Use cuDF Pandas if NX_CUGRAPH_AUTOCONFIG is set.

lynxkite-app/src/lynxkite/app/main.py

@@ -1,6 +1,9 @@
-# TODO: Make this conditional. Until then just comment/uncomment it to use cuDF Pandas.
-# import cudf.pandas
-# cudf.pandas.install()
+import os
+
+if os.environ.get("NX_CUGRAPH_AUTOCONFIG", "").strip().lower() == "true":
+    import cudf.pandas
+
+    cudf.pandas.install()
 import dataclasses
 import fastapi
 import importlib

lynxkite-graph-analytics/pyproject.toml

@@ -13,5 +13,10 @@ dependencies = [
     "polars[gpu]>=1.14.0",
 ]
 
+[project.optional-dependencies]
+gpu = [
+    "nx-cugraph-cu12>=24.12.0",
+]
+
 [tool.uv.sources]
 lynxkite-core = { path = "../lynxkite-core" }

lynxkite-graph-analytics/uv.lock

@@ -9,6 +9,29 @@ resolution-markers = [
     "python_full_version >= '3.12' and platform_machine != 'aarch64' and platform_machine != 'x86_64'",
 ]
 
+[[package]]
+name = "anyio"
+version = "4.8.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "idna" },
+    { name = "sniffio" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a3/73/199a98fc2dae33535d6b8e8e6ec01f8c1d76c9adb096c6b7d64823038cde/anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a", size = 181126 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/46/eb/e7f063ad1fec6b3178a3cd82d1a3c4de82cccf283fc42746168188e1cdd5/anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a", size = 96041 },
+]
+
+[[package]]
+name = "certifi"
+version = "2025.1.31"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/1c/ab/c9f1e32b7b1bf505bf26f0ef697775960db7932abeb7b516de930ba2705f/certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651", size = 167577 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/38/fc/bce832fd4fd99766c04d1ee0eead6b0ec6486fb100ae5e74c1d91292b982/certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe", size = 166393 },
+]
+
 [[package]]
 name = "contourpy"
 version = "1.3.1"
@@ -76,13 +99,30 @@ wheels = [
 [[package]]
 name = "cudf-polars-cu12"
 version = "24.12.0"
-source = { registry = "https://pypi.org/simple" }
+source = { registry = "https://pypi.nvidia.com/" }
 dependencies = [
     { name = "polars" },
     { name = "pylibcudf-cu12" },
 ]
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/0f/6e/3d0b2d19ac853347f435f49815d471d461315d8f6e74f165624f16ddc7db/cudf_polars_cu12-24.12.0-py3-none-any.whl", hash = "sha256:3d2058f75251fd4921618bb1d4cfba0c99b670a12756df0d3f51559aca2298fa", size = 79456 },
+    { url = "https://pypi.nvidia.com/cudf-polars-cu12/cudf_polars_cu12-24.12.0-py3-none-any.whl", hash = "sha256:3d2058f75251fd4921618bb1d4cfba0c99b670a12756df0d3f51559aca2298fa" },
+]
+
+[[package]]
+name = "cupy-cuda12x"
+version = "13.3.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "fastrlock" },
+    { name = "numpy" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/95/c9/0b88c015e98aad808c18f938267585d79e6211fe08650e0de7132e235e40/cupy_cuda12x-13.3.0-cp311-cp311-manylinux2014_aarch64.whl", hash = "sha256:c0cc095b9a3835fd5db66c45ed3c58ecdc5a3bb14e53e1defbfd4a0ce5c8ecdb", size = 104925909 },
+    { url = "https://files.pythonhosted.org/packages/8c/1f/596803c35833c01a41da21c6a7bb552f1ed56d807090ddc6727c8f396d7d/cupy_cuda12x-13.3.0-cp311-cp311-manylinux2014_x86_64.whl", hash = "sha256:a0e3bead04e502ebde515f0343444ca3f4f7aed09cbc3a316a946cba97f2ea66", size = 91172049 },
+    { url = "https://files.pythonhosted.org/packages/d0/a8/5b5929830d2da94608d8126bafe2c52d69929a197fd8698ac09142c068ba/cupy_cuda12x-13.3.0-cp311-cp311-win_amd64.whl", hash = "sha256:5f11df1149c7219858b27e4c8be92cb4eaf7364c94af6b78c40dffb98050a61f", size = 69564719 },
+    { url = "https://files.pythonhosted.org/packages/0d/02/e94f7c26a5f446888d8753d4b6642e5107f9fde166d1ac23b7de95ccea7b/cupy_cuda12x-13.3.0-cp312-cp312-manylinux2014_aarch64.whl", hash = "sha256:bbd0d916310391faf0d7dc9c58fff7a6dc996b67e5768199160bbceb5ebdda8c", size = 103894953 },
+    { url = "https://files.pythonhosted.org/packages/90/dc/da09e5184d94146b8cbf240c2bef1c4851cbafd7e2d60cc71b1530c766ec/cupy_cuda12x-13.3.0-cp312-cp312-manylinux2014_x86_64.whl", hash = "sha256:e206bd8664f0763732b6012431f484ee535bffd77a5ae95e9bfe1c7c72396625", size = 90980377 },
+    { url = "https://files.pythonhosted.org/packages/14/11/8bc53cab1466605ba88ba3c7243078a784ee2cd8974f5602a491882af9af/cupy_cuda12x-13.3.0-cp312-cp312-win_amd64.whl", hash = "sha256:88ef1478f00ae252da0026e7f04f70c9bb6a2dc130ba5f1e5bc5e8069a928bf5", size = 69499349 },
 ]
 
 [[package]]
@@ -94,6 +134,34 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30", size = 8321 },
 ]
 
+[[package]]
+name = "fastrlock"
+version = "0.8.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/73/b1/1c3d635d955f2b4bf34d45abf8f35492e04dbd7804e94ce65d9f928ef3ec/fastrlock-0.8.3.tar.gz", hash = "sha256:4af6734d92eaa3ab4373e6c9a1dd0d5ad1304e172b1521733c6c3b3d73c8fa5d", size = 79327 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/90/9e/647951c579ef74b6541493d5ca786d21a0b2d330c9514ba2c39f0b0b0046/fastrlock-0.8.3-cp311-cp311-macosx_11_0_universal2.whl", hash = "sha256:f68c551cf8a34b6460a3a0eba44bd7897ebfc820854e19970c52a76bf064a59f", size = 55233 },
+    { url = "https://files.pythonhosted.org/packages/be/91/5f3afba7d14b8b7d60ac651375f50fff9220d6ccc3bef233d2bd74b73ec7/fastrlock-0.8.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:55d42f6286b9d867370af4c27bc70d04ce2d342fe450c4a4fcce14440514e695", size = 48911 },
+    { url = "https://files.pythonhosted.org/packages/d5/7a/e37bd72d7d70a8a551b3b4610d028bd73ff5d6253201d5d3cf6296468bee/fastrlock-0.8.3-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_24_i686.whl", hash = "sha256:bbc3bf96dcbd68392366c477f78c9d5c47e5d9290cb115feea19f20a43ef6d05", size = 50357 },
+    { url = "https://files.pythonhosted.org/packages/0d/ef/a13b8bab8266840bf38831d7bf5970518c02603d00a548a678763322d5bf/fastrlock-0.8.3-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:77ab8a98417a1f467dafcd2226718f7ca0cf18d4b64732f838b8c2b3e4b55cb5", size = 50222 },
+    { url = "https://files.pythonhosted.org/packages/01/e2/5e5515562b2e9a56d84659377176aef7345da2c3c22909a1897fe27e14dd/fastrlock-0.8.3-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:04bb5eef8f460d13b8c0084ea5a9d3aab2c0573991c880c0a34a56bb14951d30", size = 54553 },
+    { url = "https://files.pythonhosted.org/packages/c0/8f/65907405a8cdb2fc8beaf7d09a9a07bb58deff478ff391ca95be4f130b70/fastrlock-0.8.3-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:8c9d459ce344c21ff03268212a1845aa37feab634d242131bc16c2a2355d5f65", size = 53362 },
+    { url = "https://files.pythonhosted.org/packages/ec/b9/ae6511e52738ba4e3a6adb7c6a20158573fbc98aab448992ece25abb0b07/fastrlock-0.8.3-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:33e6fa4af4f3af3e9c747ec72d1eadc0b7ba2035456c2afb51c24d9e8a56f8fd", size = 52836 },
+    { url = "https://files.pythonhosted.org/packages/88/3e/c26f8192c93e8e43b426787cec04bb46ac36e72b1033b7fe5a9267155fdf/fastrlock-0.8.3-cp311-cp311-win_amd64.whl", hash = "sha256:5e5f1665d8e70f4c5b4a67f2db202f354abc80a321ce5a26ac1493f055e3ae2c", size = 31046 },
+    { url = "https://files.pythonhosted.org/packages/00/df/56270f2e10c1428855c990e7a7e5baafa9e1262b8e789200bd1d047eb501/fastrlock-0.8.3-cp312-cp312-macosx_11_0_universal2.whl", hash = "sha256:8cb2cf04352ea8575d496f31b3b88c42c7976e8e58cdd7d1550dfba80ca039da", size = 55727 },
+    { url = "https://files.pythonhosted.org/packages/57/21/ea1511b0ef0d5457efca3bf1823effb9c5cad4fc9dca86ce08e4d65330ce/fastrlock-0.8.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:85a49a1f1e020097d087e1963e42cea6f307897d5ebe2cb6daf4af47ffdd3eed", size = 52201 },
+    { url = "https://files.pythonhosted.org/packages/80/07/cdecb7aa976f34328372f1c4efd6c9dc1b039b3cc8d3f38787d640009a25/fastrlock-0.8.3-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5f13ec08f1adb1aa916c384b05ecb7dbebb8df9ea81abd045f60941c6283a670", size = 53924 },
+    { url = "https://files.pythonhosted.org/packages/88/6d/59c497f8db9a125066dd3a7442fab6aecbe90d6fec344c54645eaf311666/fastrlock-0.8.3-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:0ea4e53a04980d646def0f5e4b5e8bd8c7884288464acab0b37ca0c65c482bfe", size = 52140 },
+    { url = "https://files.pythonhosted.org/packages/62/04/9138943c2ee803d62a48a3c17b69de2f6fa27677a6896c300369e839a550/fastrlock-0.8.3-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:38340f6635bd4ee2a4fb02a3a725759fe921f2ca846cb9ca44531ba739cc17b4", size = 53261 },
+    { url = "https://files.pythonhosted.org/packages/e2/4b/db35a52589764c7745a613b6943bbd018f128d42177ab92ee7dde88444f6/fastrlock-0.8.3-cp312-cp312-win_amd64.whl", hash = "sha256:da06d43e1625e2ffddd303edcd6d2cd068e1c486f5fd0102b3f079c44eb13e2c", size = 31235 },
+    { url = "https://files.pythonhosted.org/packages/92/74/7b13d836c3f221cff69d6f418f46c2a30c4b1fe09a8ce7db02eecb593185/fastrlock-0.8.3-cp313-cp313-macosx_11_0_universal2.whl", hash = "sha256:5264088185ca8e6bc83181dff521eee94d078c269c7d557cc8d9ed5952b7be45", size = 54157 },
+    { url = "https://files.pythonhosted.org/packages/06/77/f06a907f9a07d26d0cca24a4385944cfe70d549a2c9f1c3e3217332f4f12/fastrlock-0.8.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4a98ba46b3e14927550c4baa36b752d0d2f7387b8534864a8767f83cce75c160", size = 50954 },
+    { url = "https://files.pythonhosted.org/packages/f9/4e/94480fb3fd93991dd6f4e658b77698edc343f57caa2870d77b38c89c2e3b/fastrlock-0.8.3-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:dbdea6deeccea1917c6017d353987231c4e46c93d5338ca3e66d6cd88fbce259", size = 52535 },
+    { url = "https://files.pythonhosted.org/packages/7d/a7/ee82bb55b6c0ca30286dac1e19ee9417a17d2d1de3b13bb0f20cefb86086/fastrlock-0.8.3-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:c6e5bfecbc0d72ff07e43fed81671747914d6794e0926700677ed26d894d4f4f", size = 50942 },
+    { url = "https://files.pythonhosted.org/packages/63/1d/d4b7782ef59e57dd9dde69468cc245adafc3674281905e42fa98aac30a79/fastrlock-0.8.3-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:2a83d558470c520ed21462d304e77a12639859b205759221c8144dd2896b958a", size = 52044 },
+    { url = "https://files.pythonhosted.org/packages/28/a3/2ad0a0a69662fd4cf556ab8074f0de978ee9b56bff6ddb4e656df4aa9e8e/fastrlock-0.8.3-cp313-cp313-win_amd64.whl", hash = "sha256:8d1d6a28291b4ace2a66bd7b49a9ed9c762467617febdd9ab356b867ed901af8", size = 30472 },
+]
+
 [[package]]
 name = "fonttools"
 version = "4.55.3"
@@ -147,6 +215,52 @@ dependencies = [
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/65/c6/27400e2d81bd769ebe65c695cead44c8efb55ac3769826a01c9223d65709/grandiso-2.2.0.tar.gz", hash = "sha256:66f292d27328e13122065c7905ad0ac79c4649f69a35e7b98a3631654a0bf77c", size = 16277 }
 
+[[package]]
+name = "h11"
+version = "0.14.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f5/38/3af3d3633a34a3316095b39c8e8fb4853a28a536e55d347bd8d8e9a14b03/h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d", size = 100418 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/95/04/ff642e65ad6b90db43e668d70ffb6736436c7ce41fcc549f4e9472234127/h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761", size = 58259 },
+]
+
+[[package]]
+name = "httpcore"
+version = "1.0.7"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "certifi" },
+    { name = "h11" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/6a/41/d7d0a89eb493922c37d343b607bc1b5da7f5be7e383740b4753ad8943e90/httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c", size = 85196 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/87/f5/72347bc88306acb359581ac4d52f23c0ef445b57157adedb9aee0cd689d2/httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd", size = 78551 },
+]
+
+[[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 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad", size = 73517 },
+]
+
+[[package]]
+name = "idna"
+version = "3.10"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f1/70/7703c29685631f5a7590aa73f1f1d3fa9a380e654b86af429e0934a32f7d/idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9", size = 190490 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/76/c6/c88e154df9c4e1a2a66ccf0005a88dfb2650c1dffb6f5ce603dfbd452ce3/idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3", size = 70442 },
+]
+
 [[package]]
 name = "kiwisolver"
 version = "1.4.8"
@@ -225,23 +339,23 @@ wheels = [
 [[package]]
 name = "libcudf-cu12"
 version = "24.12.0"
-source = { registry = "https://pypi.org/simple" }
+source = { registry = "https://pypi.nvidia.com/" }
 dependencies = [
     { name = "libkvikio-cu12" },
     { name = "nvidia-nvcomp-cu12" },
 ]
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/fa/ea/efccbbeb4012cdd247e3d12ed19c4cd70a770e6c22c1456d8cb569818083/libcudf_cu12-24.12.0-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:1e78a247f31c6045221f3142a5fd15210d53c91043c5a4e260b67b5ddff43164", size = 454436993 },
-    { url = "https://files.pythonhosted.org/packages/88/93/dc3a27c3904aa12a32def0df330f15a85d0f01e0420b18bc0efa8b3245ba/libcudf_cu12-24.12.0-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:47b7537a314b4462c24938f4e9118ea65bfe2de7440e99ecf278a38a14abf9ab", size = 457847164 },
+    { url = "https://pypi.nvidia.com/libcudf-cu12/libcudf_cu12-24.12.0-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:1e78a247f31c6045221f3142a5fd15210d53c91043c5a4e260b67b5ddff43164" },
+    { url = "https://pypi.nvidia.com/libcudf-cu12/libcudf_cu12-24.12.0-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:47b7537a314b4462c24938f4e9118ea65bfe2de7440e99ecf278a38a14abf9ab" },
 ]
 
 [[package]]
 name = "libkvikio-cu12"
 version = "24.12.1"
-source = { registry = "https://pypi.org/simple" }
+source = { registry = "https://pypi.nvidia.com/" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/24/17/8dbef99dc5a73dbf56dea090ba1c345cc4343bf8d13f331a8091d0e1c362/libkvikio_cu12-24.12.1-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:7ed5d27263204a237ea7a14ce176ed885888c8daf47341ae0fbcecd55fb2c694", size = 1875299 },
-    { url = "https://files.pythonhosted.org/packages/0a/31/3be8facaf2f15849629a030e8fb1696ec80228270860b9ffd869a17a6a71/libkvikio_cu12-24.12.1-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:c4f333dbbffc35ba94a028db3b24ddb1c3dfddff9c6fb0f17488dc662a86f481", size = 1989095 },
+    { url = "https://pypi.nvidia.com/libkvikio-cu12/libkvikio_cu12-24.12.1-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:7ed5d27263204a237ea7a14ce176ed885888c8daf47341ae0fbcecd55fb2c694" },
+    { url = "https://pypi.nvidia.com/libkvikio-cu12/libkvikio_cu12-24.12.1-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:c4f333dbbffc35ba94a028db3b24ddb1c3dfddff9c6fb0f17488dc662a86f481" },
 ]
 
 [[package]]
@@ -276,16 +390,24 @@ dependencies = [
     { name = "lynxkite-core" },
     { name = "matplotlib" },
     { name = "networkx" },
+    { name = "nx-cugraph-cu12" },
     { name = "pandas" },
     { name = "polars", extra = ["gpu"] },
 ]
 
+[package.optional-dependencies]
+gpu = [
+    { name = "httpx" },
+]
+
 [package.metadata]
 requires-dist = [
     { name = "grand-cypher", specifier = ">=0.12.0" },
+    { name = "httpx", marker = "extra == 'gpu'" },
     { name = "lynxkite-core", virtual = "../lynxkite-core" },
     { name = "matplotlib", specifier = ">=3.10.0" },
     { name = "networkx", specifier = ">=3.4.2" },
+    { name = "nx-cugraph-cu12", specifier = ">=24.12.0" },
     { name = "pandas", specifier = ">=2.2.3" },
     { name = "polars", extras = ["gpu"], specifier = ">=1.14.0" },
 ]
@@ -392,14 +514,72 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b2/b5/4ac39baebf1fdb2e72585c8352c56d063b6126be9fc95bd2bb5ef5770c20/numpy-2.0.2-cp312-cp312-win_amd64.whl", hash = "sha256:cfd41e13fdc257aa5778496b8caa5e856dc4896d4ccf01841daee1d96465467a", size = 15606179 },
 ]
 
+[[package]]
+name = "nvidia-cublas-cu12"
+version = "12.8.3.14"
+source = { registry = "https://pypi.nvidia.com/" }
+wheels = [
+    { url = "https://pypi.nvidia.com/nvidia-cublas-cu12/nvidia_cublas_cu12-12.8.3.14-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:93a4e0e386cc7f6e56c822531396de8170ed17068a1e18f987574895044cd8c3" },
+    { url = "https://pypi.nvidia.com/nvidia-cublas-cu12/nvidia_cublas_cu12-12.8.3.14-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:3f0e05e7293598cf61933258b73e66a160c27d59c4422670bf0b79348c04be44" },
+    { url = "https://pypi.nvidia.com/nvidia-cublas-cu12/nvidia_cublas_cu12-12.8.3.14-py3-none-win_amd64.whl", hash = "sha256:9ae5eae500aead01fc4bdfc458209df638b1a3551557ce11a78eea9ece602ae9" },
+]
+
+[[package]]
+name = "nvidia-curand-cu12"
+version = "10.3.9.55"
+source = { registry = "https://pypi.nvidia.com/" }
+wheels = [
+    { url = "https://pypi.nvidia.com/nvidia-curand-cu12/nvidia_curand_cu12-10.3.9.55-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:b6bb90c044fa9b07cedae2ef29077c4cf851fb6fdd6d862102321f359dca81e9" },
+    { url = "https://pypi.nvidia.com/nvidia-curand-cu12/nvidia_curand_cu12-10.3.9.55-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:8387d974240c91f6a60b761b83d4b2f9b938b7e0b9617bae0f0dafe4f5c36b86" },
+    { url = "https://pypi.nvidia.com/nvidia-curand-cu12/nvidia_curand_cu12-10.3.9.55-py3-none-win_amd64.whl", hash = "sha256:570d82475fe7f3d8ed01ffbe3b71796301e0e24c98762ca018ff8ce4f5418e1f" },
+]
+
+[[package]]
+name = "nvidia-cusolver-cu12"
+version = "11.7.2.55"
+source = { registry = "https://pypi.nvidia.com/" }
+dependencies = [
+    { name = "nvidia-cublas-cu12" },
+    { name = "nvidia-cusparse-cu12" },
+    { name = "nvidia-nvjitlink-cu12" },
+]
+wheels = [
+    { url = "https://pypi.nvidia.com/nvidia-cusolver-cu12/nvidia_cusolver_cu12-11.7.2.55-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:0fd9e98246f43c15bee5561147ad235dfdf2d037f5d07c9d41af3f7f72feb7cc" },
+    { url = "https://pypi.nvidia.com/nvidia-cusolver-cu12/nvidia_cusolver_cu12-11.7.2.55-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:4d1354102f1e922cee9db51920dba9e2559877cf6ff5ad03a00d853adafb191b" },
+    { url = "https://pypi.nvidia.com/nvidia-cusolver-cu12/nvidia_cusolver_cu12-11.7.2.55-py3-none-win_amd64.whl", hash = "sha256:a5a516c55da5c5aba98420d9bc9bcab18245f21ec87338cc1f930eb18dd411ac" },
+]
+
+[[package]]
+name = "nvidia-cusparse-cu12"
+version = "12.5.7.53"
+source = { registry = "https://pypi.nvidia.com/" }
+dependencies = [
+    { name = "nvidia-nvjitlink-cu12" },
+]
+wheels = [
+    { url = "https://pypi.nvidia.com/nvidia-cusparse-cu12/nvidia_cusparse_cu12-12.5.7.53-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d869c6146ca80f4305b62e02d924b4aaced936f8173e3cef536a67eed2a91af1" },
+    { url = "https://pypi.nvidia.com/nvidia-cusparse-cu12/nvidia_cusparse_cu12-12.5.7.53-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:3c1b61eb8c85257ea07e9354606b26397612627fdcd327bfd91ccf6155e7c86d" },
+    { url = "https://pypi.nvidia.com/nvidia-cusparse-cu12/nvidia_cusparse_cu12-12.5.7.53-py3-none-win_amd64.whl", hash = "sha256:82c201d6781bacf6bb7c654f0446728d0fe596dfdd82ef4a04c204ce3e107441" },
+]
+
 [[package]]
 name = "nvidia-nvcomp-cu12"
 version = "4.1.0.6"
-source = { registry = "https://pypi.org/simple" }
+source = { registry = "https://pypi.nvidia.com/" }
+wheels = [
+    { url = "https://pypi.nvidia.com/nvidia-nvcomp-cu12/nvidia_nvcomp_cu12-4.1.0.6-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:3bff6267fa6aae59a98155262e5e9da6142e798dac5afd01f7389b23bce89803" },
+    { url = "https://pypi.nvidia.com/nvidia-nvcomp-cu12/nvidia_nvcomp_cu12-4.1.0.6-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:aaff831f0fdbf20631df32e411ede37ddf5fd7297f78e77346441cd0d72cb787" },
+    { url = "https://pypi.nvidia.com/nvidia-nvcomp-cu12/nvidia_nvcomp_cu12-4.1.0.6-py3-none-win_amd64.whl", hash = "sha256:df24bedfe9df8be67ae7c59f5d21223f082c5ce689679909ee4985c563a0a89f" },
+]
+
+[[package]]
+name = "nvidia-nvjitlink-cu12"
+version = "12.8.61"
+source = { registry = "https://pypi.nvidia.com/" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/91/51/17e3acc3b53e5a6d97db7ed79035e8b5f13aefa1f5a8e703287418eac2b4/nvidia_nvcomp_cu12-4.1.0.6-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:3bff6267fa6aae59a98155262e5e9da6142e798dac5afd01f7389b23bce89803", size = 28724365 },
-    { url = "https://files.pythonhosted.org/packages/f6/3e/c90004db47c527c4f253c1c866facefbd2a5059ba50035a6967712b3b125/nvidia_nvcomp_cu12-4.1.0.6-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:aaff831f0fdbf20631df32e411ede37ddf5fd7297f78e77346441cd0d72cb787", size = 28944826 },
-    { url = "https://files.pythonhosted.org/packages/ef/97/be4151c26d13741237e1b58d6fac097b79b552bee4a9c89d7f150c4959fb/nvidia_nvcomp_cu12-4.1.0.6-py3-none-win_amd64.whl", hash = "sha256:df24bedfe9df8be67ae7c59f5d21223f082c5ce689679909ee4985c563a0a89f", size = 75296662 },
+    { url = "https://pypi.nvidia.com/nvidia-nvjitlink-cu12/nvidia_nvjitlink_cu12-12.8.61-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:45fd79f2ae20bd67e8bc411055939049873bfd8fac70ff13bd4865e0b9bdab17" },
+    { url = "https://pypi.nvidia.com/nvidia-nvjitlink-cu12/nvidia_nvjitlink_cu12-12.8.61-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:9b80ecab31085dda3ce3b41d043be0ec739216c3fc633b8abe212d5a30026df0" },
+    { url = "https://pypi.nvidia.com/nvidia-nvjitlink-cu12/nvidia_nvjitlink_cu12-12.8.61-py3-none-win_amd64.whl", hash = "sha256:1166a964d25fdc0eae497574d38824305195a5283324a21ccb0ce0c802cbf41c" },
 ]
 
 [[package]]
@@ -414,6 +594,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/53/6d/81a1da3a1e7b216412f768add33799a8f73de906cd78118d0e57c82c951c/nvtx-0.2.10-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:552ee32cadd7a8205833e157f3e161670200b213eb2816fd8631182c3e97c0dc", size = 695537 },
 ]
 
+[[package]]
+name = "nx-cugraph-cu12"
+version = "24.12.0"
+source = { registry = "https://pypi.nvidia.com/" }
+dependencies = [
+    { name = "cupy-cuda12x" },
+    { name = "networkx" },
+    { name = "numpy" },
+    { name = "pylibcugraph-cu12" },
+]
+wheels = [
+    { url = "https://pypi.nvidia.com/nx-cugraph-cu12/nx_cugraph_cu12-24.12.0-py3-none-any.whl", hash = "sha256:a6bd906e498aefb7cfb0f7ec36d1fd776a72baee275da1452888ea82970956b6" },
+]
+
 [[package]]
 name = "packaging"
 version = "24.2"
@@ -569,7 +763,7 @@ wheels = [
 [[package]]
 name = "pylibcudf-cu12"
 version = "24.12.0"
-source = { registry = "https://pypi.org/simple" }
+source = { registry = "https://pypi.nvidia.com/" }
 dependencies = [
     { name = "cuda-python" },
     { name = "libcudf-cu12" },
@@ -580,10 +774,49 @@ dependencies = [
     { name = "typing-extensions" },
 ]
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ee/0f/5a78a8bb72726de1ea50735c2e02588564542b8a0ad1069a067d9fe8e301/pylibcudf_cu12-24.12.0-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4c61587a6d9e9f392745b9b238f3eebcfacbbf21e3c7d9fedf7a1a672284fcce", size = 36400678 },
-    { url = "https://files.pythonhosted.org/packages/98/c9/66fe3954244f809b5b9a201e33d7cf8c663b09b0911443374b01333fe28a/pylibcudf_cu12-24.12.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6459baed065bc76fbc7ef34e14912982971c1a9d4bffb2699909d78a95b0b8a3", size = 37259282 },
-    { url = "https://files.pythonhosted.org/packages/fa/1b/5f43e550262de73dfab17bbc8b2ee3f0add116be28c7ed6ba61a53135859/pylibcudf_cu12-24.12.0-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:dd130e347c28716912b89a1f7ff653ca6e202bfbc79f5abbedd7918bb9124f34", size = 36317440 },
-    { url = "https://files.pythonhosted.org/packages/8e/2c/653ca775cefafeea2158d0c94296e6b78e050af2892f89fe21697bb737af/pylibcudf_cu12-24.12.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5e2bb951f1a2fddf1976b84aa4e6d1280689da22014d6d1d5f48364cc1b32e2d", size = 37180377 },
+    { url = "https://pypi.nvidia.com/pylibcudf-cu12/pylibcudf_cu12-24.12.0-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4c61587a6d9e9f392745b9b238f3eebcfacbbf21e3c7d9fedf7a1a672284fcce" },
+    { url = "https://pypi.nvidia.com/pylibcudf-cu12/pylibcudf_cu12-24.12.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6459baed065bc76fbc7ef34e14912982971c1a9d4bffb2699909d78a95b0b8a3" },
+    { url = "https://pypi.nvidia.com/pylibcudf-cu12/pylibcudf_cu12-24.12.0-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:dd130e347c28716912b89a1f7ff653ca6e202bfbc79f5abbedd7918bb9124f34" },
+    { url = "https://pypi.nvidia.com/pylibcudf-cu12/pylibcudf_cu12-24.12.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5e2bb951f1a2fddf1976b84aa4e6d1280689da22014d6d1d5f48364cc1b32e2d" },
+]
+
+[[package]]
+name = "pylibcugraph-cu12"
+version = "24.12.0"
+source = { registry = "https://pypi.nvidia.com/" }
+dependencies = [
+    { name = "nvidia-cublas-cu12" },
+    { name = "nvidia-curand-cu12" },
+    { name = "nvidia-cusolver-cu12" },
+    { name = "nvidia-cusparse-cu12" },
+    { name = "pylibraft-cu12" },
+    { name = "rmm-cu12" },
+]
+wheels = [
+    { url = "https://pypi.nvidia.com/pylibcugraph-cu12/pylibcugraph_cu12-24.12.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:314d0c35cf2fadee224577e23c141fae4c59532c7a4a9a9ccfbcfac0bfdd75a7" },
+    { url = "https://pypi.nvidia.com/pylibcugraph-cu12/pylibcugraph_cu12-24.12.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:bcc370b63c3b7da535c4c33658bbd8dde8ccef1dc63a5d6454afb462b8316de4" },
+    { url = "https://pypi.nvidia.com/pylibcugraph-cu12/pylibcugraph_cu12-24.12.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:fa100594d5d7f1d4d1405e1628d879bf3a39431169a6bd65619cb73f8ffe99fc" },
+    { url = "https://pypi.nvidia.com/pylibcugraph-cu12/pylibcugraph_cu12-24.12.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:3ffdf0788aec9791b2483de45db0eeb2a1bafc0ae9ca8d34c8a5998a36b3120e" },
+]
+
+[[package]]
+name = "pylibraft-cu12"
+version = "24.12.0"
+source = { registry = "https://pypi.nvidia.com/" }
+dependencies = [
+    { name = "cuda-python" },
+    { name = "numpy" },
+    { name = "nvidia-cublas-cu12" },
+    { name = "nvidia-curand-cu12" },
+    { name = "nvidia-cusolver-cu12" },
+    { name = "nvidia-cusparse-cu12" },
+    { name = "rmm-cu12" },
+]
+wheels = [
+    { url = "https://pypi.nvidia.com/pylibraft-cu12/pylibraft_cu12-24.12.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:f3102f3b7886ad9583672fa2d47c3a941215e34d0ee3a8d3a32cebc2dfcc8606" },
+    { url = "https://pypi.nvidia.com/pylibraft-cu12/pylibraft_cu12-24.12.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:47d3915fd3cdf4022acbd0315f88b12155399ef0b0e77fcac050c459ab6b31b0" },
+    { url = "https://pypi.nvidia.com/pylibraft-cu12/pylibraft_cu12-24.12.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:af4c259b275ce36f998b5adb16fd55582f90a20c5223029e02c9a59dc7ce5331" },
+    { url = "https://pypi.nvidia.com/pylibraft-cu12/pylibraft_cu12-24.12.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:291b804ba21c34bbab17da34d6cc6ee86b9750f2714dfbd339c5906fefb7201e" },
 ]
 
 [[package]]
@@ -619,17 +852,17 @@ wheels = [
 [[package]]
 name = "rmm-cu12"
 version = "24.12.1"
-source = { registry = "https://pypi.org/simple" }
+source = { registry = "https://pypi.nvidia.com/" }
 dependencies = [
     { name = "cuda-python" },
     { name = "numba" },
     { name = "numpy" },
 ]
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/0e/c3/b08d5282116dd930e68a0ccbdecd750880efc451e0d2150e764793f03070/rmm_cu12-24.12.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d509d735201d1b0bc05b3e148e23a6216eabcfec67006a4e9311b6c25766023f", size = 1933478 },
-    { url = "https://files.pythonhosted.org/packages/c7/ce/c32c1a95d53b1a22aeb258af7afa68a73a995c6c2f533fb774d2078d3cca/rmm_cu12-24.12.1-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c1d6b166aaf9b81495ff33f2fe5a29ad12dc1ed6089daf9f387160e7734fc901", size = 1984701 },
-    { url = "https://files.pythonhosted.org/packages/c2/4b/32f7920f130536e7e1a8ea7feb591cab7fcb85aaff28311c4e8057ec23da/rmm_cu12-24.12.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:317a6641fb37f3efa6e8eb76eeb568970a8c439e0090529520861fd139ef6f0c", size = 1923807 },
-    { url = "https://files.pythonhosted.org/packages/1d/f2/56faa578aefdab498f6eb73dde3316f99390769786e0cdbb6c7a6abbbf86/rmm_cu12-24.12.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a9460a386e34f1921c8d06204f320d705511de899ababb45302d314da036da5a", size = 1975053 },
+    { url = "https://pypi.nvidia.com/rmm-cu12/rmm_cu12-24.12.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d509d735201d1b0bc05b3e148e23a6216eabcfec67006a4e9311b6c25766023f" },
+    { url = "https://pypi.nvidia.com/rmm-cu12/rmm_cu12-24.12.1-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c1d6b166aaf9b81495ff33f2fe5a29ad12dc1ed6089daf9f387160e7734fc901" },
+    { url = "https://pypi.nvidia.com/rmm-cu12/rmm_cu12-24.12.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:317a6641fb37f3efa6e8eb76eeb568970a8c439e0090529520861fd139ef6f0c" },
+    { url = "https://pypi.nvidia.com/rmm-cu12/rmm_cu12-24.12.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a9460a386e34f1921c8d06204f320d705511de899ababb45302d314da036da5a" },
 ]
 
 [[package]]
@@ -641,6 +874,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050 },
 ]
 
+[[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 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2", size = 10235 },
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.12.2"