upload-time = "2026-05-18T23:33:54.065Z" }, + { url = "https://files.pythonhosted.org/packages/ea/12/92c4c131527599e8288d6918e888d88726f84d805d784b771f32408aeaef/numpy-2.4.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb", size = 14699246, upload-time = "2026-05-18T23:33:57.621Z" }, + { url = "https://files.pythonhosted.org/packages/ad/fe/c0a6b7b2ca128a8fb228575147073b660656734b8ebe4d76c8fd748dcc79/numpy-2.4.6-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41", size = 5204410, upload-time = "2026-05-18T23:34:00.302Z" }, + { url = "https://files.pythonhosted.org/packages/f3/d4/9770d14ba719432bb90a421bfd443872ed0f70f7264b64bec12ea363d5fd/numpy-2.4.6-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698", size = 6551240, upload-time = "2026-05-18T23:34:02.852Z" }, + { url = "https://files.pythonhosted.org/packages/c9/c6/50a46a6205feba2343f1d6d17438107c5dc491ed1c736e6ea68689fd906b/numpy-2.4.6-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f", size = 15671012, upload-time = "2026-05-18T23:34:05.485Z" }, + { url = "https://files.pythonhosted.org/packages/99/60/14115e6364fa676c5397c2ad3004e527e9aa487abf5d0706ec81bbd08529/numpy-2.4.6-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853", size = 16645538, upload-time = "2026-05-18T23:34:09.265Z" }, + { url = "https://files.pythonhosted.org/packages/ae/c5/693cbe59e57db94d2231fa519ca3978dc9e19da5a8f088588f5c6e947ff2/numpy-2.4.6-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a", size = 17020706, upload-time = "2026-05-18T23:34:13.053Z" }, + { url = "https://files.pythonhosted.org/packages/ef/fc/85b7c4eff9b4966ade25c2273cf7e7012e92366c032058653934b37de044/numpy-2.4.6-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2", size = 18368541, upload-time = "2026-05-18T23:34:17.024Z" }, + { url = "https://files.pythonhosted.org/packages/f6/81/e1b27545deedce7f4a0b348618c6b62d74e36a4dc9ccd42f3eb2f85eee32/numpy-2.4.6-cp312-cp312-win32.whl", hash = "sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45", size = 5962825, upload-time = "2026-05-18T23:34:20.3Z" }, + { url = "https://files.pythonhosted.org/packages/ab/ca/feab00bd44aa5fe1ad2c18f08b4d3bb92e26484b0b1d1443897809ed528c/numpy-2.4.6-cp312-cp312-win_amd64.whl", hash = "sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751", size = 12321687, upload-time = "2026-05-18T23:34:23.095Z" }, + { url = "https://files.pythonhosted.org/packages/63/cf/5a6d34850a39d1093558564f77ee8e8e0bee5061151b8f05a55711001ec7/numpy-2.4.6-cp312-cp312-win_arm64.whl", hash = "sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8", size = 10221482, upload-time = "2026-05-18T23:34:25.876Z" }, + { url = "https://files.pythonhosted.org/packages/fb/82/bdab26d7438c6791ca31b7c024ca37c1eab8b726ba236129005cd4a06e45/numpy-2.4.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0", size = 16684648, upload-time = "2026-05-18T23:34:29.41Z" }, + { url = "https://files.pythonhosted.org/packages/1b/30/a80189bcc7f5e4258b3fbc3968d909d1756f54d023299ecc39ad6fdb9ef8/numpy-2.4.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb", size = 14693902, upload-time = "2026-05-18T23:34:33.013Z" }, + { url = "https://files.pythonhosted.org/packages/97/12/70b5d0d7c15e1ebb8a6a84a8caa1d19e181d84fb58bb6d70aca29099dec1/numpy-2.4.6-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f", size = 5198992, upload-time = "2026-05-18T23:34:36.132Z" }, + { url = "https://files.pythonhosted.org/packages/ba/8c/ebd2a8f8a83541f8d38cc5667e8c2b69cecfd30da6e45693e8158857d44b/numpy-2.4.6-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3", size = 6546944, upload-time = "2026-05-18T23:34:38.484Z" }, + { url = "https://files.pythonhosted.org/packages/bb/c5/7b863a97a91671a0338f4253bd3b5a3d3852f0692dae91711c9f4a10e787/numpy-2.4.6-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b", size = 15669392, upload-time = "2026-05-18T23:34:41.257Z" }, + { url = "https://files.pythonhosted.org/packages/a5/9d/3584b9984ca4c047aea75214ce1a4c4c73d849bd71b604264b7f5653f8a8/numpy-2.4.6-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089", size = 16633220, upload-time = "2026-05-18T23:34:45.075Z" }, + { url = "https://files.pythonhosted.org/packages/05/ae/7c67fba23bd98caec7c99261f3a16072ade14813486b0282cb29846de832/numpy-2.4.6-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a", size = 17020800, upload-time = "2026-05-18T23:34:49.065Z" }, + { url = "https://files.pythonhosted.org/packages/d9/5d/3b6725cb31d983c5e66916f5d36f6d7e5521129e4c4404d64f918292a5b6/numpy-2.4.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605", size = 18357600, upload-time = "2026-05-18T23:34:52.709Z" }, + { url = "https://files.pythonhosted.org/packages/f7/da/2ccc6c2fe8898dee01d90c75c5f5f914a23daf99e3e0f59516a08760c8b5/numpy-2.4.6-cp313-cp313-win32.whl", hash = "sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91", size = 5961134, upload-time = "2026-05-18T23:34:55.618Z" }, + { url = "https://files.pythonhosted.org/packages/b5/cd/9cc4dc876fb065d5c220aae4d5e14826b2715331bb7618ce1fb07a679d99/numpy-2.4.6-cp313-cp313-win_amd64.whl", hash = "sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359", size = 12318598, upload-time = "2026-05-18T23:34:58.928Z" }, + { url = "https://files.pythonhosted.org/packages/39/1e/c0bcba1f8694116485fe28fd1be698c278fcda4141c5b0e53a2aed8b12a8/numpy-2.4.6-cp313-cp313-win_arm64.whl", hash = "sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778", size = 10222272, upload-time = "2026-05-18T23:35:02.167Z" }, + { url = "https://files.pythonhosted.org/packages/63/6d/cc5619247c8f4204e507f5883528372e4ac4bb189e579fb859a12e480b1f/numpy-2.4.6-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1", size = 14821197, upload-time = "2026-05-18T23:35:05.468Z" }, + { url = "https://files.pythonhosted.org/packages/00/58/f1c39161c87d9e9bed660f1ed4bafc0e403d5ec9650b6dd77aead07d489b/numpy-2.4.6-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe", size = 5326287, upload-time = "2026-05-18T23:35:08.693Z" }, + { url = "https://files.pythonhosted.org/packages/af/57/3917ab0fd97f271a8694513581b8a36c655f111c446852c302f04ccdb6fc/numpy-2.4.6-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997", size = 6646763, upload-time = "2026-05-18T23:35:11.459Z" }, + { url = "https://files.pythonhosted.org/packages/eb/0f/037e64c494b67581ae18193d770adef354c41f3f2c8ebf865602d949bf8f/numpy-2.4.6-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20", size = 15728070, upload-time = "2026-05-18T23:35:14.79Z" }, + { url = "https://files.pythonhosted.org/packages/21/a6/5d2bae9c9542eb4df16dc9c46dc79c186e9bad53805dfa5399a6023c6db0/numpy-2.4.6-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d", size = 16681752, upload-time = "2026-05-18T23:35:18.836Z" }, + { url = "https://files.pythonhosted.org/packages/92/14/23d1dfb410ae362cd59ce53e936b1513d545eb40db3949ced632e19a459e/numpy-2.4.6-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67", size = 17086024, upload-time = "2026-05-18T23:35:22.52Z" }, + { url = "https://files.pythonhosted.org/packages/4b/6e/23595a2c642cdf3bc567877064bdd7f91c8b0038a4453cf2daf7248eafe9/numpy-2.4.6-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd", size = 18403398, upload-time = "2026-05-18T23:35:26.398Z" }, + { url = "https://files.pythonhosted.org/packages/8a/90/0ac3bc947217e66dec77e7cbc6a1979d1af70b6461b82f620d3bccd5e4c8/numpy-2.4.6-cp313-cp313t-win32.whl", hash = "sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab", size = 6084971, upload-time = "2026-05-18T23:35:29.387Z" }, + { url = "https://files.pythonhosted.org/packages/77/71/5673e351671a1d2bd6063b91b44f70c0affea7d1516fa7a6572941ba4aa1/numpy-2.4.6-cp313-cp313t-win_amd64.whl", hash = "sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75", size = 12458532, upload-time = "2026-05-18T23:35:32.175Z" }, + { url = "https://files.pythonhosted.org/packages/3f/88/19d3503c5046e688f049274b27a3ef3d771152fa80d3ba3d01a3dff61abe/numpy-2.4.6-cp313-cp313t-win_arm64.whl", hash = "sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd", size = 10291881, upload-time = "2026-05-18T23:35:35.465Z" }, + { url = "https://files.pythonhosted.org/packages/f8/91/3ab2044d05fd16d343c5ac2e69b127f1b2854040dd20b193257c78028bd3/numpy-2.4.6-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079", size = 16683458, upload-time = "2026-05-18T23:35:38.353Z" }, + { url = "https://files.pythonhosted.org/packages/8e/62/764ce66fa4147ae6d73071a3abf804ffe606f174618697c571acdf26a7c9/numpy-2.4.6-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7", size = 14704559, upload-time = "2026-05-18T23:35:42.14Z" }, + { url = "https://files.pythonhosted.org/packages/60/61/23f27c172f022e04025b7dc2367f4d63c1a398120607ec896228649a6f48/numpy-2.4.6-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5", size = 5209716, upload-time = "2026-05-18T23:35:45.377Z" }, + { url = "https://files.pythonhosted.org/packages/03/71/21cf70dc6ea3e3acb95fc53a265b2fc248b981f0194ceb5b475271b8809d/numpy-2.4.6-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096", size = 6543947, upload-time = "2026-05-18T23:35:47.926Z" }, + { url = "https://files.pythonhosted.org/packages/d5/91/64288395ee1799bd2e0b04a305dce9666da90c961e1f3fe982a05ee1c036/numpy-2.4.6-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b", size = 15685197, upload-time = "2026-05-18T23:35:50.863Z" }, + { url = "https://files.pythonhosted.org/packages/f3/eb/ebffaa97dc55502df69584a8f0dcf07f69a3e0b3e2323670a2722db9aa39/numpy-2.4.6-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8", size = 16638245, upload-time = "2026-05-18T23:35:54.752Z" }, + { url = "https://files.pythonhosted.org/packages/b8/0b/54f9da33128d7e350fab89c7455902eeae70349ee52bddb448dc4a576f45/numpy-2.4.6-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402", size = 17036587, upload-time = "2026-05-18T23:35:58.355Z" }, + { url = "https://files.pythonhosted.org/packages/b6/f0/fdebc1052db1cc37c64beb22072d67cd6d1c71adca1299f53dec2b5e20d3/numpy-2.4.6-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb", size = 18363226, upload-time = "2026-05-18T23:36:02.845Z" }, + { url = "https://files.pythonhosted.org/packages/aa/b4/298628d98c72b57e57f7165ae6a481a1deaf6f3c28262a6e4c739c275930/numpy-2.4.6-cp314-cp314-win32.whl", hash = "sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1", size = 6010196, upload-time = "2026-05-18T23:36:05.92Z" }, + { url = "https://files.pythonhosted.org/packages/df/ac/46de6dda46478f7942f839e094970be2d4a861e005c4b3bf07c92e291a09/numpy-2.4.6-cp314-cp314-win_amd64.whl", hash = "sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261", size = 12450334, upload-time = "2026-05-18T23:36:09.107Z" }, + { url = "https://files.pythonhosted.org/packages/78/92/b8b798ac784102c0da830d2257d59358e3d3d90d1e2b3f2575dad976c5cf/numpy-2.4.6-cp314-cp314-win_arm64.whl", hash = "sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6", size = 10495678, upload-time = "2026-05-18T23:36:12.766Z" }, + { url = "https://files.pythonhosted.org/packages/30/34/ec28d1aa8115971537c01469ab2011ee96827930f0a124de1000cc2a7ed7/numpy-2.4.6-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a", size = 14823672, upload-time = "2026-05-18T23:36:16.473Z" }, + { url = "https://files.pythonhosted.org/packages/16/bd/f6d1fede4e54e8042a7ff97bb495510f3c220f94bcd9e8b228e87c92cc0d/numpy-2.4.6-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e", size = 5328731, upload-time = "2026-05-18T23:36:19.767Z" }, + { url = "https://files.pythonhosted.org/packages/f4/f0/e105b9e2fd728a9910103884decd6951d9dd73896b914a98d9a231de02ee/numpy-2.4.6-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e", size = 6649805, upload-time = "2026-05-18T23:36:22.266Z" }, + { url = "https://files.pythonhosted.org/packages/82/dd/1206a7ca6ab15e3f02069707ca96222e202af681bb73756da7527f3cb837/numpy-2.4.6-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43", size = 15730496, upload-time = "2026-05-18T23:36:25.713Z" }, + { url = "https://files.pythonhosted.org/packages/51/e7/38d3ea825dcab85a591734decb2f6c67caa7c8367d374df1a1c3842f9b07/numpy-2.4.6-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e", size = 16679616, upload-time = "2026-05-18T23:36:29.652Z" }, + { url = "https://files.pythonhosted.org/packages/93/b7/caabfdf53edf663e0b4eb74d7d405d83baef09eb5e83bcd32d601d72b93e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895", size = 17085145, upload-time = "2026-05-18T23:36:33.449Z" }, + { url = "https://files.pythonhosted.org/packages/f9/45/68d7c33a6bcf3e5aa3bdbd57a367e6f615286dfd6482f97e8ffeb734306e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4", size = 18403813, upload-time = "2026-05-18T23:36:37.369Z" }, + { url = "https://files.pythonhosted.org/packages/9c/50/0753655aa844c99cd9e018aacf76f130f1bd81d881bb74bc0aef5d73a8ba/numpy-2.4.6-cp314-cp314t-win32.whl", hash = "sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063", size = 6156982, upload-time = "2026-05-18T23:36:40.817Z" }, + { url = "https://files.pythonhosted.org/packages/b2/d4/7c67becf668f973cb490cec3e98dfd799d866f9c989a54d355672cfa0db6/numpy-2.4.6-cp314-cp314t-win_amd64.whl", hash = "sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627", size = 12638908, upload-time = "2026-05-18T23:36:43.996Z" }, + { url = "https://files.pythonhosted.org/packages/43/bb/e1c71a4295b1b1d1393d50dbb4f2a36283c6859d9d3892e84f00ec5a91d5/numpy-2.4.6-cp314-cp314t-win_arm64.whl", hash = "sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66", size = 10565867, upload-time = "2026-05-18T23:36:47.114Z" }, + { url = "https://files.pythonhosted.org/packages/de/12/b422cc84439adc0d00de605bf4a308890ae5c26f2c71fbd73e5d08fbb0dd/numpy-2.4.6-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662", size = 16847511, upload-time = "2026-05-18T23:36:50.673Z" }, + { url = "https://files.pythonhosted.org/packages/44/53/f481bef68011740f8849418d82db07230e825013f31f4eef5ba5b805316a/numpy-2.4.6-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7", size = 14889064, upload-time = "2026-05-18T23:36:53.879Z" }, + { url = "https://files.pythonhosted.org/packages/7f/57/42ed575c10ced8af951d426bc4e1f8aff16fd851db33f067036215a7f860/numpy-2.4.6-pp311-pypy311_pp73-macosx_14_0_arm64.whl", hash = "sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f", size = 5394157, upload-time = "2026-05-18T23:36:57.194Z" }, + { url = "https://files.pythonhosted.org/packages/6a/ef/f66cc724fcc36c1e364c67f51ae9146090b8b584f27d58b97fdae3edd737/numpy-2.4.6-pp311-pypy311_pp73-macosx_14_0_x86_64.whl", hash = "sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c", size = 6708728, upload-time = "2026-05-18T23:36:59.575Z" }, + { url = "https://files.pythonhosted.org/packages/1a/9c/c531f2293b91265d8b48e9b329f54fdd7ffae73cb4134ea10cca4237e9cc/numpy-2.4.6-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0", size = 15798374, upload-time = "2026-05-18T23:37:02.674Z" }, + { url = "https://files.pythonhosted.org/packages/1a/b0/413077f6b1153ed3cba361401c6783bbad6114804a000cc22eb71c13e190/numpy-2.4.6-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02", size = 16747286, upload-time = "2026-05-18T23:37:06.327Z" }, + { url = "https://files.pythonhosted.org/packages/15/ce/e5ec180bc41812edcd8daeb8639d205622c0e8c02259d8ab25a0201b3c2a/numpy-2.4.6-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73", size = 12504263, upload-time = "2026-05-18T23:37:09.715Z" }, +] + +[[package]] +name = "numpy" +version = "2.5.1" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version >= '3.14' and sys_platform == 'win32'", + "python_full_version >= '3.14' and sys_platform == 'emscripten'", + "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", + "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'", + "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'", + "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", +] +sdist = { url = "https://files.pythonhosted.org/packages/22/fd/89965aa4ac08c74998539fcbf24fa3540f3e15237fbeb6bcf9c908f4aade/numpy-2.5.1.tar.gz", hash = "sha256:a48a113e6afea91f5608793bafa7ef2ad481fefbda87ec5069f483de61cb9fa3", size = 20755553, upload-time = "2026-07-04T17:08:00.933Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/62/7b/14687aa674250e5e546f616f486b0d56d3631cd5b2415739141ce40bdcea/numpy-2.5.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2c889b56fe48b1018f764b0eec8df59ab654e9148aa91faa12596043500de277", size = 16801574, upload-time = "2026-07-04T17:06:12.423Z" }, + { url = "https://files.pythonhosted.org/packages/e1/19/cc5bb2a3f2913d27d6dbb2c78d25921fabaedc6741d4a5a615a11f3c5bf3/numpy-2.5.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ab451b59c5643c570974c43aef780703ef1d3b4965d2be07afd530615a9358d1", size = 11772250, upload-time = "2026-07-04T17:06:15.726Z" }, + { url = "https://files.pythonhosted.org/packages/42/77/fdf34a71dd30f54979b18603bee915e0aaf825b07afe79acd60b04b691e2/numpy-2.5.1-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:78798bd5b9ad744056af8efa90e3b9ddaa53272a0848a483084a1cc0a13b2dc0", size = 5331516, upload-time = "2026-07-04T17:06:17.913Z" }, + { url = "https://files.pythonhosted.org/packages/ce/e2/eb7efa015b4cce41e2517bf182a7fce0d7d5b9d9ed76a29bfa0f4fe4505c/numpy-2.5.1-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:2ae0ca40bcb22d6ba59c1dfd5446f49940b0f2d821fde133f10dda11f816b84e", size = 6664863, upload-time = "2026-07-04T17:06:20.02Z" }, + { url = "https://files.pythonhosted.org/packages/a9/4b/a2b32dd94ee9ffbeecb28152240042a3949db33b1c834d44090b80e1b3b8/numpy-2.5.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:61ac47e772e6b8ea489e1d2f441a34c5c3ac17327e7ce294cbdf535795ad4e75", size = 15167977, upload-time = "2026-07-04T17:06:21.621Z" }, + { url = "https://files.pythonhosted.org/packages/b8/a9/6e73d68500f80773f65f0654ea932019d6694329a0eb0ed0533de38df376/numpy-2.5.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:59fda5e192b570217ec2580c96f00e9a7e12ef6866a900eb089b62c1a32545ca", size = 16672469, upload-time = "2026-07-04T17:06:24.064Z" }, + { url = "https://files.pythonhosted.org/packages/24/7d/ad3e59015135f5261c95fd4cafeff159c955febd83a99a1d9250c4233815/numpy-2.5.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:f7119ebff1a9829e9f431a4f9d28e703023bb6b9fe7c8f724467dbfc27c94ab3", size = 16527531, upload-time = "2026-07-04T17:06:26.69Z" }, + { url = "https://files.pythonhosted.org/packages/83/d0/a39b2fbcde9cb17a1dac678f254b33a6336298af9df338824c685425d5e8/numpy-2.5.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e824c2acf8862052246be5a44c15da1777940c60d010dd2aab897824d9c430f9", size = 18431940, upload-time = "2026-07-04T17:06:29.521Z" }, + { url = "https://files.pythonhosted.org/packages/04/12/cff070947791c1ed425ff76413189adbdc2fbe215eba7ce7fa454a03c7f8/numpy-2.5.1-cp312-cp312-win32.whl", hash = "sha256:08d60c810432eb83360958dea0999ac4cfb94531ea8efcbf0b7f277c2068aeb2", size = 6066764, upload-time = "2026-07-04T17:06:32.571Z" }, + { url = "https://files.pythonhosted.org/packages/65/66/53f31807a48a750f9d748da273bc3fcedd12b27ff1f3e373bfec55ef2dc0/numpy-2.5.1-cp312-cp312-win_amd64.whl", hash = "sha256:f7d60026c0bdb1380e83bfa7a0419c4577ee4b9a08880afcb6dadeb74c649fa2", size = 12430966, upload-time = "2026-07-04T17:06:34.926Z" }, + { url = "https://files.pythonhosted.org/packages/2b/2a/d1a88066b1c14186f5d3c0d18c94f17b064511982bab0578d49ee9d43c29/numpy-2.5.1-cp312-cp312-win_arm64.whl", hash = "sha256:17a25e09640602e10bc8de0e6fa2b3fd68eedd84ba6d7842dc8f32f9ab87bd0b", size = 10350488, upload-time = "2026-07-04T17:06:37.785Z" }, + { url = "https://files.pythonhosted.org/packages/eb/07/ec2a3f0c91761581d4b7104a740791800025983f9a4dc4e73f91a99aeac4/numpy-2.5.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0bfebd8695f9863592fe744be833a258120b14a9f39da255e8aa8fade2c0ddd1", size = 16796419, upload-time = "2026-07-04T17:06:40.37Z" }, + { url = "https://files.pythonhosted.org/packages/ab/ab/ddb499fc4f8780354395face5b65c7fd107bcd6e1d667a5f07d046956f6f/numpy-2.5.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:30b44a6b53a7ae63c54c089a8726e5563ed302716c5b7ccc85afade40b0e7ff6", size = 11765832, upload-time = "2026-07-04T17:06:42.768Z" }, + { url = "https://files.pythonhosted.org/packages/88/b3/3c28c558a09fc72100c646dac6d2fce8e834c471b0edca01a29996706117/numpy-2.5.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:6165343f81b56ef8f514f396989e529b61d9dc709b99421b07e9f3e698e2287d", size = 5325143, upload-time = "2026-07-04T17:06:45.466Z" }, + { url = "https://files.pythonhosted.org/packages/5e/0e/ce19b985bb15c596f4f05954e76cccc77c845083b3b8f938a6c68e523128/numpy-2.5.1-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:4939237038ada79308dda3204ac6462df056b5672b2e25db1149cf873668b3e1", size = 6659749, upload-time = "2026-07-04T17:06:47.288Z" }, + { url = "https://files.pythonhosted.org/packages/2e/20/1ee6614d64332a1bba6411f38e68cb79eec1b2459e20a623777c5c5492a2/numpy-2.5.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1c6759f538fb912fc46de0a6b1758ccf7b57bc7c7ebebc23974fdac3de8db0cd", size = 15164716, upload-time = "2026-07-04T17:06:49.494Z" }, + { url = "https://files.pythonhosted.org/packages/ed/a7/2bcd3fdbb87804755c35b729bf8709d62025c5f4cfd7d5b2415997097515/numpy-2.5.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9726558e8db4a5bf7929a70ae50f63abda4daf0efe810e3bfbab95976f75fc1a", size = 16661440, upload-time = "2026-07-04T17:06:52.061Z" }, + { url = "https://files.pythonhosted.org/packages/fc/d7/a41e3310c886fe457d36e670bbf24fae411aca8a7b6ad92a32afd924077c/numpy-2.5.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:3935f3b419b244a02732676fa5317a9193cc596a4c0646db07e5b421229ac9f7", size = 16526305, upload-time = "2026-07-04T17:06:54.605Z" }, + { url = "https://files.pythonhosted.org/packages/53/75/4333a9a707c1edd3a4e1a0c58eca52c0f31e55089fa80db02b5565b24df7/numpy-2.5.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dc932a65ded7ce9013d120845a2514dcccb1a67bfc8deb8d37633762951904a6", size = 18423008, upload-time = "2026-07-04T17:06:57.54Z" }, + { url = "https://files.pythonhosted.org/packages/ee/90/e314a32b1c11a2ffe818ddad3a57b50b4b6e1b6c487192eb50cdef0415d0/numpy-2.5.1-cp313-cp313-win32.whl", hash = "sha256:4b4ff1608417eb7a59da7b967bbb798cacfe071d2caf526a24281cd562072ed9", size = 6063885, upload-time = "2026-07-04T17:07:00.14Z" }, + { url = "https://files.pythonhosted.org/packages/10/70/800b3fca480af32df9e8ea9f3d4a0c8feb4b32d7f195d174eabbda4829ad/numpy-2.5.1-cp313-cp313-win_amd64.whl", hash = "sha256:6c3fe51bc6a16453d452997053454f309e8e0ed7b42d6b361ce4ac8c32913d74", size = 12425674, upload-time = "2026-07-04T17:07:02.387Z" }, + { url = "https://files.pythonhosted.org/packages/8b/0b/196350c122f50f6ca56846f2d71efd5e0d24b7b2e07355e019b2e2c7a11e/numpy-2.5.1-cp313-cp313-win_arm64.whl", hash = "sha256:f7feb014281029e628ba2d5a007407443b06e418b6fe451d1e2adcbc8eba0107", size = 10350256, upload-time = "2026-07-04T17:07:04.878Z" }, + { url = "https://files.pythonhosted.org/packages/db/f4/731b6085a83faf6ca843394cbd5e217280c214399f7e8b21b9f552af0ae2/numpy-2.5.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:7c786fe9a5bbe360022e584c5a34cf6b54265c71bd7ec8ac3d8fec38968071f8", size = 16795063, upload-time = "2026-07-04T17:07:07.374Z" }, + { url = "https://files.pythonhosted.org/packages/bf/64/0e215f2048dd11a55bb989ed41b3585ef57452404e638d703a211a3e4157/numpy-2.5.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:32985c896d897419ef8da6917872d80b78ad0ea26d85b23245c7366ffde76d75", size = 11776652, upload-time = "2026-07-04T17:07:09.907Z" }, + { url = "https://files.pythonhosted.org/packages/b5/59/2b844c7a6e9deff69b404a66221e1542937734f65d5e6e39411876053862/numpy-2.5.1-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:efd736408cc97c79b9e6917338dfc8f06013b2274f992e96b1d9a81a71e2a2c2", size = 5335944, upload-time = "2026-07-04T17:07:12.227Z" }, + { url = "https://files.pythonhosted.org/packages/86/51/9bf7cb2cabcebc9e017e4ec7e6322b378317a542c08b4cb68479c1efc716/numpy-2.5.1-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:ab84dc6b074fa881cae55bea94cc4f68e285181ba7f32497bf7dee6b1496165b", size = 6656266, upload-time = "2026-07-04T17:07:14.368Z" }, + { url = "https://files.pythonhosted.org/packages/83/3e/fb7615b211b82a32f44d5180a6d421b61f84d4fadd578b48ba4ac34e189f/numpy-2.5.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:caf3e317d33d60c37986b452613f4ab51246d0691350c03d0cb4a898627f4a95", size = 15179720, upload-time = "2026-07-04T17:07:16.272Z" }, + { url = "https://files.pythonhosted.org/packages/41/5f/0f992cb24560673496c5d68de61913b57166ce530ffda07c1f280e0cc464/numpy-2.5.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:54ad769f17bc2d833b620851989f62054fb9ab93c969d9e1dc3c8e3d56beea21", size = 16664835, upload-time = "2026-07-04T17:07:19.021Z" }, + { url = "https://files.pythonhosted.org/packages/a2/2f/97d6475ee91afe2587797d09446f9d3e475ad4cb681662d824809327b75a/numpy-2.5.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:c12afb53450fa976d4c681c50a7423729a4c51c0465ed9f32b8a9cabbc472373", size = 16539135, upload-time = "2026-07-04T17:07:22.015Z" }, + { url = "https://files.pythonhosted.org/packages/c4/5b/4db81e4ba0be7e2776b1de68c82aa862c7f8ec27e1b4927d4ae075e20678/numpy-2.5.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:e8c11c405efc5ff6816d5983c96cdfa215bab3428961243af3ff59b228490438", size = 18426684, upload-time = "2026-07-04T17:07:24.941Z" }, + { url = "https://files.pythonhosted.org/packages/1f/64/c0ba2d90724d450279a7df8f32057241070250a26a7e2b5337d77347f481/numpy-2.5.1-cp314-cp314-win32.whl", hash = "sha256:f2479a47f8d5932d1718168a681ad6e536a9df484c83cfcf9de365e164537ace", size = 6116103, upload-time = "2026-07-04T17:07:27.622Z" }, + { url = "https://files.pythonhosted.org/packages/c1/1a/837f9ed7405adcd7a40538792eb169eddd8fa5630c16a1ef49dae71a30f4/numpy-2.5.1-cp314-cp314-win_amd64.whl", hash = "sha256:24d0eb82c0541d3415a33425db64ae439dffccd7b4dbcb30e7c35120205c506a", size = 12562177, upload-time = "2026-07-04T17:07:29.887Z" }, + { url = "https://files.pythonhosted.org/packages/22/ed/49707938b6dd0a78a9178dd93227dc89e4c11af47f5c798d70366e8d0483/numpy-2.5.1-cp314-cp314-win_arm64.whl", hash = "sha256:5a4c988b38d261deeeaad9954e3deb091ad905c94e8bb6708654ef1d97f286b0", size = 10627739, upload-time = "2026-07-04T17:07:32.568Z" }, + { url = "https://files.pythonhosted.org/packages/a6/c7/bb4b882cfe7f299cbc8b66e42e7dd78cf9d14e40f9469fc5e3db7e15b3bd/numpy-2.5.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a33276be12fa045805f477f22482088b66bb758ffbe89a9d21457de863a32e22", size = 11894709, upload-time = "2026-07-04T17:07:34.941Z" }, + { url = "https://files.pythonhosted.org/packages/40/3f/5af7f4a7f6224aef48017aa82bb6174c7a659d724be0c75017b7e64a55b4/numpy-2.5.1-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:f089d7b00756190aacf1f5d34bdf38c3c430ac82b4f868f8cede73380460fce7", size = 5453810, upload-time = "2026-07-04T17:07:37.495Z" }, + { url = "https://files.pythonhosted.org/packages/20/c9/3474309bc94d634d3f9c3eddf03250ecb8c22cd948ef16fef69a77cc5d7b/numpy-2.5.1-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:09e9bfd8d2cf479c7d174804fb3811c53a8e9f20a37444008606b57d6b7a826d", size = 6761189, upload-time = "2026-07-04T17:07:39.563Z" }, + { url = "https://files.pythonhosted.org/packages/90/8a/558ae39fdd55d7e7f7fef9a84a6e964ac6b23edbd2a07e52bb084500507d/numpy-2.5.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e68d8dd1e7eba712948f2053a29ec86917bc70ba1358df869d9f06649ef9cf09", size = 15225039, upload-time = "2026-07-04T17:07:41.682Z" }, + { url = "https://files.pythonhosted.org/packages/63/27/ca7392b2d030277bdf0273e7d23255b3ee57d57a7c170a6f4fb3981e1e5d/numpy-2.5.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:99d5095fa265a0c4152e7bb12759e14381ef5496152f1ce58f44bdf55c44beb4", size = 16701306, upload-time = "2026-07-04T17:07:44.611Z" }, + { url = "https://files.pythonhosted.org/packages/02/42/03d53ae7996c44d4374a8262e9dc41671fd56cbb98f7d47ef85cf5da4c6b/numpy-2.5.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:ab87a91b3cc3382b8956095bd8f95e00cf679bb81554339be1a2ba404a1473c1", size = 16589955, upload-time = "2026-07-04T17:07:47.694Z" }, + { url = "https://files.pythonhosted.org/packages/7b/15/6c1784ae469640e65db111e9a34b3d0f14d91e8a38b9ce34810ced370dbb/numpy-2.5.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:224ca51130ef7da85bea2191625181cb4f337f9cb64b471f10c1a12aa8b60077", size = 18464252, upload-time = "2026-07-04T17:07:50.684Z" }, + { url = "https://files.pythonhosted.org/packages/94/a8/f98e50356cf167df656c526c2dfeec2d7dde182f2a3da4b458a5938e2776/numpy-2.5.1-cp314-cp314t-win32.whl", hash = "sha256:6eab239876581b2b3c5a242281b6007bbdbcd1c7085d7709bb57c5929b11e6bf", size = 6263298, upload-time = "2026-07-04T17:07:53.445Z" }, + { url = "https://files.pythonhosted.org/packages/72/ac/96ae880cdecad0b3275d9359fcec72667b49a4863c9f12942e43679dda02/numpy-2.5.1-cp314-cp314t-win_amd64.whl", hash = "sha256:83ce9c80d5b521b0d77ddcbe5447c218d247929b6cc056ca5351342accfff0af", size = 12748623, upload-time = "2026-07-04T17:07:55.384Z" }, + { url = "https://files.pythonhosted.org/packages/a1/5a/4d2b1601df3602dba7a14f3348ba9bfe94a18adb428e693df6154c293831/numpy-2.5.1-cp314-cp314t-win_arm64.whl", hash = "sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb", size = 10697674, upload-time = "2026-07-04T17:07:58.506Z" }, +] + [[package]] name = "openai" version = "2.44.0" @@ -1104,6 +1263,67 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/b7/b9/c538f279a4e237a006a2c98387d081e9eb060d203d8ed34467cc0f0b9b53/packaging-26.0-py3-none-any.whl", hash = "sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529", size = 74366, upload-time = "2026-01-21T20:50:37.788Z" }, ] +[[package]] +name = "pandas" +version = "3.0.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" }, + { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" }, + { name = "python-dateutil" }, + { name = "tzdata", marker = "sys_platform == 'emscripten' or sys_platform == 'win32'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/f8/87/4341c6252d1c47b08768c3d25ac487362bf403f0313ddae4a2a26c9b1b4c/pandas-3.0.3.tar.gz", hash = "sha256:696a4a00a2a2a35d4e5deb3fc946641b96c944f02230e4f76137fe35d806c4fc", size = 4651414, upload-time = "2026-05-11T18:54:29.21Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/42/16/b5c76b838fd9bf6ce84d3a53346b8874ec05c5f0040d75ef2c320100cd2a/pandas-3.0.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:455f6f8139d4282188f526868dbc3c828470e88a3d9d59a891bd46a455f21b98", size = 10338495, upload-time = "2026-05-11T18:52:11.558Z" }, + { url = "https://files.pythonhosted.org/packages/5a/b0/a4ffc4ae74d2d822200dcc46898987d8eb6032d1e2b219cae39da6f5cbcc/pandas-3.0.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:4e15135e2ee5df1063313e2425ceef8ac0f4ae775893815b0923651b806a5639", size = 9938250, upload-time = "2026-05-11T18:52:17.005Z" }, + { url = "https://files.pythonhosted.org/packages/2e/b2/3323601a52caee42c019e370090ca4544b241437240ca04f786cce82b0cf/pandas-3.0.3-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:05f1f1752b8533ea03f7f39a9c15b1a058d067bb48f4748948e7a8691e0510f2", size = 10770558, upload-time = "2026-05-11T18:52:19.865Z" }, + { url = "https://files.pythonhosted.org/packages/32/f1/bbecd2f867b97abebe0f9b53d750f862251b40337e061b36676ded3d920f/pandas-3.0.3-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8a1e45c80cceb3b4a21bc5939d52e8cbd8d9b7305309219d59e9754d9ce09e27", size = 11274611, upload-time = "2026-05-11T18:52:22.622Z" }, + { url = "https://files.pythonhosted.org/packages/7f/4f/eafabf2d5fae5adf143b4d18d3706c5efdc368a7c4eb1ee8a3eddabbd0f6/pandas-3.0.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:14da8316da4d0c5a77618425996bfb1248ca87fc2c1486e6fde4652bd18b5824", size = 11784670, upload-time = "2026-05-11T18:52:25.4Z" }, + { url = "https://files.pythonhosted.org/packages/49/44/1eb20389301b57b19cc099a1c2f662501f72f08a65f912d05822613c1532/pandas-3.0.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:a55066a0505dae0ba2b50a46637db34b46f9094c65c5d4800794ef6335010938", size = 12353708, upload-time = "2026-05-11T18:52:28.139Z" }, + { url = "https://files.pythonhosted.org/packages/eb/62/c321f13b5ba1819fc8dca456c7fce578da2dcfecff1abbf0eaddf8406c0f/pandas-3.0.3-cp311-cp311-win_amd64.whl", hash = "sha256:6674ab18ad8c57802867264b00e15e7bb904700cdd9046e3b2fa1fce237439ea", size = 9907609, upload-time = "2026-05-11T18:52:30.982Z" }, + { url = "https://files.pythonhosted.org/packages/53/85/1b7f563ebc6357c27233a02a96b589bcce1fa9c6eb89fb4f0e56421d277e/pandas-3.0.3-cp311-cp311-win_arm64.whl", hash = "sha256:5cc09a68b3120e0f54870dede8287a7bb1fa463907e4fcec1ea77cab6179bf7a", size = 9165596, upload-time = "2026-05-11T18:52:33.334Z" }, + { url = "https://files.pythonhosted.org/packages/24/f1/392f8c5bfc16f66a0d2d41561c01627c228fe7ed2a0d056ef11315042570/pandas-3.0.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:fed2ff7fd9779120e388e285fc029bd5cf9490cdd2e4166a9ee22c0e49a9ab09", size = 10357846, upload-time = "2026-05-11T18:52:36.143Z" }, + { url = "https://files.pythonhosted.org/packages/cf/3d/b16412745651e855f357e5e66930248688378853a6e2698a214e331fba1f/pandas-3.0.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:b168fc218fd80a6cbdbdbc1a97ddc7889ed057d7eb45f50d866ceab5f39904c4", size = 9899550, upload-time = "2026-05-11T18:52:38.976Z" }, + { url = "https://files.pythonhosted.org/packages/31/a8/fa2535168fffcedf67f4f6de28d2dd903a747ca7c8ea6989451aaeb3a92f/pandas-3.0.3-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0383c72c75cdcca61a9e116e611143902dbfd08bff356829c2f6d1cf40a9ca8c", size = 10412965, upload-time = "2026-05-11T18:52:41.915Z" }, + { url = "https://files.pythonhosted.org/packages/65/b6/09b01cdbc15224e2850365192d17b7bdebb8bdbd8780ed221fcdf0d9a515/pandas-3.0.3-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6dc0b3fd2169c9157deed50b4d519553a3655c8c6a96027136d654592be973a9", size = 10894600, upload-time = "2026-05-11T18:52:45.02Z" }, + { url = "https://files.pythonhosted.org/packages/c9/a4/2eb28f2fccb4ced4a2c79ab2a5dee9ade1ebf44922ebad6fea158c9f95d4/pandas-3.0.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:7e65d5407dc0b394f509699650e4a2ec01c0514f21850f453fa60f3be79a5dbf", size = 11422824, upload-time = "2026-05-11T18:52:48.058Z" }, + { url = "https://files.pythonhosted.org/packages/f8/45/830bb57f533a4604b355e07edcb8ea18cf88b5f94e5fca92f27052d7c597/pandas-3.0.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:f8894dc474d648fe7b6ff0ca9b0bd73950d19952bc1a6534540762c5d79d305c", size = 11950889, upload-time = "2026-05-11T18:52:50.905Z" }, + { url = "https://files.pythonhosted.org/packages/b9/c5/fc1b368f303087d20e8c9bf3d6ceb186263cfac0ade735cd938538bea839/pandas-3.0.3-cp312-cp312-win_amd64.whl", hash = "sha256:c7be265b62cef88e253a941e4698604973736dcfe242fdb5198f0f7bc473cdcc", size = 9755463, upload-time = "2026-05-11T18:52:53.386Z" }, + { url = "https://files.pythonhosted.org/packages/86/bd/fda8f9705b1b09c6ebe14bfc0fa0e4ec8584d54ea673628f157ff55131af/pandas-3.0.3-cp312-cp312-win_arm64.whl", hash = "sha256:557409bc4178e70ee8d9ddb494798e51ebf6ea59330f6be22c51bab2a7db6c49", size = 9066158, upload-time = "2026-05-11T18:52:56.038Z" }, + { url = "https://files.pythonhosted.org/packages/c5/90/62d8302883c44308c477e222c3daf7c813a34c8e96985882fbd53d964352/pandas-3.0.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:67b3b64c11910cfa29f4e94a14d3bff9ee693b6fc76055e7cad549cee0aec5fa", size = 10331071, upload-time = "2026-05-11T18:52:58.838Z" }, + { url = "https://files.pythonhosted.org/packages/7f/ae/6a6493c783a101f165e4356953ba3c74d6f77f0042fa7d753da9dfbb640c/pandas-3.0.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:39436b377d56d2a2e52d0395bdbee171f01068e99af5250509aceeb929f765c7", size = 9875690, upload-time = "2026-05-11T18:53:01.431Z" }, + { url = "https://files.pythonhosted.org/packages/62/7c/5df8e9f56c69a2769fbe9382a5ef8f2658c007e376434e1e2cbb57ad895f/pandas-3.0.3-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d4be06d68f9ddcfc645b87534911da79a8fbffc7573c80e0edcf42a5020624d8", size = 10381634, upload-time = "2026-05-11T18:53:04.393Z" }, + { url = "https://files.pythonhosted.org/packages/99/68/1237369725aa617bb358263d535803e3053fdbc593513ec5ed9c9896b5b6/pandas-3.0.3-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a4eeb6830daf35a71cc09649bd823e2b542dac246cdee9614c6e4bd65028cd6a", size = 10891243, upload-time = "2026-05-11T18:53:07.643Z" }, + { url = "https://files.pythonhosted.org/packages/25/93/77d108e8af7222b4a503ebde0e30215b1c2e4f8e53a526431890f22d5586/pandas-3.0.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:1928e07221f82db493cd4af1e23c1bfca524a19a4699887975bff68f49a72bfb", size = 11388659, upload-time = "2026-05-11T18:53:10.634Z" }, + { url = "https://files.pythonhosted.org/packages/d0/bd/eff5b4399f332ac386c853f6cd2bd3fa2ca0061b9f36ecd9c4d7c4265649/pandas-3.0.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:51b1fe551acb77dac643c6fda86084d8d446c10fe64b06a9cc29c4cc8540e7f2", size = 11942880, upload-time = "2026-05-11T18:53:13.536Z" }, + { url = "https://files.pythonhosted.org/packages/2c/20/559ace4200982c3887d0b86bfd0d856a2143ef8ddab63cc07934951a964c/pandas-3.0.3-cp313-cp313-win_amd64.whl", hash = "sha256:a82d532a3351d435432cd913edbccaf8b8e01d4dd0e5ced5a8d2e8ecd94c7e44", size = 9757091, upload-time = "2026-05-11T18:53:16.306Z" }, + { url = "https://files.pythonhosted.org/packages/3a/66/69055a09fe200f29f922a3eeec4804611900b95f52d932ece3393c3c0c19/pandas-3.0.3-cp313-cp313-win_arm64.whl", hash = "sha256:275c14e0fce14a2ec20eee474aecd305478ea3c1e6f6a9d8fe219a165542717e", size = 9057282, upload-time = "2026-05-11T18:53:18.768Z" }, + { url = "https://files.pythonhosted.org/packages/57/0e/efe801b0e6811e8e650cd21b7f2608e30f08a7067e2bf6e8752b0d56ee3c/pandas-3.0.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:46997386d528eb40376ecd6b033cf4a8a1e5282580f68f43de875b78cba2199d", size = 10767016, upload-time = "2026-05-11T18:53:21.227Z" }, + { url = "https://files.pythonhosted.org/packages/ea/dc/eb55135a1d5f0f0519f28da1f609a206d2cad1f9c35c32d51e38dd7261ae/pandas-3.0.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:261e308dfb22448384b7580cf719d2f998fe2966c92893c3e77d14008af1f066", size = 10420210, upload-time = "2026-05-11T18:53:23.982Z" }, + { url = "https://files.pythonhosted.org/packages/c6/3e/b1d5d955ce33ffecb407465a60bc32769d74fcf68224b7ae67ae11d4dea4/pandas-3.0.3-cp313-cp313t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:dd1a5d1def6a46002e964510bdc67c368aa0951df5d1d9f8365336f5a1f490cd", size = 10336126, upload-time = "2026-05-11T18:53:26.731Z" }, + { url = "https://files.pythonhosted.org/packages/f5/76/a01261711ab60a22d71b862f0de20e4c504bf80457270ad8cb42110f6abc/pandas-3.0.3-cp313-cp313t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d72828c20c6d6e83e1e22a6a3b47b326b71664112fa9705dcbccfd7a39b62085", size = 10728051, upload-time = "2026-05-11T18:53:29.125Z" }, + { url = "https://files.pythonhosted.org/packages/e9/21/ea191195e587b18cf682e97f433f81b2d0fbe341380e80a3e0d6e4403c8e/pandas-3.0.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:d26cbe1fcfc12e8fd900e2454163e466b2d3af84f7c75481df7683ffc073d870", size = 11350796, upload-time = "2026-05-11T18:53:32.056Z" }, + { url = "https://files.pythonhosted.org/packages/64/69/f0eaaf54939f0e8c6768fd06be9af2cef9b36048b96dfb9e1b2c685a807e/pandas-3.0.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:3e91cec1879ada0624fc3dc9953c5cbd60208e59c0db28f540c5d6d47502422f", size = 11799741, upload-time = "2026-05-11T18:53:34.985Z" }, + { url = "https://files.pythonhosted.org/packages/45/a4/865e0e510cae5fc2194de4db28be638952de942571ba9125934fd9c01d47/pandas-3.0.3-cp313-cp313t-win_amd64.whl", hash = "sha256:08d789b41f87e0905880e293cedf6197ce71fe67cc081358b1e148a491b9bd13", size = 10499958, upload-time = "2026-05-11T18:53:37.857Z" }, + { url = "https://files.pythonhosted.org/packages/86/54/effdcc3c0ff7a08037889200e148ebe94c16c4f653be078c7b3675955df1/pandas-3.0.3-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:3650109c0f22879df8bd6179ab9ee3d7f1d1d4e7e0094a3f0032d9f51e2e64ac", size = 10336065, upload-time = "2026-05-11T18:53:41.099Z" }, + { url = "https://files.pythonhosted.org/packages/68/10/bf2d6738d72748b961a3751ab89522d58c54efc36a8e1a12161216cd45cf/pandas-3.0.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:bab900348131a7db1f69a7309ef141fd5680f1487094193bcbbb61791573bf8f", size = 9926101, upload-time = "2026-05-11T18:53:43.515Z" }, + { url = "https://files.pythonhosted.org/packages/ae/e9/e35cf11c8a136e757b956f5f0efdcaa50aecde85ea055f1898dfc68262f3/pandas-3.0.3-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ba7e08b9ac1d54569cd1e256e3668975ed624d6826f7b68df0342b012007bddb", size = 10457553, upload-time = "2026-05-11T18:53:46.394Z" }, + { url = "https://files.pythonhosted.org/packages/58/3b/1cdec6772bdbaf7b25dab360c59f03cadf05492dd724c6540af905389b07/pandas-3.0.3-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9d71c63ae4ebdbf70209742096f1fc46a83a0613c99d4b23766cced9ff8cd62a", size = 10914065, upload-time = "2026-05-11T18:53:49.134Z" }, + { url = "https://files.pythonhosted.org/packages/c4/c2/1ef644445fcd72e3627bceec77e3560636f87ddce4ed841afe76b83b5bf9/pandas-3.0.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:e3a2ec42c98ffa2565a67e08e218d06d72576d758d90facb7c00805194d8f360", size = 11459188, upload-time = "2026-05-11T18:53:52.527Z" }, + { url = "https://files.pythonhosted.org/packages/7e/49/4d8d4f42cbc9c4adc7a1870f269c02cbd6cd40d059622c06fb298addcbad/pandas-3.0.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:335f62418ed562cfc3c49e9e196375c28b729dcef8543abf4f9438e381bf3c76", size = 11982966, upload-time = "2026-05-11T18:53:55.043Z" }, + { url = "https://files.pythonhosted.org/packages/38/55/792619469bab9882d8bbd5865d45a72f6478762d04a9af4bf0d08c503e95/pandas-3.0.3-cp314-cp314-win_amd64.whl", hash = "sha256:3c20a521bbb85902f79f7270c80a59e1b5452d96d170c034f207181870f97ac5", size = 9876755, upload-time = "2026-05-11T18:53:58.067Z" }, + { url = "https://files.pythonhosted.org/packages/2a/af/33c469653b0ba03b50c3a98192d4c07f0c75c66b263ceb097fce0ee97d31/pandas-3.0.3-cp314-cp314-win_arm64.whl", hash = "sha256:a2d2dff8a04f3917b55ab3910c32990f8ddf7eceba114947838cefa976a68977", size = 9198658, upload-time = "2026-05-11T18:54:00.733Z" }, + { url = "https://files.pythonhosted.org/packages/a2/fa/b8c257bd76b8bd060c3a9151c1fca05e9b9c5e3af5d0f549c0356f6d143d/pandas-3.0.3-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:0d589105b3c14645af1738ff279b2995102d8f7a03b0a66dc8d95550eb513e04", size = 10787242, upload-time = "2026-05-11T18:54:03.564Z" }, + { url = "https://files.pythonhosted.org/packages/54/eb/f19206ffb0bf1919002969aa448b4702c6594845156a6f8050674855aac3/pandas-3.0.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:13fc1e853d9e04743d11ba75a985ccbc2a317fe07d8af61e445a6fd24dacd6a6", size = 10436369, upload-time = "2026-05-11T18:54:06.311Z" }, + { url = "https://files.pythonhosted.org/packages/fd/24/c7c39fb4fe22b71a0c2d78bf0c585c600092d85f94f086d2b3b2f6ca27e2/pandas-3.0.3-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:819959dab7bbd0049c15623fbac4e29a191b9528160a61fb1032242d8ced2d9c", size = 10358306, upload-time = "2026-05-11T18:54:09.085Z" }, + { url = "https://files.pythonhosted.org/packages/16/ec/dd2a9eb7fa1204df88c0864164e35b228ac581062ac612ba0a67fd812e4c/pandas-3.0.3-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:60ae316d3fd75d1858d450d0db0103ea2be3e7d4a95ec2f064f7e2ae63f7b028", size = 10758394, upload-time = "2026-05-11T18:54:11.956Z" }, + { url = "https://files.pythonhosted.org/packages/95/6e/00c61ea8e85b4f6d8d35e11852a1a4998fc7fafc91c6a602d1cc9c972d64/pandas-3.0.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:bd3a518890b400d32f9023722dc9a9a5c969f00b415419a3c06c043f09bb5d7d", size = 11375717, upload-time = "2026-05-11T18:54:14.539Z" }, + { url = "https://files.pythonhosted.org/packages/31/89/8fc1c268969fac43688d65fd92e67df24bd128d53cb4d2eee534cd307399/pandas-3.0.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:9c39be2d709d01fa972a0cabc522389fceca4f3969332ba25a7d6c5802cf976a", size = 11828897, upload-time = "2026-05-11T18:54:17.146Z" }, + { url = "https://files.pythonhosted.org/packages/56/3b/e7d20dea247a3e6dc0bd8a6953854afbedc03951def4e7371e05e7263e25/pandas-3.0.3-cp314-cp314t-win_amd64.whl", hash = "sha256:4db8c527972a821cf5286b40ccc57642a39bc62e62022b42f99f8a67fca8c3a1", size = 10900855, upload-time = "2026-05-11T18:54:19.72Z" }, + { url = "https://files.pythonhosted.org/packages/0f/54/68a0978d1ef8502b8492099beaa6e7a0c1b32e3b5d4f677f5810cb08711c/pandas-3.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:b2c95f8bfc1ee412bf482605d7bfd30c12d1d26bd59fdd91efeef1d4718decb1", size = 9466464, upload-time = "2026-05-11T18:54:22.754Z" }, +] + [[package]] name = "parso" version = "0.8.7" @@ -1484,6 +1704,18 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/fa/b6/3127540ecdf1464a00e5a01ee60a1b09175f6913f0644ac748494d9c4b21/pytest_timeout-2.4.0-py3-none-any.whl", hash = "sha256:c42667e5cdadb151aeb5b26d114aff6bdf5a907f176a007a30b940d3d865b5c2", size = 14382, upload-time = "2025-05-05T19:44:33.502Z" }, ] +[[package]] +name = "python-dateutil" +version = "2.9.0.post0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "six" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/66/c0/0c8b6ad9f17a802ee498c46e004a0eb49bc148f2fd230864601a86dcf6db/python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3", size = 342432, upload-time = "2024-03-01T18:36:20.211Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427", size = 229892, upload-time = "2024-03-01T18:36:18.57Z" }, +] + [[package]] name = "python-dotenv" version = "1.2.2" @@ -2113,6 +2345,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/dc/9b/47798a6c91d8bdb567fe2698fe81e0c6b7cb7ef4d13da4114b41d239f65d/typing_inspection-0.4.2-py3-none-any.whl", hash = "sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7", size = 14611, upload-time = "2025-10-01T02:14:40.154Z" }, ] +[[package]] +name = "tzdata" +version = "2026.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/ba/19/1b9b0e29f30c6d35cb345486df41110984ea67ae69dddbc0e8a100999493/tzdata-2026.2.tar.gz", hash = "sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10", size = 198254, upload-time = "2026-04-24T15:22:08.651Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ce/e4/dccd7f47c4b64213ac01ef921a1337ee6e30e8c6466046018326977efd95/tzdata-2026.2-py2.py3-none-any.whl", hash = "sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7", size = 349321, upload-time = "2026-04-24T15:22:05.876Z" }, +] + [[package]] name = "urllib3" version = "2.6.3" From ea3f09ace79d448b81ed325c6e113175a790e6c1 Mon Sep 17 00:00:00 2001 From: Gaurav Vaidya Date: Mon, 6 Jul 2026 19:21:09 -0400 Subject: [PATCH 04/15] Add overall summary and latency-by-mode stats to NameRes notebook Headline metrics (request counts, time span, filter usage) plus a latency percentile table (mean/p50/p90/p95/p99/max) for total time, Solr wait, and app overhead, broken down by query mode. Surfaces that autocomplete queries are far slower than exact lookups and that Solr wait dominates total latency. Co-Authored-By: Claude Opus 4.8 --- log-analysis/nameres/analyze_nameres_logs.py | 66 ++++++++++++++++++++ 1 file changed, 66 insertions(+) diff --git a/log-analysis/nameres/analyze_nameres_logs.py b/log-analysis/nameres/analyze_nameres_logs.py index cba99275..363148c9 100644 --- a/log-analysis/nameres/analyze_nameres_logs.py +++ b/log-analysis/nameres/analyze_nameres_logs.py @@ -193,6 +193,72 @@ def dataframe(asdict, entries: "list[QueryLogEntry]", np, pd): df = df.sort_values("time").reset_index(drop=True) df + return (df,) + + +@app.cell(hide_code=True) +def measures_header(mo): + mo.md(r""" + # Overall measures + + Headline numbers for the whole log, then a latency breakdown by query mode. + NameRes reports two latencies per request: **`took_ms`** (total request time) + and **`solr_wait_ms`** (time waiting for Solr). Their difference is the + **app overhead** spent inside the NameRes web layer. + """) + return + + +@app.cell +def overall_stats(df, mo): + _n = len(df) + _span = df["time"].max() - df["time"].min() + _reqs_per_day = _n / (_span.total_seconds() / 86400) if _span.total_seconds() else float("nan") + + mo.md(f""" + - **Time range:** {df['time'].min()} → {df['time'].max()}   ({_span}) + - **Total lookups:** {_n:,}   (~{_reqs_per_day:,.0f} / day) + - **Unique query strings:** {df['query'].nunique():,} + - **Mode split:** {int(df['autocomplete'].sum()):,} autocomplete / {int((~df['autocomplete']).sum()):,} exact + - **Slow queries (WARNING):** {int(df['slow_query'].sum()):,} ({df['slow_query'].mean() * 100:.2f}%) + - **Total latency:** median {df['took_ms'].median():.2f} ms, mean {df['took_ms'].mean():.2f} ms, max {df['took_ms'].max():,.2f} ms + - **Solr wait:** median {df['solr_wait_ms'].median():.2f} ms, mean {df['solr_wait_ms'].mean():.2f} ms, max {df['solr_wait_ms'].max():,.2f} ms + - **App overhead:** median {df['app_overhead_ms'].median():.2f} ms, mean {df['app_overhead_ms'].mean():.2f} ms + - **Query length (chars):** median {int(df['query_length'].median())}, mean {df['query_length'].mean():.1f}, max {df['query_length'].max()} + - **Filters used:** biolink_types {df['has_biolink_filter'].mean() * 100:.0f}%, only_prefixes {df['has_only_prefixes'].mean() * 100:.0f}%, exclude_prefixes {df['has_exclude_prefixes'].mean() * 100:.0f}%, only_taxa {df['has_taxa_filter'].mean() * 100:.0f}% + """) + return + + +@app.cell +def latency_table(df, pd): + def latency_summary_rows(frame: pd.DataFrame, scope: str) -> list[dict]: + """Percentile summary for each latency metric over `frame`.""" + rows = [] + for metric in ["took_ms", "solr_wait_ms", "app_overhead_ms"]: + s = frame[metric] + rows.append( + { + "scope": scope, + "metric": metric, + "count": len(frame), + "mean": round(s.mean(), 2), + "p50": round(s.median(), 2), + "p90": round(s.quantile(0.90), 2), + "p95": round(s.quantile(0.95), 2), + "p99": round(s.quantile(0.99), 2), + "max": round(s.max(), 2), + } + ) + return rows + + + _rows = latency_summary_rows(df, "overall") + for _mode, _grp in df.groupby("mode"): + _rows += latency_summary_rows(_grp, _mode) + + latency_table = pd.DataFrame(_rows) + latency_table return From 533288d0062ba2fd256e70ed7307db1bc85be371 Mon Sep 17 00:00:00 2001 From: Gaurav Vaidya Date: Mon, 6 Jul 2026 19:26:38 -0400 Subject: [PATCH 05/15] Add interactive visualizations to NameRes notebook marimo-native Altair charts characterizing query performance: - Reactive latency histogram (metric/scale/range controls) - Total latency by query mode (box plot, log scale) - Solr wait by result limit and mode - Median Solr wait vs query length - Query length distribution - Temporal coverage of the export (with sampling caveat) - Slow-query rate by limit and mode, plus a table of the slowest lookups The charts confirm autocomplete + high-limit + very short queries are the pathological cases (single-character autocomplete lookups take minutes on Solr). Co-Authored-By: Claude Opus 4.8 --- log-analysis/nameres/analyze_nameres_logs.py | 227 ++++++++++++++++++- 1 file changed, 226 insertions(+), 1 deletion(-) diff --git a/log-analysis/nameres/analyze_nameres_logs.py b/log-analysis/nameres/analyze_nameres_logs.py index 363148c9..adc5e09a 100644 --- a/log-analysis/nameres/analyze_nameres_logs.py +++ b/log-analysis/nameres/analyze_nameres_logs.py @@ -45,7 +45,7 @@ def imports(): import numpy as np import altair as alt - return Path, asdict, ast, dataclass, datetime, json, mo, np, pd, re + return Path, alt, asdict, ast, dataclass, datetime, json, mo, np, pd, re @app.cell @@ -262,5 +262,230 @@ def latency_summary_rows(frame: pd.DataFrame, scope: str) -> list[dict]: return +@app.cell(hide_code=True) +def viz_header(mo): + mo.md(r""" + # Visualizations + + Interactive charts characterizing NameRes query performance. Because latency is + extremely heavy-tailed (a handful of requests take seconds while most take + ~13 ms), several charts default to a log scale. Use the controls to switch + metric and scale. + """) + return + + +@app.cell +def viz_setup(alt, mo): + # Altair caps embedded data at 5,000 rows by default; we have ~10k, so lift it. + alt.data_transformers.disable_max_rows() + mo.md("_Altair row limit disabled for this session._") + return + + +@app.cell +def viz_controls(mo): + metric_choice = mo.ui.dropdown( + options={ + "Total request (took_ms)": "took_ms", + "Solr wait (solr_wait_ms)": "solr_wait_ms", + "App overhead (app_overhead_ms)": "app_overhead_ms", + }, + value="Total request (took_ms)", + label="Latency metric", + ) + use_log = mo.ui.checkbox(value=True, label="Log scale") + max_ms = mo.ui.slider( + start=50, stop=2000, step=50, value=500, + label="Max ms (linear scale only)", show_value=True, + ) + mo.hstack([metric_choice, use_log, max_ms], justify="start", gap=2) + return max_ms, metric_choice, use_log + + +@app.cell +def latency_hist(alt, df, max_ms, metric_choice, mo, np, use_log): + _metric = metric_choice.value + + if use_log.value: + _d = df[df[_metric] > 0].assign(_logv=np.log10(df.loc[df[_metric] > 0, _metric])) + _x = alt.X("_logv:Q", bin=alt.Bin(maxbins=60), title=f"log10({_metric})") + else: + _d = df[df[_metric] <= max_ms.value] + _x = alt.X(f"{_metric}:Q", bin=alt.Bin(maxbins=60), title=f"{_metric} (ms)") + + _hist = ( + alt.Chart(_d) + .mark_bar(opacity=0.75) + .encode( + _x, + alt.Y("count()", title="requests", stack=None), + alt.Color("mode:N", title="Query mode"), + tooltip=[alt.Tooltip("count()", title="requests"), "mode:N"], + ) + .properties(height=280, title=f"Distribution of {_metric}") + ) + mo.ui.altair_chart(_hist) + return + + +@app.cell +def box_by_mode(alt, df): + # Total latency by mode (log scale, since the tail spans ~5 orders of magnitude). + _bm = ( + alt.Chart(df[df["took_ms"] > 0]) + .mark_boxplot(extent=1.5) + .encode( + alt.X("mode:N", title="Query mode"), + alt.Y("took_ms:Q", scale=alt.Scale(type="log"), title="Total latency (ms, log)"), + alt.Color("mode:N", legend=None), + ) + .properties(height=320, title="Total latency by query mode") + ) + _bm + return + + +@app.cell +def solr_by_limit(alt, df): + # Solr wait by requested result limit, split by mode. + _bl = ( + alt.Chart(df[df["solr_wait_ms"] > 0]) + .mark_boxplot(extent=1.5) + .encode( + alt.X("limit:O", title="limit (requested results)"), + alt.Y("solr_wait_ms:Q", scale=alt.Scale(type="log"), title="Solr wait (ms, log)"), + alt.Color("mode:N", title="Query mode"), + alt.XOffset("mode:N"), + ) + .properties(height=320, title="Solr wait time by result limit and mode") + ) + _bl + return + + +@app.cell +def latency_vs_qlen(alt, df, mo): + # Median and p95 Solr wait vs query length (chars), aggregated per length & mode. + _q = df[df["query_length"] <= 40] + _agg = ( + _q.groupby(["query_length", "mode"]) + .agg( + median_ms=("solr_wait_ms", "median"), + p95_ms=("solr_wait_ms", lambda s: s.quantile(0.95)), + n=("solr_wait_ms", "size"), + ) + .reset_index() + ) + _median_line = ( + alt.Chart(_agg) + .mark_line(point=True) + .encode( + alt.X("query_length:Q", title="Query length (chars)"), + alt.Y("median_ms:Q", title="Solr wait (ms)"), + alt.Color("mode:N", title="Query mode"), + tooltip=["query_length", "mode", "median_ms", "p95_ms", "n"], + ) + .properties(height=300, title="Median Solr wait vs query length (queries ≤ 40 chars)") + ) + mo.ui.altair_chart(_median_line) + return + + +@app.cell +def qlen_dist(alt, df): + # Distribution of query lengths (capped at 40 chars for readability). + _qd = ( + alt.Chart(df[df["query_length"] <= 40]) + .mark_bar() + .encode( + alt.X("query_length:Q", bin=alt.Bin(maxbins=40), title="Query length (chars)"), + alt.Y("count()", title="requests"), + alt.Color("mode:N", title="Query mode"), + ) + .properties(height=280, title="Query length distribution") + ) + _qd + return + + +@app.cell(hide_code=True) +def time_caption(mo): + mo.md(r""" + ### Temporal coverage + + **Caveat:** this export is a capped/non-uniform sample of log lines (CloudWatch + returns at most 10,000 rows), so the counts below reflect *what is in the export*, + not true NameRes traffic volume. It is shown only to confirm the time span the + sample covers. + """) + return + + +@app.cell +def time_chart(alt, df): + _daily = df.set_index("time").resample("D").size().reset_index(name="lines") + _tc = ( + alt.Chart(_daily) + .mark_bar() + .encode( + alt.X("time:T", title="Day"), + alt.Y("lines:Q", title="log lines in export"), + tooltip=["time:T", "lines:Q"], + ) + .properties(height=240, title="Sampled log lines per day") + ) + _tc + return + + +@app.cell(hide_code=True) +def slow_header(mo): + mo.md(r""" + # Slow queries + + NameRes logs a `WARNING: SLOW QUERY` when a lookup crosses its slow-query + threshold. These are the requests an ElasticSearch backend would most need to + improve on. Below: how the slow-query rate varies by mode and result limit, and + the actual slowest queries in the sample. + """) + return + + +@app.cell +def slow_rate(alt, df): + _slow = ( + df.groupby(["limit", "mode"])["slow_query"].mean().reset_index() + ) + _sr = ( + alt.Chart(_slow) + .mark_bar() + .encode( + alt.X("limit:O", title="limit (requested results)"), + alt.Y("slow_query:Q", title="fraction slow", axis=alt.Axis(format="%")), + alt.Color("mode:N", title="Query mode"), + alt.XOffset("mode:N"), + tooltip=["limit", "mode", alt.Tooltip("slow_query:Q", format=".1%")], + ) + .properties(height=300, title="Slow-query rate by result limit and mode") + ) + _sr + return + + +@app.cell +def slowest_queries(df): + # The actual slowest lookups in the sample (by Solr wait time). + slowest_queries = ( + df.nlargest(25, "solr_wait_ms")[ + ["time", "query", "mode", "limit", "num_biolink_types", + "has_exclude_prefixes", "solr_wait_ms", "took_ms"] + ] + .reset_index(drop=True) + ) + slowest_queries + return + + if __name__ == "__main__": app.run() From d70773c041852c9eac81b47352e4a2669d4c3f10 Mon Sep 17 00:00:00 2001 From: Gaurav Vaidya Date: Mon, 6 Jul 2026 19:31:29 -0400 Subject: [PATCH 06/15] Add replayable benchmark export to NameRes notebook Deduplicate the log to one case per unique (query, params) combination and attach each case's observed Solr baseline latency (n, p50/p95 Solr wait, p50 took, ever_slow, first/last seen). Write the set to benchmark/ as JSON and offer an in-notebook download button. Replaying these cases against an ElasticSearch backend and comparing to baseline_solr yields an apples-to-apples latency comparison on real production queries. The generated benchmark/ artifact is gitignored (regenerated from the uncommitted logs), consistent with keeping raw logs out of the repo. Co-Authored-By: Claude Opus 4.8 --- log-analysis/nameres/.gitignore | 3 + log-analysis/nameres/analyze_nameres_logs.py | 98 ++++++++++++++++++++ 2 files changed, 101 insertions(+) diff --git a/log-analysis/nameres/.gitignore b/log-analysis/nameres/.gitignore index 0a07854f..d6c106be 100644 --- a/log-analysis/nameres/.gitignore +++ b/log-analysis/nameres/.gitignore @@ -1,2 +1,5 @@ # marimo session/output snapshot cache — not source, regenerated on run. __marimo__/ + +# Generated benchmark artifacts — regenerated from the (uncommitted) logs. +benchmark/ diff --git a/log-analysis/nameres/analyze_nameres_logs.py b/log-analysis/nameres/analyze_nameres_logs.py index adc5e09a..31136381 100644 --- a/log-analysis/nameres/analyze_nameres_logs.py +++ b/log-analysis/nameres/analyze_nameres_logs.py @@ -487,5 +487,103 @@ def slowest_queries(df): return +@app.cell(hide_code=True) +def bench_header(mo): + mo.md(r""" + # Benchmark export + + To compare Solr against an ElasticSearch implementation, we distill the log into + a **replayable benchmark**: one case per unique `(query, params)` combination, + each carrying the parameters needed to reissue the lookup plus the **observed + Solr baseline latency**. Replaying these cases against both backends and + comparing to `baseline_solr` gives an apples-to-apples latency comparison on + real production queries. + """) + return + + +@app.cell +def bench_build(df, mo, pd): + def build_benchmark_cases(frame: pd.DataFrame) -> list[dict]: + """Deduplicate to one case per unique (query, params) and attach the observed + Solr baseline latency for each case.""" + _join = lambda xs: "|".join(xs) + src = frame.assign( + _bt=frame["biolink_types"].apply(_join), + _op=frame["only_prefixes"].apply(_join), + _ep=frame["exclude_prefixes"].apply(_join), + _ot=frame["only_taxa"].apply(_join), + ) + key = ["query", "autocomplete", "highlighting", "offset", "limit", + "_bt", "_op", "_ep", "_ot"] + + cases = [] + for _, g in src.groupby(key, sort=False): + r0 = g.iloc[0] + cases.append( + { + "query": r0["query"], + "autocomplete": bool(r0["autocomplete"]), + "highlighting": bool(r0["highlighting"]), + "offset": int(r0["offset"]), + "limit": int(r0["limit"]), + "biolink_types": list(r0["biolink_types"]), + "only_prefixes": list(r0["only_prefixes"]), + "exclude_prefixes": list(r0["exclude_prefixes"]), + "only_taxa": list(r0["only_taxa"]), + "baseline_solr": { + "n_observed": int(len(g)), + "solr_wait_ms_p50": round(float(g["solr_wait_ms"].median()), 3), + "solr_wait_ms_p95": round(float(g["solr_wait_ms"].quantile(0.95)), 3), + "took_ms_p50": round(float(g["took_ms"].median()), 3), + "ever_slow": bool(g["slow_query"].any()), + "first_seen": g["time"].min().isoformat(), + "last_seen": g["time"].max().isoformat(), + }, + } + ) + return cases + + + benchmark_cases = build_benchmark_cases(df) + benchmark_df = pd.json_normalize(benchmark_cases) + mo.vstack([ + mo.md(f"**{len(benchmark_cases):,}** unique benchmark cases " + f"(from {len(df):,} log rows)."), + benchmark_df, + ]) + return (benchmark_cases,) + + +@app.cell +def bench_export(LOG_PATH, Path, benchmark_cases, df, json, mo): + BENCHMARK_DIR = Path("benchmark") + BENCHMARK_DIR.mkdir(exist_ok=True) + benchmark_path = BENCHMARK_DIR / "nameres_solr_benchmark_2026-07-06.json" + + benchmark_payload = { + "source_log": LOG_PATH.name, + "generated_from_rows": int(len(df)), + "num_cases": len(benchmark_cases), + "cases": benchmark_cases, + } + _benchmark_json = json.dumps(benchmark_payload, indent=2) + benchmark_path.write_text(_benchmark_json) + + mo.vstack([ + mo.md( + f"Wrote **{len(benchmark_cases):,}** benchmark cases to " + f"`{benchmark_path}` ({len(_benchmark_json) / 1e6:.2f} MB)." + ), + mo.download( + data=_benchmark_json.encode("utf-8"), + filename=benchmark_path.name, + mimetype="application/json", + label="Download benchmark JSON", + ), + ]) + return + + if __name__ == "__main__": app.run() From 03981602747cc86eec313377b4f46ab02568c9c5 Mon Sep 17 00:00:00 2001 From: Gaurav Vaidya Date: Mon, 6 Jul 2026 19:35:52 -0400 Subject: [PATCH 07/15] Document next steps in NameRes notebook Add a "Next steps" section spelling out the follow-up work to turn this Solr-log characterization into a Solr-vs-ElasticSearch comparison: a replay harness over the exported benchmark, latency comparison against baseline_solr, result-quality parity (not just speed), pulling a more representative log sample, extra breakdowns (filters, pod/image), and a CSV export variant. Co-Authored-By: Claude Opus 4.8 --- log-analysis/nameres/analyze_nameres_logs.py | 39 ++++++++++++++++++++ 1 file changed, 39 insertions(+) diff --git a/log-analysis/nameres/analyze_nameres_logs.py b/log-analysis/nameres/analyze_nameres_logs.py index 31136381..d695d038 100644 --- a/log-analysis/nameres/analyze_nameres_logs.py +++ b/log-analysis/nameres/analyze_nameres_logs.py @@ -585,5 +585,44 @@ def bench_export(LOG_PATH, Path, benchmark_cases, df, json, mo): return +@app.cell(hide_code=True) +def next_steps(mo): + mo.md(r""" + # Next steps + + This notebook loads and characterizes the **Solr** production logs and emits a + replayable benchmark. To turn it into a Solr-vs-ElasticSearch comparison, the + planned follow-up work is: + + 1. **Replay harness.** Issue each benchmark case (from + `benchmark/nameres_solr_benchmark_*.json`) against a live NameRes endpoint — + once against the Solr backend, once against the ElasticSearch backend — + recording measured latency per case. Reuse `CachedNameRes` + (`src/babel_validation/services/nameres.py`) for the API calls. + + 2. **Latency comparison.** Join the replayed ES/Solr latencies back to each + case's `baseline_solr` to produce per-case and aggregate speedup/regression + tables and charts (e.g. ES p50/p95 vs Solr, by mode and limit). Watch the + pathological cases first: short autocomplete queries at high `limit`. + + 3. **Result-quality parity, not just speed.** The current benchmark compares + latency only. A fuller benchmark should also compare the **result sets** each + backend returns (do the top-N hits match?), so an ES speedup isn't bought at + the cost of relevance. + + 4. **More representative input.** This export is a capped, non-uniform 10k-row + CloudWatch sample. Pull a larger and/or time-stratified sample for + benchmarking, and re-run the loader (the parser handles the same log format). + + 5. **Extra breakdowns.** Latency by `biolink_types` filter set, by + prefix/taxa filters, and by pod / image tag (`pod_name`, `image_tag` are + already parsed) to check for per-instance or per-version effects. + + 6. **CSV export variant.** Emit a flattened CSV alongside the JSON for + spreadsheet-based review (list params joined with `|`). + """) + return + + if __name__ == "__main__": app.run() From 5a2cb613b5aa37229233e73272bdfe387d9f07b5 Mon Sep 17 00:00:00 2001 From: Gaurav Vaidya Date: Mon, 6 Jul 2026 19:37:22 -0400 Subject: [PATCH 08/15] Add marimo guidance for log-analysis notebooks Document lessons from pair-programming the NameRes notebook: use uv (not .venv/pip), the running kernel is source of truth (drive via marimo._code_mode), the cm.get_context() rollback gotcha (never reference a just-created cell inside the same block), verifying cells without Playwright screenshots, marimo graph rules, Altair row-limit/interactivity notes, and git hygiene for logs and generated artifacts. Co-Authored-By: Claude Opus 4.8 --- log-analysis/CLAUDE.md | 65 ++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 65 insertions(+) create mode 100644 log-analysis/CLAUDE.md diff --git a/log-analysis/CLAUDE.md b/log-analysis/CLAUDE.md new file mode 100644 index 00000000..cce7566b --- /dev/null +++ b/log-analysis/CLAUDE.md @@ -0,0 +1,65 @@ +# CLAUDE.md — log-analysis (marimo notebooks) + +Guidance for working on the log-analysis notebooks (`nameres/`, `nodenorm/`). +These are pair-programmed as **live marimo notebooks** via the `marimo-pair` +skill. Read this before editing a running notebook. + +## Environment + +- This project runs everything through **`uv run`** — never invoke `.venv` + directly and never `pip install`. Dependencies live in the repo-root + `pyproject.toml`; `cm.packages.add(...)` goes through uv and updates + `pyproject.toml` + `uv.lock` (commit those changes with the notebook work). +- marimo is a dev dependency (`marimo[recommended]`), which brings in `altair`. + `pandas`/`numpy` are declared project dependencies. + +## Driving a live marimo notebook + +- **The running kernel is the source of truth.** During a live session, do NOT + edit the notebook `.py` file with Edit/Write — changes won't reach the kernel + and may be overwritten. Make all cell changes through `marimo._code_mode` + (`cm`) using the marimo-pair skill's `execute-code.sh`. +- `execute-code.sh` resets the shell cwd after each call — always use + **absolute paths** in the surrounding Bash, and read/write project files with + paths relative to the notebook's kernel cwd (the notebook directory). + +### `cm.get_context()` gotchas (learned the hard way) + +- **Never touch a just-created cell inside the same `async with` block.** A cell + created via `ctx.create_cell(...)` is not queryable (`ctx.cells[new_id]` + raises `KeyError`) until the context exits. Worse: **if the block raises, the + entire queued operation is discarded** — so a stray `print(ctx.cells[new_id])` + will silently roll back your `create_cell` + `run_cell`. Capture the returned + id in a plain variable, exit the block, then inspect in a separate call. +- `create_cell` / `edit_cell` only change structure; queue `ctx.run_cell(...)` + to actually execute. +- `create_cell` defaults to `hide_code=True`. Pass `hide_code=False` for code + cells you want visible (markdown/header cells can stay hidden). +- `ctx.screenshot(...)` is an async method **and requires Playwright**, which is + not installed here. Verify cells instead by checking `ctx.cells[name].status` + (want `idle`) and `.errors` (want `[]`), and by inspecting data in the + scratchpad. Pure-markdown (`mo.md`) cells often report `stale` — harmless. + +### marimo graph rules + +- No cycles; each public name has exactly one owning cell; no wildcard imports. +- Use `_private` names for same-cell intermediates so they don't enter the + dataflow graph. Reassigning a public name in another cell fails with + "Multiply-defined names". + +## Visualizations + +- Prefer marimo-native interactive charts: **Altair** + `mo.ui.*` controls + (dropdown/checkbox/slider) read via `.value` in a dependent cell. Static + matplotlib is fine when easier. +- Altair embeds at most 5,000 rows by default; call + `alt.data_transformers.disable_max_rows()` for larger datasets. + +## Data & git hygiene + +- **Raw log exports and generated artifacts are not committed.** gitignore the + log files, any generated `benchmark/` output, and marimo's `__marimo__/` + session cache (output snapshots, regenerated on run). Commit only the + notebook `.py` source + supporting code. +- Make small, logical commits as the notebook grows (loader → stats → viz → + export), not one giant commit. From b33d1bf2672fd538b695e623da76d21e1f7e1293 Mon Sep 17 00:00:00 2001 From: Gaurav Vaidya Date: Tue, 1 Sep 2026 15:55:19 -0400 Subject: [PATCH 09/15] Load NameRes logs from every export in data/log-analysis The notebook read a single hard-coded CloudWatch dump (logs/nameres-log-analytics-results-2026-07-06.json) that does not exist in this worktree. It now globs data/log-analysis/nameres-*.json and concatenates every export, so widening the analysis window is a matter of dropping another dump into the directory. Logs Insights exports are plain time-window dumps with no per-record ID, so two exports covering the same window would silently double-count the same lookups and bias every statistic downstream. The loader therefore computes each file's span from the raw @timestamp values in a first pass and raises before any parsing if two spans overlap, naming the offending pairs and their windows. De-duplicating overlapping exports is left as future work (noted in the next-steps cell). Each QueryLogEntry now carries a source_file for provenance, and the loader renders a per-file summary table (records, lookups, span). Co-Authored-By: Claude Opus 5 --- log-analysis/nameres/analyze_nameres_logs.py | 194 ++++++++++++++++--- 1 file changed, 165 insertions(+), 29 deletions(-) diff --git a/log-analysis/nameres/analyze_nameres_logs.py b/log-analysis/nameres/analyze_nameres_logs.py index d695d038..a26b9187 100644 --- a/log-analysis/nameres/analyze_nameres_logs.py +++ b/log-analysis/nameres/analyze_nameres_logs.py @@ -27,6 +27,16 @@ def title(mo): highlighting=False, offset=0, limit=10, biolink_types=[], only_prefixes=, exclude_prefixes=, only_taxa=) took 56.13ms (with 55.58ms waiting for Solr) ``` + + This can be downloaded from CloudWatch by running the query: + + ``` + SOURCE "[application logs]" START=-1w END=now | + fields @timestamp, @message, @logStream, @log + | filter @message like "Lookup query to Solr" + | sort @timestamp desc + | limit 10000 + ``` """) return @@ -38,6 +48,7 @@ def imports(): import ast from dataclasses import dataclass, field, asdict from datetime import datetime + from itertools import combinations from pathlib import Path import marimo as mo @@ -45,28 +56,63 @@ def imports(): import numpy as np import altair as alt - return Path, alt, asdict, ast, dataclass, datetime, json, mo, np, pd, re + return ( + Path, + alt, + asdict, + ast, + combinations, + dataclass, + datetime, + json, + mo, + np, + pd, + re, + ) @app.cell def log_path(Path, mo): - # Path to the raw NameRes log export (a CloudWatch/Log Insights JSON dump). - # This file is intentionally NOT checked into the repository (see logs/.gitignore). - LOG_PATH = Path("logs/nameres-log-analytics-results-2026-07-06.json") - mo.md(f"Reading log file: `{LOG_PATH}`") - return (LOG_PATH,) + # Raw NameRes log exports (CloudWatch Logs Insights JSON dumps). Every + # `nameres-*.json` file in LOG_DIR is loaded and concatenated, so dropping a new + # export into the directory is all it takes to widen the analysis window. + # + # These exports are large and are intentionally NOT checked into the repository: + # `data/` is a symlink to a shared, gitignored data directory. + LOG_DIR = Path("data/log-analysis") + LOG_PATHS = sorted(LOG_DIR.glob("nameres-*.json")) + + if not LOG_PATHS: + raise FileNotFoundError( + f"No NameRes log exports matched {LOG_DIR}/nameres-*.json — " + f"is the data/ symlink in place?" + ) + + mo.md( + f"Reading **{len(LOG_PATHS)}** log export(s) from `{LOG_DIR}`:\n\n" + + "\n".join(f"- `{_p.name}` ({_p.stat().st_size / 1e6:.1f} MB)" for _p in LOG_PATHS) + ) + return (LOG_PATHS,) @app.cell(hide_code=True) def load_section(mo): mo.md(r""" - ## Loading the log file into a dataclass + ## Loading the log files into a dataclass - Each record in the JSON export wraps a single Solr `lookup` log line. We parse + Each record in a JSON export wraps a single Solr `lookup` log line. We parse each line into a `QueryLogEntry` dataclass capturing the query, its parameters, and both latency measurements. Filter fields (`only_prefixes`, `exclude_prefixes`, `only_taxa`) are `|`-delimited in the log and normalized here into lists; an empty value or the literal `None` becomes an empty list (i.e. no filter). + + All exports in `LOG_DIR` are loaded together. Because Logs Insights exports are + plain time-window dumps with no record IDs, two exports covering the same window + would silently double-count the same lookups — so we compute each file's time + span up front and **refuse to load overlapping exports** rather than skew every + statistic downstream. (De-duplicating overlapping exports is future work; for now + the fix is to re-export non-overlapping windows.) """) return @@ -93,6 +139,7 @@ class QueryLogEntry: slow_query: bool # emitted as a WARNING "SLOW QUERY" line pod_name: str = "" image_tag: str = "" + source_file: str = "" # export the line came from, for provenance # Matches both the INFO and the WARNING ("SLOW QUERY:") log variants. @@ -117,7 +164,7 @@ def _parse_filter_list(value: str) -> list[str]: return [part for part in value.split("|") if part] - def parse_record(record: dict) -> QueryLogEntry | None: + def parse_record(record: dict, source_file: str = "") -> QueryLogEntry | None: """Parse one CloudWatch record into a QueryLogEntry, or None if it is not a NameRes lookup line we recognize.""" message = record.get("@message") @@ -150,30 +197,108 @@ def parse_record(record: dict) -> QueryLogEntry | None: slow_query="SLOW QUERY" in line, pod_name=k8s.get("pod_name", ""), image_tag=image.split(":")[-1] if image else "", + source_file=source_file, ) return QueryLogEntry, parse_record @app.cell -def loader(LOG_PATH, QueryLogEntry, json, mo, parse_record): - raw_records = json.loads(LOG_PATH.read_text()) +def loader( + LOG_PATHS, + QueryLogEntry, + combinations, + datetime, + json, + mo, + parse_record, + pd, +): + def log_file_span(records: list[dict]) -> tuple[datetime, datetime]: + """Earliest and latest `@timestamp` across every record in one export. + + Uses the raw records rather than the parsed lookups, so a file's span + reflects the window that was exported even if few lines are lookups. + """ + times = [datetime.fromisoformat(rec["@timestamp"]) for rec in records] + if not times: + raise ValueError("Log export contains no records") + return min(times), max(times) + + + def assert_no_overlapping_spans(spans: dict[str, tuple[datetime, datetime]]) -> None: + """Raise if any two exports cover overlapping time ranges. + + Logs Insights exports carry no per-record ID, so overlapping windows would + double-count the same lookups and quietly bias every statistic below. Until + we have a way to de-duplicate across files, refuse to load them together. + """ + clashes = [ + (name_a, span_a, name_b, span_b) + for (name_a, span_a), (name_b, span_b) in combinations(sorted(spans.items()), 2) + if span_a[0] <= span_b[1] and span_b[0] <= span_a[1] + ] + if clashes: + detail = "\n".join( + f" - {a} ({a_span[0]} .. {a_span[1]})\n" + f" overlaps {b} ({b_span[0]} .. {b_span[1]})" + for a, a_span, b, b_span in clashes + ) + raise ValueError( + f"{len(clashes)} pair(s) of log exports cover overlapping time " + f"spans, which would double-count lookups:\n{detail}\n" + f"Remove or re-export one of each pair so the windows are disjoint." + ) + + + # Pass 1: read every export and work out what window it covers, so that an + # overlap fails fast rather than after minutes of regex parsing. + records_by_file = {path.name: json.loads(path.read_text()) for path in LOG_PATHS} + log_file_spans = {name: log_file_span(recs) for name, recs in records_by_file.items()} + assert_no_overlapping_spans(log_file_spans) + # Pass 2: parse the lookup lines, oldest export first. + raw_records: list[dict] = [] entries: list[QueryLogEntry] = [] skipped_records = 0 - for _rec in raw_records: - _entry = parse_record(_rec) - if _entry is None: - skipped_records += 1 - else: - entries.append(_entry) + _summary_rows = [] + for _name in sorted(records_by_file, key=lambda n: log_file_spans[n][0]): + _recs = records_by_file[_name] + _kept = 0 + for _rec in _recs: + _entry = parse_record(_rec, source_file=_name) + if _entry is None: + skipped_records += 1 + else: + entries.append(_entry) + _kept += 1 + raw_records.extend(_recs) + _start, _end = log_file_spans[_name] + _summary_rows.append( + { + "file": _name, + "records": len(_recs), + "lookups": _kept, + "from": _start, + "to": _end, + "span": _end - _start, + } + ) - mo.md( - f"Parsed **{len(entries):,}** lookup entries from " - f"**{len(raw_records):,}** records " - f"(skipped {skipped_records} non-lookup records)." + log_file_summary = pd.DataFrame(_summary_rows) + + mo.vstack( + [ + mo.md( + f"Parsed **{len(entries):,}** lookup entries from " + f"**{len(raw_records):,}** records across " + f"**{len(LOG_PATHS)}** export(s) " + f"(skipped {skipped_records:,} non-lookup records)." + ), + log_file_summary, + ] ) - return (entries,) + return entries, log_file_summary @app.cell @@ -556,13 +681,19 @@ def build_benchmark_cases(frame: pd.DataFrame) -> list[dict]: @app.cell -def bench_export(LOG_PATH, Path, benchmark_cases, df, json, mo): +def bench_export(Path, benchmark_cases, df, json, log_file_summary, mo): BENCHMARK_DIR = Path("benchmark") BENCHMARK_DIR.mkdir(exist_ok=True) - benchmark_path = BENCHMARK_DIR / "nameres_solr_benchmark_2026-07-06.json" + # Name the export after the window the source logs actually cover, so two runs + # over different log sets do not overwrite each other. + benchmark_path = BENCHMARK_DIR / ( + f"nameres_solr_benchmark_" + f"{df['time'].min():%Y-%m-%d}_to_{df['time'].max():%Y-%m-%d}.json" + ) benchmark_payload = { - "source_log": LOG_PATH.name, + "source_logs": sorted(log_file_summary["file"]), + "log_span": [str(df["time"].min()), str(df["time"].max())], "generated_from_rows": int(len(df)), "num_cases": len(benchmark_cases), "cases": benchmark_cases, @@ -610,13 +741,18 @@ def next_steps(mo): backend returns (do the top-N hits match?), so an ES speedup isn't bought at the cost of relevance. - 4. **More representative input.** This export is a capped, non-uniform 10k-row - CloudWatch sample. Pull a larger and/or time-stratified sample for - benchmarking, and re-run the loader (the parser handles the same log format). + 4. **More representative input.** The loader concatenates every + `data/log-analysis/nameres-*.json` export, so widening the window is now just + a matter of dropping in another CloudWatch dump. Two gaps remain: each export + is still a capped, non-uniform sample of its window, and **overlapping + exports are rejected outright** rather than de-duplicated. Logs Insights + records carry no ID, so de-duplication would have to key on something like + (`@timestamp`, `pod_name`, log line) — see `assert_no_overlapping_spans`. 5. **Extra breakdowns.** Latency by `biolink_types` filter set, by prefix/taxa filters, and by pod / image tag (`pod_name`, `image_tag` are - already parsed) to check for per-instance or per-version effects. + already parsed) to check for per-instance or per-version effects. With + multiple exports loaded, `source_file` also allows per-export comparison. 6. **CSV export variant.** Emit a flattened CSV alongside the JSON for spreadsheet-based review (list params joined with `|`). From 1bd7cbc05db1c223f45a013a498312f070f110a9 Mon Sep 17 00:00:00 2001 From: Gaurav Vaidya Date: Tue, 1 Sep 2026 17:28:19 -0400 Subject: [PATCH 10/15] Ignore the worktree's data symlink, not just a data directory MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit `data/` matches a real directory but not a symlink named `data`, which is how the worktrees reach the shared log-export directory — so the symlink showed up as untracked in every `git status`. Ignore both spellings. Co-Authored-By: Claude Opus 5 --- .gitignore | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 97083602..129c7be6 100644 --- a/.gitignore +++ b/.gitignore @@ -1,5 +1,7 @@ -# Ignore all data files. +# Ignore all data files. Both spellings are needed: `data/` matches a real +# directory, `data` also matches a symlink to one (as in the worktrees). data/ +data # From GitHub *.class From aec1f6abd33d4ee01d9c7460c2f913da53546144 Mon Sep 17 00:00:00 2001 From: Gaurav Vaidya Date: Tue, 1 Sep 2026 17:28:19 -0400 Subject: [PATCH 11/15] Narrow the NameRes log notebook to autocomplete-only analysis MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Autocomplete is ~3% of NameRes traffic and behaves nothing like the rest of it: in a mixed export, autocomplete p95 Solr wait was ~2.8s against ~43ms for exact lookups, with a p99 of several minutes. Mixing the two made every aggregate a weighted average of two unrelated populations, so this notebook now analyses autocomplete alone; exact-match analysis will get its own notebook over the general `nameres-*` exports, reusing this parser. The loader globs `nameres-autocomplete-only-*.json` — deliberately narrower than `nameres-*`, because the general exports share the directory and would both dilute the analysis and trip the overlapping-span check. The autocomplete filter is applied at CloudWatch query time (`@message like /Lookup query to Solr.*autocomplete=True/`), which is selective enough that a 10-week window lands under the 10,000-row cap: the export is the complete autocomplete population for its window, not a sample of it. Every by-mode split was replaced with a split by result limit and query-length bucket. New: inferred typing chains. The logs carry no session or user ID, so consecutive lookups are joined when they share a request shape (limit plus all filters), one query is a case-insensitive prefix of the other (so backspacing also extends a chain), and they fall within a tunable gap. That reconstructs `diab` -> `diabe` -> `diabetes type 2`, giving each keystroke a final search term. The result is insensitive to the threshold: between a 30s and 60s gap the chain count moves under 3%, since the median gap between prefix-compatible queries is ~2s. Both `final_query` (chronologically last) and `longest_query` (survives trailing backspaces) are emitted, because they disagree whenever a user deletes at the end. Exported as CSV alongside the replay benchmark. Paths are now anchored on `mo.notebook_dir()` rather than the process cwd. marimo inherits the cwd of whatever launched it, so `Path("benchmark")` was writing to the repo root when the notebook was opened from there — past the `log-analysis/nameres/.gitignore` that exists to catch exactly those artifacts. The pure helpers (`log_file_span`, `assert_no_overlapping_spans`, `request_shape`, `assign_chains`) moved into their own cells so they can be unit tested without a log export on disk. Co-Authored-By: Claude Opus 5 --- log-analysis/nameres/.gitignore | 3 + log-analysis/nameres/analyze_nameres_logs.py | 555 ++++++++++++++----- 2 files changed, 424 insertions(+), 134 deletions(-) diff --git a/log-analysis/nameres/.gitignore b/log-analysis/nameres/.gitignore index d6c106be..89f330a5 100644 --- a/log-analysis/nameres/.gitignore +++ b/log-analysis/nameres/.gitignore @@ -3,3 +3,6 @@ __marimo__/ # Generated benchmark artifacts — regenerated from the (uncommitted) logs. benchmark/ + +# Generated CSV exports — regenerated from the (uncommitted) logs. +output/ diff --git a/log-analysis/nameres/analyze_nameres_logs.py b/log-analysis/nameres/analyze_nameres_logs.py index a26b9187..cdff0e6f 100644 --- a/log-analysis/nameres/analyze_nameres_logs.py +++ b/log-analysis/nameres/analyze_nameres_logs.py @@ -7,36 +7,44 @@ @app.cell(hide_code=True) def title(mo): mo.md(r""" - # NameRes Log Analysis + # NameRes Autocomplete Log Analysis - Analysis of **NameRes** (Name Resolver) query logs from the Solr-backed - production service. The goal is to characterize how NameRes performs on - different kinds of free-text `lookup` queries, and to build a **benchmark** - we can replay against an alternate NameRes implementation backed by - **ElasticSearch**. + Analysis of **autocomplete** (`autocomplete=True`) queries against **NameRes** + (Name Resolver), the Solr-backed production name lookup service. The goal is to + characterize how NameRes performs on incremental type-ahead queries, and to + build a **benchmark** we can replay against an alternate NameRes implementation + backed by **ElasticSearch**. - This mirrors the NodeNorm log analysis notebook, but NameRes queries are - single free-text strings with filters (rather than lists of CURIEs), and - each log line reports two latencies: total request time (`took`) and the - portion spent **waiting for Solr**. + Autocomplete is the case worth isolating. It is a small slice of NameRes traffic + (~3% of lookups in a general export) but it is by far the worst-behaved: in a + mixed sample, autocomplete p95 Solr wait was ~2.8 s against ~43 ms for exact + lookups, with a p99 of several minutes. It is also the most latency-sensitive + mode, since a user is waiting on it between keystrokes. - A typical log line looks like: + Each log line reports two latencies: total request time (`took`) and the portion + spent **waiting for Solr**. A typical line looks like: ``` - INFO:api.server:Lookup query to Solr for "SRSF2" (autocomplete=False, - highlighting=False, offset=0, limit=10, biolink_types=[], only_prefixes=, - exclude_prefixes=, only_taxa=) took 56.13ms (with 55.58ms waiting for Solr) + INFO:api.server:Lookup query to Solr for "neutrop" (autocomplete=True, + highlighting=False, offset=0, limit=20, biolink_types=[''], only_prefixes=, + exclude_prefixes=, only_taxa=None) took 22.01ms (with 21.30ms waiting for Solr) ``` - This can be downloaded from CloudWatch by running the query: + Exports are downloaded from CloudWatch Logs Insights with the autocomplete + filter applied at query time, so the whole result budget is spent on the mode we + care about rather than on the ~97% of traffic we do not: ``` - SOURCE "[application logs]" START=-1w END=now | - fields @timestamp, @message, @logStream, @log - | filter @message like "Lookup query to Solr" + SOURCE "[application logs]" START=-10w END=now + | fields @timestamp, @message, @logStream, @log + | filter @message like /Lookup query to Solr.*autocomplete=True/ | sort @timestamp desc | limit 10000 ``` + + Non-autocomplete analysis lived here previously and will return in its own + notebook; mixing the two made every aggregate a weighted average of two + populations that behave nothing alike. """) return @@ -57,7 +65,6 @@ def imports(): import altair as alt return ( - Path, alt, asdict, ast, @@ -73,27 +80,39 @@ def imports(): @app.cell -def log_path(Path, mo): - # Raw NameRes log exports (CloudWatch Logs Insights JSON dumps). Every - # `nameres-*.json` file in LOG_DIR is loaded and concatenated, so dropping a new - # export into the directory is all it takes to widen the analysis window. +def log_path(mo): + # Anchor every path on the notebook's own location, not the process cwd. marimo + # inherits the cwd of whatever launched it (repo root, if started from there), + # so cwd-relative paths silently write generated artifacts into the wrong + # directory — past the `log-analysis/nameres/.gitignore` that exists to catch + # them — depending on where the notebook was opened from. + NOTEBOOK_DIR = mo.notebook_dir() + REPO_ROOT = NOTEBOOK_DIR.parents[1] + + # Raw NameRes autocomplete-only log exports (CloudWatch Logs Insights JSON + # dumps). Every `nameres-autocomplete-only-*.json` file in LOG_DIR is loaded and + # concatenated, so widening the window means dropping in another export. + # + # The glob is deliberately narrow: LOG_DIR also holds general (all-mode) exports, + # and loading those here would both dilute the analysis and trip the + # overlapping-span check below. # # These exports are large and are intentionally NOT checked into the repository: # `data/` is a symlink to a shared, gitignored data directory. - LOG_DIR = Path("data/log-analysis") - LOG_PATHS = sorted(LOG_DIR.glob("nameres-*.json")) + LOG_DIR = REPO_ROOT / "data" / "log-analysis" + LOG_PATHS = sorted(LOG_DIR.glob("nameres-autocomplete-only-*.json")) if not LOG_PATHS: raise FileNotFoundError( - f"No NameRes log exports matched {LOG_DIR}/nameres-*.json — " - f"is the data/ symlink in place?" + f"No autocomplete-only log exports matched " + f"{LOG_DIR}/nameres-autocomplete-only-*.json — is the data/ symlink in place?" ) mo.md( - f"Reading **{len(LOG_PATHS)}** log export(s) from `{LOG_DIR}`:\n\n" + f"Reading **{len(LOG_PATHS)}** autocomplete-only export(s) from `{LOG_DIR}`:\n\n" + "\n".join(f"- `{_p.name}` ({_p.stat().st_size / 1e6:.1f} MB)" for _p in LOG_PATHS) ) - return (LOG_PATHS,) + return LOG_PATHS, NOTEBOOK_DIR @app.cell(hide_code=True) @@ -107,12 +126,12 @@ def load_section(mo): `only_taxa`) are `|`-delimited in the log and normalized here into lists; an empty value or the literal `None` becomes an empty list (i.e. no filter). - All exports in `LOG_DIR` are loaded together. Because Logs Insights exports are - plain time-window dumps with no record IDs, two exports covering the same window - would silently double-count the same lookups — so we compute each file's time - span up front and **refuse to load overlapping exports** rather than skew every - statistic downstream. (De-duplicating overlapping exports is future work; for now - the fix is to re-export non-overlapping windows.) + All autocomplete-only exports in `LOG_DIR` are loaded together. Because Logs + Insights exports are plain time-window dumps with no record IDs, two exports + covering the same window would silently double-count the same lookups — so we + compute each file's time span up front and **refuse to load overlapping exports** + rather than skew every statistic downstream. (De-duplicating overlapping exports + is future work; for now the fix is to re-export non-overlapping windows.) """) return @@ -204,16 +223,7 @@ def parse_record(record: dict, source_file: str = "") -> QueryLogEntry | None: @app.cell -def loader( - LOG_PATHS, - QueryLogEntry, - combinations, - datetime, - json, - mo, - parse_record, - pd, -): +def span_helpers(combinations, datetime): def log_file_span(records: list[dict]) -> tuple[datetime, datetime]: """Earliest and latest `@timestamp` across every record in one export. @@ -232,6 +242,10 @@ def assert_no_overlapping_spans(spans: dict[str, tuple[datetime, datetime]]) -> Logs Insights exports carry no per-record ID, so overlapping windows would double-count the same lookups and quietly bias every statistic below. Until we have a way to de-duplicate across files, refuse to load them together. + + Spans are treated as closed intervals: two exports that merely touch at an + endpoint are rejected, because that shared instant really can hold the same + log line twice. """ clashes = [ (name_a, span_a, name_b, span_b) @@ -250,7 +264,20 @@ def assert_no_overlapping_spans(spans: dict[str, tuple[datetime, datetime]]) -> f"Remove or re-export one of each pair so the windows are disjoint." ) + return assert_no_overlapping_spans, log_file_span + +@app.cell +def loader( + LOG_PATHS, + QueryLogEntry, + assert_no_overlapping_spans, + json, + log_file_span, + mo, + parse_record, + pd, +): # Pass 1: read every export and work out what window it covers, so that an # overlap fails fast rather than after minutes of regex parsing. records_by_file = {path.name: json.loads(path.read_text()) for path in LOG_PATHS} @@ -306,6 +333,20 @@ def dataframe(asdict, entries: "list[QueryLogEntry]", np, pd): df = pd.DataFrame([asdict(e) for e in entries]) df["time"] = pd.to_datetime(df["time"]) + # This notebook is autocomplete-only; a stray exact lookup means the export was + # built with the wrong Logs Insights filter, which would quietly bias every + # aggregate below. + if not df["autocomplete"].all(): + raise ValueError( + f"{int((~df['autocomplete']).sum()):,} of {len(df):,} entries are not " + f"autocomplete=True — was this export downloaded without the " + f"`autocomplete=True` filter?" + ) + + # Some clients send biolink_types=[''] (an empty string rather than no filter); + # treat that as "no filter" so the filter-usage counts mean what they say. + df["biolink_types"] = df["biolink_types"].apply(lambda ts: [t for t in ts if t]) + # Derived columns to make slicing the data easier. df["num_biolink_types"] = df["biolink_types"].apply(len) df["has_biolink_filter"] = df["num_biolink_types"] > 0 @@ -314,7 +355,13 @@ def dataframe(asdict, entries: "list[QueryLogEntry]", np, pd): df["has_taxa_filter"] = df["only_taxa"].apply(len) > 0 # Total request time minus the Solr wait = time spent in the NameRes app itself. df["app_overhead_ms"] = df["took_ms"] - df["solr_wait_ms"] - df["mode"] = np.where(df["autocomplete"], "autocomplete", "exact") + # Short prefixes are the interesting case for autocomplete, so bucket finely at + # the low end and coarsely at the top. + df["query_length_bucket"] = pd.cut( + df["query_length"], + bins=[0, 3, 5, 8, 12, 20, np.inf], + labels=["1-3", "4-5", "6-8", "9-12", "13-20", "21+"], + ) df = df.sort_values("time").reset_index(drop=True) df @@ -326,10 +373,12 @@ def measures_header(mo): mo.md(r""" # Overall measures - Headline numbers for the whole log, then a latency breakdown by query mode. - NameRes reports two latencies per request: **`took_ms`** (total request time) - and **`solr_wait_ms`** (time waiting for Solr). Their difference is the - **app overhead** spent inside the NameRes web layer. + Headline numbers for the autocomplete traffic in the export, then a latency + breakdown by requested result `limit`. NameRes reports two latencies per + request: **`took_ms`** (total request time) and **`solr_wait_ms`** (time waiting + for Solr). Their difference is the **app overhead** spent inside the NameRes web + layer — and for autocomplete it is negligible next to the Solr wait, which is + the whole point: the fix has to come from the search backend. """) return @@ -342,14 +391,14 @@ def overall_stats(df, mo): mo.md(f""" - **Time range:** {df['time'].min()} → {df['time'].max()}   ({_span}) - - **Total lookups:** {_n:,}   (~{_reqs_per_day:,.0f} / day) + - **Autocomplete lookups:** {_n:,}   (~{_reqs_per_day:,.0f} / day) - **Unique query strings:** {df['query'].nunique():,} - - **Mode split:** {int(df['autocomplete'].sum()):,} autocomplete / {int((~df['autocomplete']).sum()):,} exact - **Slow queries (WARNING):** {int(df['slow_query'].sum()):,} ({df['slow_query'].mean() * 100:.2f}%) - - **Total latency:** median {df['took_ms'].median():.2f} ms, mean {df['took_ms'].mean():.2f} ms, max {df['took_ms'].max():,.2f} ms - - **Solr wait:** median {df['solr_wait_ms'].median():.2f} ms, mean {df['solr_wait_ms'].mean():.2f} ms, max {df['solr_wait_ms'].max():,.2f} ms - - **App overhead:** median {df['app_overhead_ms'].median():.2f} ms, mean {df['app_overhead_ms'].mean():.2f} ms + - **Total latency:** median {df['took_ms'].median():.2f} ms, p95 {df['took_ms'].quantile(0.95):,.2f} ms, max {df['took_ms'].max():,.2f} ms + - **Solr wait:** median {df['solr_wait_ms'].median():.2f} ms, p95 {df['solr_wait_ms'].quantile(0.95):,.2f} ms, max {df['solr_wait_ms'].max():,.2f} ms + - **App overhead:** median {df['app_overhead_ms'].median():.2f} ms, p95 {df['app_overhead_ms'].quantile(0.95):.2f} ms   ({df['app_overhead_ms'].sum() / df['took_ms'].sum() * 100:.1f}% of total time) - **Query length (chars):** median {int(df['query_length'].median())}, mean {df['query_length'].mean():.1f}, max {df['query_length'].max()} + - **Result limits requested:** {', '.join(f'{_k}×{_v:,}' for _k, _v in df['limit'].value_counts().items())} - **Filters used:** biolink_types {df['has_biolink_filter'].mean() * 100:.0f}%, only_prefixes {df['has_only_prefixes'].mean() * 100:.0f}%, exclude_prefixes {df['has_exclude_prefixes'].mean() * 100:.0f}%, only_taxa {df['has_taxa_filter'].mean() * 100:.0f}% """) return @@ -378,9 +427,13 @@ def latency_summary_rows(frame: pd.DataFrame, scope: str) -> list[dict]: return rows + # Everything here is autocomplete, so the interesting splits are the requested + # result limit and how far into the word the user has typed. _rows = latency_summary_rows(df, "overall") - for _mode, _grp in df.groupby("mode"): - _rows += latency_summary_rows(_grp, _mode) + for _limit, _grp in df.groupby("limit"): + _rows += latency_summary_rows(_grp, f"limit={_limit}") + for _bucket, _grp in df.groupby("query_length_bucket", observed=True): + _rows += latency_summary_rows(_grp, f"qlen {_bucket}") latency_table = pd.DataFrame(_rows) latency_table @@ -392,17 +445,19 @@ def viz_header(mo): mo.md(r""" # Visualizations - Interactive charts characterizing NameRes query performance. Because latency is - extremely heavy-tailed (a handful of requests take seconds while most take - ~13 ms), several charts default to a log scale. Use the controls to switch - metric and scale. + Interactive charts characterizing autocomplete performance. Because latency is + extremely heavy-tailed (a handful of requests take minutes while most take + tens of milliseconds), several charts default to a log scale. Use the controls + to switch metric and scale. """) return @app.cell def viz_setup(alt, mo): - # Altair caps embedded data at 5,000 rows by default; we have ~10k, so lift it. + # Altair caps embedded data at 5,000 rows by default. The autocomplete-only + # exports are well under that today, but lifting the cap keeps the charts + # working as more export windows are added. alt.data_transformers.disable_max_rows() mo.md("_Altair row limit disabled for this session._") return @@ -440,50 +495,51 @@ def latency_hist(alt, df, max_ms, metric_choice, mo, np, use_log): _x = alt.X(f"{_metric}:Q", bin=alt.Bin(maxbins=60), title=f"{_metric} (ms)") _hist = ( - alt.Chart(_d) + alt.Chart(_d[["_logv", _metric, "limit"]] if use_log.value else _d[[_metric, "limit"]]) .mark_bar(opacity=0.75) .encode( _x, alt.Y("count()", title="requests", stack=None), - alt.Color("mode:N", title="Query mode"), - tooltip=[alt.Tooltip("count()", title="requests"), "mode:N"], + alt.Color("limit:N", title="Result limit"), + tooltip=[alt.Tooltip("count()", title="requests"), "limit:N"], ) - .properties(height=280, title=f"Distribution of {_metric}") + .properties(height=280, title=f"Distribution of {_metric} (autocomplete only)") ) mo.ui.altair_chart(_hist) return @app.cell -def box_by_mode(alt, df): - # Total latency by mode (log scale, since the tail spans ~5 orders of magnitude). - _bm = ( - alt.Chart(df[df["took_ms"] > 0]) +def box_by_qlen(alt, df): + # Solr wait by how many characters the user has typed. Short prefixes match a + # huge slice of the index, so this is where autocomplete is expected to hurt. + _bq = ( + alt.Chart(df.loc[df["solr_wait_ms"] > 0, ["query_length_bucket", "solr_wait_ms"]]) .mark_boxplot(extent=1.5) .encode( - alt.X("mode:N", title="Query mode"), - alt.Y("took_ms:Q", scale=alt.Scale(type="log"), title="Total latency (ms, log)"), - alt.Color("mode:N", legend=None), + alt.X("query_length_bucket:N", title="Query length (chars)", sort=None), + alt.Y("solr_wait_ms:Q", scale=alt.Scale(type="log"), title="Solr wait (ms, log)"), + alt.Color("query_length_bucket:N", legend=None), ) - .properties(height=320, title="Total latency by query mode") + .properties(height=320, title="Solr wait by query length") ) - _bm + _bq return @app.cell def solr_by_limit(alt, df): - # Solr wait by requested result limit, split by mode. + # Solr wait by requested result limit. Autocomplete clients that ask for 100 + # results pay for all 100, on every keystroke. _bl = ( - alt.Chart(df[df["solr_wait_ms"] > 0]) + alt.Chart(df.loc[df["solr_wait_ms"] > 0, ["limit", "solr_wait_ms"]]) .mark_boxplot(extent=1.5) .encode( alt.X("limit:O", title="limit (requested results)"), alt.Y("solr_wait_ms:Q", scale=alt.Scale(type="log"), title="Solr wait (ms, log)"), - alt.Color("mode:N", title="Query mode"), - alt.XOffset("mode:N"), + alt.Color("limit:O", legend=None), ) - .properties(height=320, title="Solr wait time by result limit and mode") + .properties(height=320, title="Solr wait time by result limit") ) _bl return @@ -491,29 +547,35 @@ def solr_by_limit(alt, df): @app.cell def latency_vs_qlen(alt, df, mo): - # Median and p95 Solr wait vs query length (chars), aggregated per length & mode. + # Median and p95 Solr wait vs exact query length (chars), aggregated per length. _q = df[df["query_length"] <= 40] _agg = ( - _q.groupby(["query_length", "mode"]) + _q.groupby("query_length") .agg( median_ms=("solr_wait_ms", "median"), p95_ms=("solr_wait_ms", lambda s: s.quantile(0.95)), n=("solr_wait_ms", "size"), ) .reset_index() + .melt( + id_vars=["query_length", "n"], + value_vars=["median_ms", "p95_ms"], + var_name="statistic", + value_name="solr_wait_ms", + ) ) - _median_line = ( + _qlen_line = ( alt.Chart(_agg) .mark_line(point=True) .encode( alt.X("query_length:Q", title="Query length (chars)"), - alt.Y("median_ms:Q", title="Solr wait (ms)"), - alt.Color("mode:N", title="Query mode"), - tooltip=["query_length", "mode", "median_ms", "p95_ms", "n"], + alt.Y("solr_wait_ms:Q", scale=alt.Scale(type="log"), title="Solr wait (ms, log)"), + alt.Color("statistic:N", title="Statistic"), + tooltip=["query_length", "statistic", "solr_wait_ms", "n"], ) - .properties(height=300, title="Median Solr wait vs query length (queries ≤ 40 chars)") + .properties(height=300, title="Solr wait vs query length (queries ≤ 40 chars)") ) - mo.ui.altair_chart(_median_line) + mo.ui.altair_chart(_qlen_line) return @@ -521,14 +583,13 @@ def latency_vs_qlen(alt, df, mo): def qlen_dist(alt, df): # Distribution of query lengths (capped at 40 chars for readability). _qd = ( - alt.Chart(df[df["query_length"] <= 40]) + alt.Chart(df.loc[df["query_length"] <= 40, ["query_length"]]) .mark_bar() .encode( alt.X("query_length:Q", bin=alt.Bin(maxbins=40), title="Query length (chars)"), alt.Y("count()", title="requests"), - alt.Color("mode:N", title="Query mode"), ) - .properties(height=280, title="Query length distribution") + .properties(height=280, title="Autocomplete query length distribution") ) _qd return @@ -539,10 +600,11 @@ def time_caption(mo): mo.md(r""" ### Temporal coverage - **Caveat:** this export is a capped/non-uniform sample of log lines (CloudWatch - returns at most 10,000 rows), so the counts below reflect *what is in the export*, - not true NameRes traffic volume. It is shown only to confirm the time span the - sample covers. + Unlike the general (all-mode) exports, the autocomplete-only query is selective + enough that a 10-week window comes back well under the CloudWatch 10,000-row + cap — so this is the *complete* autocomplete population for the window, not a + sample of it. The per-day counts below are therefore real traffic volume, though + they are still subject to the log retention window. """) return @@ -571,8 +633,9 @@ def slow_header(mo): NameRes logs a `WARNING: SLOW QUERY` when a lookup crosses its slow-query threshold. These are the requests an ElasticSearch backend would most need to - improve on. Below: how the slow-query rate varies by mode and result limit, and - the actual slowest queries in the sample. + improve on, and in autocomplete they land directly in a user's typing loop. + Below: how the slow-query rate varies by result limit and query length, and the + actual slowest queries in the export. """) return @@ -580,19 +643,22 @@ def slow_header(mo): @app.cell def slow_rate(alt, df): _slow = ( - df.groupby(["limit", "mode"])["slow_query"].mean().reset_index() + df.groupby(["limit", "query_length_bucket"], observed=True)["slow_query"] + .agg(["mean", "size"]) + .reset_index() + .rename(columns={"mean": "fraction_slow", "size": "n"}) ) _sr = ( alt.Chart(_slow) .mark_bar() .encode( alt.X("limit:O", title="limit (requested results)"), - alt.Y("slow_query:Q", title="fraction slow", axis=alt.Axis(format="%")), - alt.Color("mode:N", title="Query mode"), - alt.XOffset("mode:N"), - tooltip=["limit", "mode", alt.Tooltip("slow_query:Q", format=".1%")], + alt.Y("fraction_slow:Q", title="fraction slow", axis=alt.Axis(format="%")), + alt.Color("query_length_bucket:N", title="Query length", sort=None), + alt.XOffset("query_length_bucket:N", sort=None), + tooltip=["limit", "query_length_bucket", alt.Tooltip("fraction_slow:Q", format=".1%"), "n"], ) - .properties(height=300, title="Slow-query rate by result limit and mode") + .properties(height=300, title="Slow-query rate by result limit and query length") ) _sr return @@ -600,10 +666,10 @@ def slow_rate(alt, df): @app.cell def slowest_queries(df): - # The actual slowest lookups in the sample (by Solr wait time). + # The actual slowest autocomplete lookups in the export (by Solr wait time). slowest_queries = ( df.nlargest(25, "solr_wait_ms")[ - ["time", "query", "mode", "limit", "num_biolink_types", + ["time", "query", "query_length", "limit", "num_biolink_types", "has_exclude_prefixes", "solr_wait_ms", "took_ms"] ] .reset_index(drop=True) @@ -612,6 +678,210 @@ def slowest_queries(df): return +@app.cell +def chain_header(mo): + mo.md(r""" + # Typing chains: what were they actually looking for? + + An autocomplete log line is one keystroke's worth of a query, so `"diab"` on its + own says little. Reconstructing the **typing chain** — `diab` → `diabe` → + `diabet` → `diabetes type 2` — tells us what the user was reaching for, which + prefixes were expensive on the way there, and how many round trips a single + lookup actually costs. + + The logs carry **no session or user ID**, so chains are inferred. Consecutive + lookups are joined into one chain when all of the following hold: + + 1. they share the same request shape (`limit`, `biolink_types`, `only_prefixes`, + `exclude_prefixes`, `only_taxa`) — i.e. the same client widget; + 2. one query is a **prefix of the other**, case-insensitively (so both typing + forward and backspacing extend a chain); + 3. they are less than `chain_gap` apart in time. + + This is a heuristic, and it has two known failure modes: two users typing the + same term at the same moment through the same widget merge into one chain, and a + user who pauses longer than `chain_gap` is split into two. In this export the + median gap between prefix-compatible consecutive queries is ~2 s and the 90th + percentile is ~43 s, so the result is not very sensitive to the threshold — + between a 30 s and a 60 s gap the chain count moves by under 3%. + + Two "final term" columns are produced, because they answer different questions: + + - **`final_query`** — the chronologically last query in the chain, i.e. what the + user was left looking at. + - **`longest_query`** — the longest query in the chain, i.e. the fullest term + they ever typed. When a user backspaces at the end (`salisylic` → … → `salic`), + this is the one you want. + """) + return + + +@app.cell +def chain_controls(mo): + chain_gap = mo.ui.slider( + start=5, stop=300, step=5, value=60, + label="Max seconds between keystrokes in one chain", show_value=True, + ) + chain_gap + return (chain_gap,) + + +@app.cell +def chain_helpers(pd): + def request_shape(row: pd.Series) -> tuple: + """The parameters that identify one client widget's request shape. + + Two lookups with different shapes came from different callers (or a caller + that changed its filters), so they never belong to the same typing chain. + """ + return ( + row["limit"], + tuple(row["biolink_types"]), + tuple(row["only_prefixes"]), + tuple(row["exclude_prefixes"]), + tuple(row["only_taxa"]), + ) + + + def assign_chains(frame: pd.DataFrame, gap: pd.Timedelta) -> pd.Series: + """Group consecutive autocomplete lookups into inferred typing chains. + + `frame` must be sorted by time. Returns a chain ID per row, aligned to + `frame.index`. See the section header for the joining rules and caveats. + """ + last_by_shape: dict[tuple, tuple[int, str, pd.Timestamp]] = {} + chain_ids: list[int] = [] + next_id = 0 + for _, row in frame.iterrows(): + shape = request_shape(row) + query = row["query"].casefold() + previous = last_by_shape.get(shape) + if ( + previous is not None + and row["time"] - previous[2] <= gap + and (query.startswith(previous[1]) or previous[1].startswith(query)) + ): + chain_id = previous[0] + else: + chain_id = next_id + next_id += 1 + chain_ids.append(chain_id) + last_by_shape[shape] = (chain_id, query, row["time"]) + return pd.Series(chain_ids, index=frame.index, name="chain_id") + + return (assign_chains,) + + +@app.cell +def chain_build(assign_chains, chain_gap, df, mo, pd): + chains = df.assign(chain_id=assign_chains(df, pd.Timedelta(seconds=chain_gap.value))) + _by_chain = chains.groupby("chain_id", sort=False) + chains = chains.assign( + chain_length=_by_chain["query"].transform("size"), + position_in_chain=_by_chain.cumcount() + 1, + final_query=_by_chain["query"].transform("last"), + longest_query=_by_chain["query"].transform(lambda s: max(s, key=len)), + chain_started_at=_by_chain["time"].transform("first"), + chain_solr_wait_ms=_by_chain["solr_wait_ms"].transform("sum"), + ) + + _multi = chains[chains["chain_length"] > 1] + mo.md(f""" + - **Chains inferred:** {chains['chain_id'].nunique():,} from {len(chains):,} lookups + (gap = {chain_gap.value}s) + - **Multi-keystroke chains:** {_multi['chain_id'].nunique():,} + ({len(_multi):,} lookups, {len(_multi) / len(chains) * 100:.0f}% of traffic) + - **Longest chain:** {int(chains['chain_length'].max())} lookups + - **Solr wait per completed chain:** median + {_by_chain['solr_wait_ms'].sum().median():,.0f} ms, p95 + {_by_chain['solr_wait_ms'].sum().quantile(0.95):,.0f} ms + """) + return (chains,) + + +@app.cell +def chain_examples(chains): + # The longest inferred chains, rendered as the sequence the user typed. Useful + # for eyeballing whether the heuristic is joining sensible things. + chain_examples = ( + chains[chains["chain_length"] > 1] + .groupby("chain_id", sort=False) + .agg( + started_at=("time", "first"), + keystrokes=("query", "size"), + typed=("query", lambda s: " → ".join(s)), + final_query=("final_query", "first"), + longest_query=("longest_query", "first"), + limit=("limit", "first"), + total_solr_wait_ms=("solr_wait_ms", "sum"), + ) + .sort_values(["keystrokes", "total_solr_wait_ms"], ascending=False) + .reset_index(drop=True) + ) + chain_examples + return + + +@app.cell +def chain_csv_header(mo): + mo.md(r""" + ## CSV export + + One row per autocomplete lookup, with the inferred final search term attached. + The four columns asked for are `query`, `time`, `solr_wait_ms` and + `final_query`; the rest are there to let a reader judge how much to trust the + chain inference (`chain_length`, `position_in_chain`) and to reproduce the + request (`limit`). + """) + return + + +@app.cell +def chain_csv_export(NOTEBOOK_DIR, chains, df, mo): + OUTPUT_DIR = NOTEBOOK_DIR / "output" + OUTPUT_DIR.mkdir(exist_ok=True) + + autocomplete_csv = chains[ + [ + "query", # the autocomplete term as typed + "time", # when the lookup was issued + "solr_wait_ms", # how long NameRes waited on Solr + "final_query", # last query in the inferred typing chain + "longest_query", # longest query in the chain (survives backspacing) + "took_ms", + "chain_id", + "position_in_chain", + "chain_length", + "limit", + "query_length", + "slow_query", + "source_file", + ] + ].copy() + + autocomplete_csv_path = OUTPUT_DIR / ( + f"nameres_autocomplete_terms_" + f"{df['time'].min():%Y-%m-%d}_to_{df['time'].max():%Y-%m-%d}.csv" + ) + _csv_text = autocomplete_csv.to_csv(index=False) + autocomplete_csv_path.write_text(_csv_text) + + mo.vstack([ + mo.md( + f"Wrote **{len(autocomplete_csv):,}** rows to " + f"`{autocomplete_csv_path}` ({len(_csv_text) / 1e3:.0f} kB)." + ), + mo.download( + data=_csv_text.encode("utf-8"), + filename=autocomplete_csv_path.name, + mimetype="text/csv", + label="Download autocomplete terms CSV", + ), + autocomplete_csv.head(25), + ]) + return + + @app.cell(hide_code=True) def bench_header(mo): mo.md(r""" @@ -622,7 +892,10 @@ def bench_header(mo): each carrying the parameters needed to reissue the lookup plus the **observed Solr baseline latency**. Replaying these cases against both backends and comparing to `baseline_solr` gives an apples-to-apples latency comparison on - real production queries. + real production autocomplete queries. + + Every case here has `autocomplete=True`; a replay harness must not drop that + flag, since it is the whole difference between this workload and a plain lookup. """) return @@ -681,17 +954,25 @@ def build_benchmark_cases(frame: pd.DataFrame) -> list[dict]: @app.cell -def bench_export(Path, benchmark_cases, df, json, log_file_summary, mo): - BENCHMARK_DIR = Path("benchmark") +def bench_export( + NOTEBOOK_DIR, + benchmark_cases, + df, + json, + log_file_summary, + mo, +): + BENCHMARK_DIR = NOTEBOOK_DIR / "benchmark" BENCHMARK_DIR.mkdir(exist_ok=True) # Name the export after the window the source logs actually cover, so two runs # over different log sets do not overwrite each other. benchmark_path = BENCHMARK_DIR / ( - f"nameres_solr_benchmark_" + f"nameres_autocomplete_solr_benchmark_" f"{df['time'].min():%Y-%m-%d}_to_{df['time'].max():%Y-%m-%d}.json" ) benchmark_payload = { + "mode": "autocomplete", "source_logs": sorted(log_file_summary["file"]), "log_span": [str(df["time"].min()), str(df["time"].max())], "generated_from_rows": int(len(df)), @@ -721,41 +1002,47 @@ def next_steps(mo): mo.md(r""" # Next steps - This notebook loads and characterizes the **Solr** production logs and emits a - replayable benchmark. To turn it into a Solr-vs-ElasticSearch comparison, the - planned follow-up work is: + This notebook characterizes **autocomplete** traffic against the **Solr** + backend and emits both a replayable benchmark and a per-lookup CSV. To turn it + into a Solr-vs-ElasticSearch comparison, the planned follow-up work is: 1. **Replay harness.** Issue each benchmark case (from - `benchmark/nameres_solr_benchmark_*.json`) against a live NameRes endpoint — - once against the Solr backend, once against the ElasticSearch backend — - recording measured latency per case. Reuse `CachedNameRes` + `benchmark/nameres_autocomplete_solr_benchmark_*.json`) against a live NameRes + endpoint — once against the Solr backend, once against the ElasticSearch + backend — recording measured latency per case. Reuse `CachedNameRes` (`src/babel_validation/services/nameres.py`) for the API calls. 2. **Latency comparison.** Join the replayed ES/Solr latencies back to each case's `baseline_solr` to produce per-case and aggregate speedup/regression - tables and charts (e.g. ES p50/p95 vs Solr, by mode and limit). Watch the - pathological cases first: short autocomplete queries at high `limit`. + tables and charts. Watch the pathological cases first: short prefixes at + `limit=100`. 3. **Result-quality parity, not just speed.** The current benchmark compares latency only. A fuller benchmark should also compare the **result sets** each backend returns (do the top-N hits match?), so an ES speedup isn't bought at - the cost of relevance. - - 4. **More representative input.** The loader concatenates every - `data/log-analysis/nameres-*.json` export, so widening the window is now just - a matter of dropping in another CloudWatch dump. Two gaps remain: each export - is still a capped, non-uniform sample of its window, and **overlapping - exports are rejected outright** rather than de-duplicated. Logs Insights - records carry no ID, so de-duplication would have to key on something like - (`@timestamp`, `pod_name`, log line) — see `assert_no_overlapping_spans`. - - 5. **Extra breakdowns.** Latency by `biolink_types` filter set, by - prefix/taxa filters, and by pod / image tag (`pod_name`, `image_tag` are - already parsed) to check for per-instance or per-version effects. With - multiple exports loaded, `source_file` also allows per-export comparison. - - 6. **CSV export variant.** Emit a flattened CSV alongside the JSON for - spreadsheet-based review (list params joined with `|`). + the cost of relevance. Autocomplete makes this sharper: the chain data says + what the user *ended up* searching for, so we can ask whether the right answer + was already in the top N several keystrokes earlier. + + 4. **Chain-level metrics.** The typing chains are currently descriptive. The + metric a user actually feels is the total Solr wait across a whole chain, and + the slowest single keystroke in it — worth promoting to a headline comparison + between backends. + + 5. **Bring back non-autocomplete analysis.** Exact-match lookups were split out + of this notebook because mixing the two populations made every aggregate a + weighted average of two things that behave nothing alike (p95 Solr wait + ~2.8 s vs ~43 ms). They deserve their own notebook over the general + `data/log-analysis/nameres-*` exports, sharing this one's parser. + + 6. **De-duplicate overlapping exports.** `assert_no_overlapping_spans` currently + refuses overlapping windows outright. Logs Insights records carry no ID, so + de-duplication would have to key on something like (`@timestamp`, + `pod_name`, log line). + + 7. **Extra breakdowns.** Latency by `biolink_types` filter set, by prefix/taxa + filters, and by pod / image tag (`pod_name`, `image_tag` are already parsed) + to check for per-instance or per-version effects. """) return From 8c478dad3dc9cba142bee495a418fa766808e835 Mon Sep 17 00:00:00 2001 From: Gaurav Vaidya Date: Tue, 1 Sep 2026 17:28:19 -0400 Subject: [PATCH 12/15] Unit test the NameRes notebook's parser, span and chain helpers MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit marimo notebooks are not importable as modules — the `log-analysis` directory has a hyphen and cells are `@app.cell` functions — but they load by path, and `Cell.run()` executes a cell plus its ancestors and returns its definitions. That covers the notebook's pure logic without needing the (uncommitted) log exports, which is why those helpers live in data-free cells. 30 tests over `parse_record` (field extraction, SLOW QUERY detection, loud failure on an unparseable lookup line, filter-list normalization), `log_file_span`, `assert_no_overlapping_spans` (partial, contained, identical and endpoint-touching overlaps; every clashing pair reported) and `assign_chains` (forward typing, backspacing, case-insensitivity, gap splits, request-shape isolation, interleaved shapes, index alignment). Both techniques are recorded in log-analysis/CLAUDE.md, along with the cwd-relative path trap that sent generated artifacts to the repo root. Co-Authored-By: Claude Opus 5 --- log-analysis/CLAUDE.md | 41 ++- .../log_analysis/test_nameres_log_notebook.py | 323 ++++++++++++++++++ 2 files changed, 361 insertions(+), 3 deletions(-) create mode 100644 tests/log_analysis/test_nameres_log_notebook.py diff --git a/log-analysis/CLAUDE.md b/log-analysis/CLAUDE.md index cce7566b..a4e52072 100644 --- a/log-analysis/CLAUDE.md +++ b/log-analysis/CLAUDE.md @@ -55,11 +55,46 @@ skill. Read this before editing a running notebook. - Altair embeds at most 5,000 rows by default; call `alt.data_transformers.disable_max_rows()` for larger datasets. +## Paths inside a notebook + +- **Never use a cwd-relative path.** marimo inherits the cwd of whatever + launched it, so `Path("output")` resolves next to the notebook when opened + from its own directory and at the repo root when opened from there. That is + how generated artifacts end up outside the `log-analysis//.gitignore` + written to catch them — silently, because both spellings "work". +- Anchor on `mo.notebook_dir()` instead: outputs under + `NOTEBOOK_DIR / "output"`, shared inputs under + `NOTEBOOK_DIR.parents[1] / "data" / ...`. + +## Testing notebook logic + +Notebooks are not importable as modules — the `log-analysis` directory has a +hyphen in it and cells are `@app.cell` functions, not module-level defs. But +they *are* loadable by path, and marimo's `Cell.run()` executes one cell plus +its ancestors and hands back its definitions: + +```python +spec = importlib.util.spec_from_file_location("nb", NOTEBOOK) +module = importlib.util.module_from_spec(spec) +sys.modules[spec.name] = module # marimo resolves annotations via sys.modules +spec.loader.exec_module(module) +_output, defs = module.parser.run() # -> {"parse_record": ..., ...} +``` + +This only works for cells that touch no data, since the log exports are not +checked in. So **keep pure helpers in their own cells**, separate from the cell +that loads or transforms the data — `span_helpers` and `chain_helpers` in +`nameres/analyze_nameres_logs.py` exist for exactly this reason. Tests live in +`tests/log_analysis/`. + ## Data & git hygiene - **Raw log exports and generated artifacts are not committed.** gitignore the - log files, any generated `benchmark/` output, and marimo's `__marimo__/` - session cache (output snapshots, regenerated on run). Commit only the - notebook `.py` source + supporting code. + log files, any generated `benchmark/`/`output/` artifacts, and marimo's + `__marimo__/` session cache (output snapshots, regenerated on run). Commit + only the notebook `.py` source + supporting code. +- The repo-root `.gitignore` needs **both** `data/` and `data`: the first + matches a real directory, the second also matches a worktree's symlink to a + shared one. `data/` alone leaves the symlink showing as untracked. - Make small, logical commits as the notebook grows (loader → stats → viz → export), not one giant commit. diff --git a/tests/log_analysis/test_nameres_log_notebook.py b/tests/log_analysis/test_nameres_log_notebook.py new file mode 100644 index 00000000..ab6ee068 --- /dev/null +++ b/tests/log_analysis/test_nameres_log_notebook.py @@ -0,0 +1,323 @@ +"""Unit tests for the pure helpers inside the NameRes log-analysis marimo notebook. + +The notebook (`log-analysis/nameres/analyze_nameres_logs.py`) is a marimo app, not +an importable module: its directory name contains a hyphen and its cells are +`@app.cell` functions rather than module-level defs. So we load it by path and +pull the helpers out with `Cell.run()`, which resolves a cell's ancestors for us. + +Only cells with *no* data dependency are run here. `parser`, `span_helpers` and +`chain_helpers` exist as separate cells precisely so this is possible: the log +exports they operate on are large and deliberately not checked in, so any test +that had to run `log_path` or `loader` could not run in CI. +""" + +import importlib.util +import sys +from datetime import datetime +from pathlib import Path + +import pandas as pd +import pytest + +NOTEBOOK = ( + Path(__file__).parents[2] / "log-analysis" / "nameres" / "analyze_nameres_logs.py" +) + + +def _load_notebook(): + spec = importlib.util.spec_from_file_location( + "analyze_nameres_logs_under_test", NOTEBOOK + ) + module = importlib.util.module_from_spec(spec) + # marimo's dataclass machinery resolves annotations against sys.modules. + sys.modules[spec.name] = module + spec.loader.exec_module(module) + return module + + +@pytest.fixture(scope="module") +def notebook(): + assert NOTEBOOK.is_file(), f"notebook not found at {NOTEBOOK}" + return _load_notebook() + + +@pytest.fixture(scope="module") +def parser(notebook): + _output, defs = notebook.parser.run() + return defs + + +@pytest.fixture(scope="module") +def spans(notebook): + _output, defs = notebook.span_helpers.run() + return defs + + +@pytest.fixture(scope="module") +def chain_helpers(notebook): + _output, defs = notebook.chain_helpers.run() + return defs + + +def _record(log_line, timestamp="2026-09-01 19:03:34.522"): + return { + "@timestamp": timestamp, + "@message": { + "log": log_line, + "kubernetes": { + "pod_name": "name-lookup-web-server-dep-1", + "container_image": "example.dkr.ecr.amazonaws.com/name-lookup:v1.5.2", + }, + }, + } + + +LOOKUP_LINE = ( + 'INFO:api.server:Lookup query to Solr for "autism" (autocomplete=True, ' + "highlighting=False, offset=0, limit=100, " + "biolink_types=['DiseaseOrPhenotypicFeature'], only_prefixes=MONDO|HP, " + "exclude_prefixes=None, only_taxa=None) took 30.20ms " + "(with 27.75ms waiting for Solr)" +) + + +# --- parse_record ----------------------------------------------------------- + + +def test_parse_record_reads_every_field(parser): + entry = parser["parse_record"](_record(LOOKUP_LINE), source_file="export.json") + + assert entry.query == "autism" + assert entry.query_length == 6 + assert entry.autocomplete is True + assert entry.highlighting is False + assert entry.offset == 0 + assert entry.limit == 100 + assert entry.biolink_types == ["DiseaseOrPhenotypicFeature"] + # '|'-delimited filter fields become lists; the literal 'None' becomes []. + assert entry.only_prefixes == ["MONDO", "HP"] + assert entry.exclude_prefixes == [] + assert entry.only_taxa == [] + assert entry.took_ms == pytest.approx(30.20) + assert entry.solr_wait_ms == pytest.approx(27.75) + assert entry.slow_query is False + assert entry.pod_name == "name-lookup-web-server-dep-1" + assert entry.image_tag == "v1.5.2" + assert entry.source_file == "export.json" + assert entry.time == datetime(2026, 9, 1, 19, 3, 34, 522000) + + +def test_parse_record_detects_slow_query_warning(parser): + line = LOOKUP_LINE.replace("INFO:api.server:", "WARNING:api.server:SLOW QUERY: ") + assert parser["parse_record"](_record(line)).slow_query is True + + +def test_parse_record_ignores_non_lookup_lines(parser): + assert parser["parse_record"](_record("INFO:api.server:Starting up")) is None + + +def test_parse_record_rejects_a_lookup_line_it_cannot_parse(parser): + """A recognized-but-unparseable line must fail loudly. + + Returning None here would silently drop real traffic from every statistic, + which looks identical to that traffic not existing. + """ + truncated = 'INFO:api.server:Lookup query to Solr for "autism" (autocomplete=True' + with pytest.raises(ValueError, match="Unparseable NameRes lookup line"): + parser["parse_record"](_record(truncated)) + + +@pytest.mark.parametrize( + "raw, expected", + [ + ("MONDO|HP", ["MONDO", "HP"]), + ("None", []), + ("", []), + (" ", []), + ("MONDO", ["MONDO"]), + ("MONDO||HP", ["MONDO", "HP"]), + ], +) +def test_parse_filter_list_normalizes_empty_filters(notebook, raw, expected): + line = LOOKUP_LINE.replace("only_prefixes=MONDO|HP", f"only_prefixes={raw}") + _output, defs = notebook.parser.run() + assert defs["parse_record"](_record(line)).only_prefixes == expected + + +# --- log_file_span ---------------------------------------------------------- + + +def test_log_file_span_returns_earliest_and_latest(spans): + records = [ + {"@timestamp": "2026-08-10 00:00:00.000"}, + {"@timestamp": "2026-08-03 14:47:06.540"}, + {"@timestamp": "2026-09-01 19:03:34.522"}, + ] + start, end = spans["log_file_span"](records) + assert start == datetime(2026, 8, 3, 14, 47, 6, 540000) + assert end == datetime(2026, 9, 1, 19, 3, 34, 522000) + + +def test_log_file_span_rejects_an_empty_export(spans): + with pytest.raises(ValueError, match="no records"): + spans["log_file_span"]([]) + + +# --- assert_no_overlapping_spans -------------------------------------------- + + +def _span(start, end): + return (datetime.fromisoformat(start), datetime.fromisoformat(end)) + + +def test_disjoint_spans_are_accepted(spans): + spans["assert_no_overlapping_spans"]( + { + "a.json": _span("2026-08-03", "2026-08-25"), + "b.json": _span("2026-08-27", "2026-09-01"), + } + ) + + +def test_a_single_export_never_overlaps_itself(spans): + spans["assert_no_overlapping_spans"]({"a.json": _span("2026-08-03", "2026-09-01")}) + + +def test_no_exports_is_not_an_error(spans): + spans["assert_no_overlapping_spans"]({}) + + +@pytest.mark.parametrize( + "case, b_span", + [ + ("partial", ("2026-08-20", "2026-09-01")), + ("contained", ("2026-08-10", "2026-08-12")), + ("identical", ("2026-08-03", "2026-08-25")), + # Closed intervals: a shared endpoint can hold the same log line twice. + ("touching", ("2026-08-25", "2026-09-01")), + ], +) +def test_overlapping_spans_are_rejected(spans, case, b_span): + with pytest.raises(ValueError) as excinfo: + spans["assert_no_overlapping_spans"]( + {"a.json": _span("2026-08-03", "2026-08-25"), "b.json": _span(*b_span)} + ) + message = str(excinfo.value) + assert "double-count" in message + # The error has to name both files, or the reader cannot act on it. + assert "a.json" in message and "b.json" in message, case + + +def test_every_overlapping_pair_is_reported(spans): + with pytest.raises(ValueError) as excinfo: + spans["assert_no_overlapping_spans"]( + { + "a.json": _span("2026-08-01", "2026-08-31"), + "b.json": _span("2026-08-10", "2026-08-20"), + "c.json": _span("2026-08-15", "2026-08-25"), + } + ) + assert str(excinfo.value).startswith("3 pair(s)") + + +# --- assign_chains ---------------------------------------------------------- + +SHAPE = { + "limit": 100, + "biolink_types": [], + "only_prefixes": [], + "exclude_prefixes": [], + "only_taxa": [], +} + + +def _frame(rows): + """Build a time-sorted lookup frame from (query, seconds-from-t0[, overrides]).""" + t0 = pd.Timestamp("2026-09-01 12:00:00") + built = [ + {"query": q, "time": t0 + pd.Timedelta(seconds=offset), **SHAPE, **extra} + for q, offset, *rest in rows + for extra in [rest[0] if rest else {}] + ] + # An empty list would give a frame with no columns at all, so name them. + columns = ["query", "time", *SHAPE] + return pd.DataFrame(built, columns=columns).sort_values("time") + + +def test_a_typed_prefix_run_forms_one_chain(chain_helpers): + frame = _frame([("diab", 0), ("diabe", 2), ("diabet", 4), ("diabetes type 2", 6)]) + ids = chain_helpers["assign_chains"](frame, pd.Timedelta(seconds=60)) + assert ids.nunique() == 1 + + +def test_backspacing_stays_in_the_same_chain(chain_helpers): + frame = _frame([("salisylic", 0), ("salisyli", 1), ("salisyl", 2), ("salis", 3)]) + ids = chain_helpers["assign_chains"](frame, pd.Timedelta(seconds=60)) + assert ids.nunique() == 1 + + +def test_prefix_matching_ignores_case(chain_helpers): + frame = _frame([("cox", 0), ("COX1", 1)]) + ids = chain_helpers["assign_chains"](frame, pd.Timedelta(seconds=60)) + assert ids.nunique() == 1 + + +def test_unrelated_queries_start_new_chains(chain_helpers): + frame = _frame([("diab", 0), ("aspirin", 2), ("metformin", 4)]) + ids = chain_helpers["assign_chains"](frame, pd.Timedelta(seconds=60)) + assert ids.nunique() == 3 + + +def test_a_pause_longer_than_the_gap_splits_a_chain(chain_helpers): + frame = _frame([("diab", 0), ("diabe", 120)]) + assert ( + chain_helpers["assign_chains"](frame, pd.Timedelta(seconds=60)).nunique() == 2 + ) + assert ( + chain_helpers["assign_chains"](frame, pd.Timedelta(seconds=300)).nunique() == 1 + ) + + +def test_a_different_request_shape_never_joins_a_chain(chain_helpers): + """Two clients typing the same term through different widgets are not one user.""" + frame = _frame([("diab", 0), ("diabe", 2, {"limit": 10})]) + ids = chain_helpers["assign_chains"](frame, pd.Timedelta(seconds=60)) + assert ids.nunique() == 2 + + +def test_interleaved_shapes_do_not_break_each_others_chains(chain_helpers): + """Chain state is tracked per request shape, not per most-recent row.""" + frame = _frame( + [ + ("diab", 0), + ("aspirin", 1, {"limit": 10}), + ("diabe", 2), + ("aspirin t", 3, {"limit": 10}), + ] + ) + ids = chain_helpers["assign_chains"](frame, pd.Timedelta(seconds=60)) + assert ids.nunique() == 2 + assert ids.iloc[0] == ids.iloc[2] + assert ids.iloc[1] == ids.iloc[3] + + +def test_chain_ids_align_with_the_frames_index(chain_helpers): + """The result is assigned straight onto `df`, so a misaligned index would + scramble every chain silently.""" + frame = _frame([("diab", 0), ("diabe", 2)]) + frame.index = [17, 4] + ids = chain_helpers["assign_chains"](frame, pd.Timedelta(seconds=60)) + assert list(ids.index) == [17, 4] + + +def test_assign_chains_on_an_empty_frame(chain_helpers): + ids = chain_helpers["assign_chains"](_frame([]), pd.Timedelta(seconds=60)) + assert len(ids) == 0 + + +def test_request_shape_is_hashable_and_distinguishes_filters(chain_helpers): + base = pd.Series(SHAPE) + filtered = pd.Series({**SHAPE, "biolink_types": ["Disease"]}) + shape = chain_helpers["request_shape"] + assert shape(base) != shape(filtered) + assert len({shape(base), shape(filtered)}) == 2 From 9b7fd968b75b5d67542be7b012c77cc4010b0601 Mon Sep 17 00:00:00 2001 From: Gaurav Vaidya Date: Wed, 2 Sep 2026 02:49:54 -0400 Subject: [PATCH 13/15] Document how to export the marimo notebook for sharing The notebook is shared as a generated single-file HTML export under `log-analysis/nameres/exports/`, with a `.generated.` infix so the filename itself says not to edit it. HTML is the default rather than `.ipynb`: it opens with nothing installed and cannot be forked by accident, whereas an `.ipynb` invites edits that are then lost work. Records the `--sort top-down` flag for the ipynb case, since the default topological sort moves the title cell. `exports/` is gitignored. The rendered outputs embed Kubernetes pod names and container image tags lifted from the log records, and the logs may carry other internal detail, so exports are shared out of band rather than through this repo. Follow-up work on making that provenance visible to someone handed the export directly is tracked in #143. Co-Authored-By: Claude Opus 5 --- log-analysis/CLAUDE.md | 30 ++++++++++++++++++++++++++++++ log-analysis/nameres/.gitignore | 5 +++++ 2 files changed, 35 insertions(+) diff --git a/log-analysis/CLAUDE.md b/log-analysis/CLAUDE.md index a4e52072..78aaedf2 100644 --- a/log-analysis/CLAUDE.md +++ b/log-analysis/CLAUDE.md @@ -87,6 +87,36 @@ that loads or transforms the data — `span_helpers` and `chain_helpers` in `nameres/analyze_nameres_logs.py` exist for exactly this reason. Tests live in `tests/log_analysis/`. +## Sharing a notebook (exports) + +The notebook `.py` is the **only** editable source. Everything below is a +generated snapshot: regenerate it, never edit it, and never treat an edit made +to an export as work to merge back. + +Export to a single self-contained HTML file, into the notebook's `exports/` +directory, with a `.generated.` infix in the filename: + +```bash +uv run marimo export html log-analysis/nameres/analyze_nameres_logs.py \ + -o log-analysis/nameres/exports/analyze_nameres_logs.generated.html -f +``` + +That is enough for current needs; wrap it in a script when there is more than +one notebook to export. + +- **HTML is the default format**, because it opens in any browser with nothing + installed and cannot be forked by accident. `marimo export ipynb + --include-outputs --sort top-down` also produces a genuinely readable Jupyter + notebook (`mo.md` cells become real markdown cells), but hand it out only when + someone has said they want to run the numbers themselves — an `.ipynb` invites + editing, and edits to it are lost work. Use `--sort top-down`, not the default + `topological`, so the title cell stays first. +- **`marimo export html` runs the notebook**, so it needs the log exports on + disk. Nobody without a populated `data/log-analysis/` can regenerate one. +- **`exports/` is gitignored, and must stay that way.** The rendered outputs + embed Kubernetes pod names and container image tags from the log records. + Share exports out of band (e.g. a shared Drive), not through this repo. + ## Data & git hygiene - **Raw log exports and generated artifacts are not committed.** gitignore the diff --git a/log-analysis/nameres/.gitignore b/log-analysis/nameres/.gitignore index 89f330a5..c1ac2979 100644 --- a/log-analysis/nameres/.gitignore +++ b/log-analysis/nameres/.gitignore @@ -6,3 +6,8 @@ benchmark/ # Generated CSV exports — regenerated from the (uncommitted) logs. output/ + +# Shareable exports (marimo export html/ipynb). Generated, never edited by hand, +# and they embed rendered cell outputs — which include Kubernetes pod names and +# container image tags. Share them out of band, not through this repo. +exports/ From 8c9690b821642646e40794258dfa10ee25c0cb39 Mon Sep 17 00:00:00 2001 From: Gaurav Vaidya Date: Wed, 2 Sep 2026 02:56:38 -0400 Subject: [PATCH 14/15] Keep pod names and image tags out of the shared notebook export MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit `df` is the one frame this notebook renders whole, so it is the only place a parsed field reaches the generated HTML export — every other displayed table names its columns explicitly. That put the Kubernetes pod name and container image tag into a file meant to be handed to people outside the project, for no analytical benefit: nothing here reads either column. Both are still parsed onto every QueryLogEntry, so `entries` keeps them for a future notebook comparing NameRes releases (v1.5.2 against v1.7.0, say) or Solr instances — see #142. They are dropped only on the way into `df`. Re-exported and grepped to confirm: no pod name, image tag, EC2 hostname, pod IP, ECR registry or image digest survives. What the export does still contain is every query string users typed, which is the analysis itself and the real reason `exports/` stays gitignored — the docs now say that rather than naming the infrastructure fields. Co-Authored-By: Claude Opus 5 --- log-analysis/CLAUDE.md | 10 ++++++++-- log-analysis/nameres/.gitignore | 6 +++--- log-analysis/nameres/analyze_nameres_logs.py | 16 +++++++++++++--- 3 files changed, 24 insertions(+), 8 deletions(-) diff --git a/log-analysis/CLAUDE.md b/log-analysis/CLAUDE.md index 78aaedf2..f53c8f35 100644 --- a/log-analysis/CLAUDE.md +++ b/log-analysis/CLAUDE.md @@ -114,8 +114,14 @@ one notebook to export. - **`marimo export html` runs the notebook**, so it needs the log exports on disk. Nobody without a populated `data/log-analysis/` can regenerate one. - **`exports/` is gitignored, and must stay that way.** The rendered outputs - embed Kubernetes pod names and container image tags from the log records. - Share exports out of band (e.g. a shared Drive), not through this repo. + embed every query string real users typed. Share exports out of band (e.g. a + shared Drive), not through this repo. +- **Keep infrastructure identifiers out of any frame that gets rendered whole.** + `df` is displayed in full, so it is the one place a parsed field reaches the + export; every other displayed table names its columns explicitly. `pod_name` + and `image_tag` are parsed onto `entries` and dropped from `df` for exactly + this reason. After changing what a rendered frame contains, re-export and grep + it before sharing. ## Data & git hygiene diff --git a/log-analysis/nameres/.gitignore b/log-analysis/nameres/.gitignore index c1ac2979..a45b9160 100644 --- a/log-analysis/nameres/.gitignore +++ b/log-analysis/nameres/.gitignore @@ -7,7 +7,7 @@ benchmark/ # Generated CSV exports — regenerated from the (uncommitted) logs. output/ -# Shareable exports (marimo export html/ipynb). Generated, never edited by hand, -# and they embed rendered cell outputs — which include Kubernetes pod names and -# container image tags. Share them out of band, not through this repo. +# Shareable exports (marimo export html/ipynb). Generated, never edited by hand. +# They embed rendered cell outputs, which include every query string users typed. +# Share them out of band, not through this repo. exports/ diff --git a/log-analysis/nameres/analyze_nameres_logs.py b/log-analysis/nameres/analyze_nameres_logs.py index cdff0e6f..c8f6f144 100644 --- a/log-analysis/nameres/analyze_nameres_logs.py +++ b/log-analysis/nameres/analyze_nameres_logs.py @@ -330,7 +330,13 @@ def loader( @app.cell def dataframe(asdict, entries: "list[QueryLogEntry]", np, pd): - df = pd.DataFrame([asdict(e) for e in entries]) + # `pod_name` and `image_tag` are parsed onto every QueryLogEntry but deliberately + # kept out of `df`. Nothing in this notebook analyses them, and `df` is the one + # frame rendered in full — so it is the only place they reach the shared HTML + # export (every other displayed table names its columns explicitly). They remain + # on `entries` for a future notebook comparing NameRes versions or Solr + # instances; rebuild from `entries` there rather than adding them back here. + df = pd.DataFrame([asdict(e) for e in entries]).drop(columns=["pod_name", "image_tag"]) df["time"] = pd.to_datetime(df["time"]) # This notebook is autocomplete-only; a stray exact lookup means the export was @@ -1041,8 +1047,12 @@ def next_steps(mo): `pod_name`, log line). 7. **Extra breakdowns.** Latency by `biolink_types` filter set, by prefix/taxa - filters, and by pod / image tag (`pod_name`, `image_tag` are already parsed) - to check for per-instance or per-version effects. + filters, and by pod / image tag, to check for per-instance or per-version + effects. `pod_name` and `image_tag` are parsed onto `entries` but kept off + `df`, since `df` is rendered in full into the shared HTML export and nothing + here analyses them — start from `entries`. Comparing NameRes releases (say + v1.5.2 against v1.7.0) is the case that would make `image_tag` earn its + place. """) return From d37dac199bdca0ab755addf6166544341c0ba417 Mon Sep 17 00:00:00 2001 From: Gaurav Vaidya Date: Wed, 2 Sep 2026 03:04:35 -0400 Subject: [PATCH 15/15] Mark the notebook tests as unit tests so CI actually runs them MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The only pytest job on main is `uv run pytest -m unit -v`, so an unmarked test file is silently deselected: 30 tests that look like coverage and execute never. This has already happened once in this repo (#112 merged six tests that had never run), which is why the root CLAUDE.md calls it out. This branch predates the marker's introduction on main, so register `unit` in pyproject.toml too — verbatim from main, so the two merge cleanly. Verified: `pytest -m unit` now selects 30 and deselects 25. Co-Authored-By: Claude Opus 5 --- pyproject.toml | 3 +++ tests/log_analysis/test_nameres_log_notebook.py | 4 ++++ 2 files changed, 7 insertions(+) diff --git a/pyproject.toml b/pyproject.toml index d94723da..103810a3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -34,6 +34,9 @@ packages = ["src"] # (including node_modules) during collection. testpaths = ["tests"] timeout = 300 +markers = [ + "unit: unit tests that do not require network access", +] [dependency-groups] dev = [ diff --git a/tests/log_analysis/test_nameres_log_notebook.py b/tests/log_analysis/test_nameres_log_notebook.py index ab6ee068..54a67669 100644 --- a/tests/log_analysis/test_nameres_log_notebook.py +++ b/tests/log_analysis/test_nameres_log_notebook.py @@ -19,6 +19,10 @@ import pandas as pd import pytest +# Without this the only pytest job in CI (`pytest -m unit`) deselects the whole +# file, and it looks like passing coverage while testing nothing. +pytestmark = pytest.mark.unit + NOTEBOOK = ( Path(__file__).parents[2] / "log-analysis" / "nameres" / "analyze_nameres_logs.py" )