Yandrik/advanced-methods-practise-sose2025
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

feat: w3 and 4

Browse Source
This commit is contained in:
Yandrik
2025-07-02 08:44:06 +02:00
parent 2e4986cc63
commit bd0dfc732e
7 changed files with 303757 additions and 34 deletions
Download Patch File Download Diff File Expand all files Collapse all files

3
pyproject.toml
View File

@ -7,6 +7,7 @@ requires-python = ">=3.12"
dependencies = [
"ipykernel>=6.29.5",
"matplotlib>=3.10.1",
"numpy>=2.2.5",
"numpy>=2.1.3",
"scikit-learn>=1.6.1",
"tensorflow>=2.19.0",
]

616
uv.lock generated
View File

@ -1,5 +1,18 @@
version = 1
requires-python = ">=3.12"
resolution-markers = [
"python_full_version < '3.13'",
"python_full_version >= '3.13'",
]
[[package]]
name = "absl-py"
version = "2.3.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/03/15/18693af986560a5c3cc0b84a8046b536ffb2cdb536e03cce897f2759e284/absl_py-2.3.0.tar.gz", hash = "sha256:d96fda5c884f1b22178852f30ffa85766d50b99e00775ea626c23304f582fc4f", size = 116400 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/87/04/9d75e1d3bb4ab8ec67ff10919476ccdee06c098bcfcf3a352da5f985171d/absl_py-2.3.0-py3-none-any.whl", hash = "sha256:9824a48b654a306168f63e0d97714665f8490b8d89ec7bf2efc24bf67cf579b3", size = 135657 },
]
[[package]]
name = "advanced-methods-practise-sose2025"
@ -10,14 +23,16 @@ dependencies = [
{ name = "matplotlib" },
{ name = "numpy" },
{ name = "scikit-learn" },
{ name = "tensorflow" },
]
[package.metadata]
requires-dist = [
{ name = "ipykernel", specifier = ">=6.29.5" },
{ name = "matplotlib", specifier = ">=3.10.1" },
{ name = "numpy", specifier = ">=2.2.5" },
{ name = "numpy", specifier = ">=2.1.3" },
{ name = "scikit-learn", specifier = ">=1.6.1" },
{ name = "tensorflow", specifier = ">=2.19.0" },
]
[[package]]
@ -38,6 +53,28 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2", size = 26918 },
]
[[package]]
name = "astunparse"
version = "1.6.3"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "six" },
{ name = "wheel" },
]
sdist = { url = "https://files.pythonhosted.org/packages/f3/af/4182184d3c338792894f34a62672919db7ca008c89abee9b564dd34d8029/astunparse-1.6.3.tar.gz", hash = "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872", size = 18290 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/2b/03/13dde6512ad7b4557eb792fbcf0c653af6076b81e5941d36ec61f7ce6028/astunparse-1.6.3-py2.py3-none-any.whl", hash = "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8", size = 12732 },
]
[[package]]
name = "certifi"
version = "2025.6.15"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/73/f7/f14b46d4bcd21092d7d3ccef689615220d8a08fb25e564b65d20738e672e/certifi-2025.6.15.tar.gz", hash = "sha256:d747aa5a8b9bbbb1bb8c22bb13e22bd1f18e9796defa16bab421f7f7a317323b", size = 158753 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/84/ae/320161bd181fc06471eed047ecce67b693fd7515b16d495d8932db763426/certifi-2025.6.15-py3-none-any.whl", hash = "sha256:2e0c7ce7cb5d8f8634ca55d2ba7e6ec2689a2fd6537d8dec1296a477a4910057", size = 157650 },
]
[[package]]
name = "cffi"
version = "1.17.1"
@ -71,6 +108,41 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/7c/fc/6a8cb64e5f0324877d503c854da15d76c1e50eb722e320b15345c4d0c6de/cffi-1.17.1-cp313-cp313-win_amd64.whl", hash = "sha256:f6a16c31041f09ead72d69f583767292f750d24913dadacf5756b966aacb3f1a", size = 182009 },
]
[[package]]
name = "charset-normalizer"
version = "3.4.2"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/e4/33/89c2ced2b67d1c2a61c19c6751aa8902d46ce3dacb23600a283619f5a12d/charset_normalizer-3.4.2.tar.gz", hash = "sha256:5baececa9ecba31eff645232d59845c07aa030f0c81ee70184a90d35099a0e63", size = 126367 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/d7/a4/37f4d6035c89cac7930395a35cc0f1b872e652eaafb76a6075943754f095/charset_normalizer-3.4.2-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:0c29de6a1a95f24b9a1aa7aefd27d2487263f00dfd55a77719b530788f75cff7", size = 199936 },
{ url = "https://files.pythonhosted.org/packages/ee/8a/1a5e33b73e0d9287274f899d967907cd0bf9c343e651755d9307e0dbf2b3/charset_normalizer-3.4.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cddf7bd982eaa998934a91f69d182aec997c6c468898efe6679af88283b498d3", size = 143790 },
{ url = "https://files.pythonhosted.org/packages/66/52/59521f1d8e6ab1482164fa21409c5ef44da3e9f653c13ba71becdd98dec3/charset_normalizer-3.4.2-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:fcbe676a55d7445b22c10967bceaaf0ee69407fbe0ece4d032b6eb8d4565982a", size = 153924 },
{ url = "https://files.pythonhosted.org/packages/86/2d/fb55fdf41964ec782febbf33cb64be480a6b8f16ded2dbe8db27a405c09f/charset_normalizer-3.4.2-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d41c4d287cfc69060fa91cae9683eacffad989f1a10811995fa309df656ec214", size = 146626 },
{ url = "https://files.pythonhosted.org/packages/8c/73/6ede2ec59bce19b3edf4209d70004253ec5f4e319f9a2e3f2f15601ed5f7/charset_normalizer-3.4.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4e594135de17ab3866138f496755f302b72157d115086d100c3f19370839dd3a", size = 148567 },
{ url = "https://files.pythonhosted.org/packages/09/14/957d03c6dc343c04904530b6bef4e5efae5ec7d7990a7cbb868e4595ee30/charset_normalizer-3.4.2-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:cf713fe9a71ef6fd5adf7a79670135081cd4431c2943864757f0fa3a65b1fafd", size = 150957 },
{ url = "https://files.pythonhosted.org/packages/0d/c8/8174d0e5c10ccebdcb1b53cc959591c4c722a3ad92461a273e86b9f5a302/charset_normalizer-3.4.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:a370b3e078e418187da8c3674eddb9d983ec09445c99a3a263c2011993522981", size = 145408 },
{ url = "https://files.pythonhosted.org/packages/58/aa/8904b84bc8084ac19dc52feb4f5952c6df03ffb460a887b42615ee1382e8/charset_normalizer-3.4.2-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:a955b438e62efdf7e0b7b52a64dc5c3396e2634baa62471768a64bc2adb73d5c", size = 153399 },
{ url = "https://files.pythonhosted.org/packages/c2/26/89ee1f0e264d201cb65cf054aca6038c03b1a0c6b4ae998070392a3ce605/charset_normalizer-3.4.2-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:7222ffd5e4de8e57e03ce2cef95a4c43c98fcb72ad86909abdfc2c17d227fc1b", size = 156815 },
{ url = "https://files.pythonhosted.org/packages/fd/07/68e95b4b345bad3dbbd3a8681737b4338ff2c9df29856a6d6d23ac4c73cb/charset_normalizer-3.4.2-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:bee093bf902e1d8fc0ac143c88902c3dfc8941f7ea1d6a8dd2bcb786d33db03d", size = 154537 },
{ url = "https://files.pythonhosted.org/packages/77/1a/5eefc0ce04affb98af07bc05f3bac9094513c0e23b0562d64af46a06aae4/charset_normalizer-3.4.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:dedb8adb91d11846ee08bec4c8236c8549ac721c245678282dcb06b221aab59f", size = 149565 },
{ url = "https://files.pythonhosted.org/packages/37/a0/2410e5e6032a174c95e0806b1a6585eb21e12f445ebe239fac441995226a/charset_normalizer-3.4.2-cp312-cp312-win32.whl", hash = "sha256:db4c7bf0e07fc3b7d89ac2a5880a6a8062056801b83ff56d8464b70f65482b6c", size = 98357 },
{ url = "https://files.pythonhosted.org/packages/6c/4f/c02d5c493967af3eda9c771ad4d2bbc8df6f99ddbeb37ceea6e8716a32bc/charset_normalizer-3.4.2-cp312-cp312-win_amd64.whl", hash = "sha256:5a9979887252a82fefd3d3ed2a8e3b937a7a809f65dcb1e068b090e165bbe99e", size = 105776 },
{ url = "https://files.pythonhosted.org/packages/ea/12/a93df3366ed32db1d907d7593a94f1fe6293903e3e92967bebd6950ed12c/charset_normalizer-3.4.2-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:926ca93accd5d36ccdabd803392ddc3e03e6d4cd1cf17deff3b989ab8e9dbcf0", size = 199622 },
{ url = "https://files.pythonhosted.org/packages/04/93/bf204e6f344c39d9937d3c13c8cd5bbfc266472e51fc8c07cb7f64fcd2de/charset_normalizer-3.4.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:eba9904b0f38a143592d9fc0e19e2df0fa2e41c3c3745554761c5f6447eedabf", size = 143435 },
{ url = "https://files.pythonhosted.org/packages/22/2a/ea8a2095b0bafa6c5b5a55ffdc2f924455233ee7b91c69b7edfcc9e02284/charset_normalizer-3.4.2-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3fddb7e2c84ac87ac3a947cb4e66d143ca5863ef48e4a5ecb83bd48619e4634e", size = 153653 },
{ url = "https://files.pythonhosted.org/packages/b6/57/1b090ff183d13cef485dfbe272e2fe57622a76694061353c59da52c9a659/charset_normalizer-3.4.2-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:98f862da73774290f251b9df8d11161b6cf25b599a66baf087c1ffe340e9bfd1", size = 146231 },
{ url = "https://files.pythonhosted.org/packages/e2/28/ffc026b26f441fc67bd21ab7f03b313ab3fe46714a14b516f931abe1a2d8/charset_normalizer-3.4.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c9379d65defcab82d07b2a9dfbfc2e95bc8fe0ebb1b176a3190230a3ef0e07c", size = 148243 },
{ url = "https://files.pythonhosted.org/packages/c0/0f/9abe9bd191629c33e69e47c6ef45ef99773320e9ad8e9cb08b8ab4a8d4cb/charset_normalizer-3.4.2-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e635b87f01ebc977342e2697d05b56632f5f879a4f15955dfe8cef2448b51691", size = 150442 },
{ url = "https://files.pythonhosted.org/packages/67/7c/a123bbcedca91d5916c056407f89a7f5e8fdfce12ba825d7d6b9954a1a3c/charset_normalizer-3.4.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:1c95a1e2902a8b722868587c0e1184ad5c55631de5afc0eb96bc4b0d738092c0", size = 145147 },
{ url = "https://files.pythonhosted.org/packages/ec/fe/1ac556fa4899d967b83e9893788e86b6af4d83e4726511eaaad035e36595/charset_normalizer-3.4.2-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:ef8de666d6179b009dce7bcb2ad4c4a779f113f12caf8dc77f0162c29d20490b", size = 153057 },
{ url = "https://files.pythonhosted.org/packages/2b/ff/acfc0b0a70b19e3e54febdd5301a98b72fa07635e56f24f60502e954c461/charset_normalizer-3.4.2-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:32fc0341d72e0f73f80acb0a2c94216bd704f4f0bce10aedea38f30502b271ff", size = 156454 },
{ url = "https://files.pythonhosted.org/packages/92/08/95b458ce9c740d0645feb0e96cea1f5ec946ea9c580a94adfe0b617f3573/charset_normalizer-3.4.2-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:289200a18fa698949d2b39c671c2cc7a24d44096784e76614899a7ccf2574b7b", size = 154174 },
{ url = "https://files.pythonhosted.org/packages/78/be/8392efc43487ac051eee6c36d5fbd63032d78f7728cb37aebcc98191f1ff/charset_normalizer-3.4.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:4a476b06fbcf359ad25d34a057b7219281286ae2477cc5ff5e3f70a246971148", size = 149166 },
{ url = "https://files.pythonhosted.org/packages/44/96/392abd49b094d30b91d9fbda6a69519e95802250b777841cf3bda8fe136c/charset_normalizer-3.4.2-cp313-cp313-win32.whl", hash = "sha256:aaeeb6a479c7667fbe1099af9617c83aaca22182d6cf8c53966491a0f1b7ffb7", size = 98064 },
{ url = "https://files.pythonhosted.org/packages/e9/b0/0200da600134e001d91851ddc797809e2fe0ea72de90e09bec5a2fbdaccb/charset_normalizer-3.4.2-cp313-cp313-win_amd64.whl", hash = "sha256:aa6af9e7d59f9c12b33ae4e9450619cf2488e2bbe9b44030905877f0b2324980", size = 105641 },
{ url = "https://files.pythonhosted.org/packages/20/94/c5790835a017658cbfabd07f3bfb549140c3ac458cfc196323996b10095a/charset_normalizer-3.4.2-py3-none-any.whl", hash = "sha256:7f56930ab0abd1c45cd15be65cc741c28b1c9a34876ce8c17a2fa107810c0af0", size = 52626 },
]
[[package]]
name = "colorama"
version = "0.4.6"
@ -177,6 +249,15 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/7b/8f/c4d9bafc34ad7ad5d8dc16dd1347ee0e507a52c3adb6bfa8887e1c6a26ba/executing-2.2.0-py2.py3-none-any.whl", hash = "sha256:11387150cad388d62750327a53d3339fad4888b39a6fe233c3afbb54ecffd3aa", size = 26702 },
]
[[package]]
name = "flatbuffers"
version = "25.2.10"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/e4/30/eb5dce7994fc71a2f685d98ec33cc660c0a5887db5610137e60d8cbc4489/flatbuffers-25.2.10.tar.gz", hash = "sha256:97e451377a41262f8d9bd4295cc836133415cc03d8cb966410a4af92eb00d26e", size = 22170 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/b8/25/155f9f080d5e4bc0082edfda032ea2bc2b8fab3f4d25d46c1e9dd22a1a89/flatbuffers-25.2.10-py2.py3-none-any.whl", hash = "sha256:ebba5f4d5ea615af3f7fd70fc310636fbb2bbd1f566ac0a23d98dd412de50051", size = 30953 },
]
[[package]]
name = "fonttools"
version = "4.57.0"
@ -202,6 +283,85 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/90/27/45f8957c3132917f91aaa56b700bcfc2396be1253f685bd5c68529b6f610/fonttools-4.57.0-py3-none-any.whl", hash = "sha256:3122c604a675513c68bd24c6a8f9091f1c2376d18e8f5fe5a101746c81b3e98f", size = 1093605 },
]
[[package]]
name = "gast"
version = "0.6.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/3c/14/c566f5ca00c115db7725263408ff952b8ae6d6a4e792ef9c84e77d9af7a1/gast-0.6.0.tar.gz", hash = "sha256:88fc5300d32c7ac6ca7b515310862f71e6fdf2c029bbec7c66c0f5dd47b6b1fb", size = 27708 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/a3/61/8001b38461d751cd1a0c3a6ae84346796a5758123f3ed97a1b121dfbf4f3/gast-0.6.0-py3-none-any.whl", hash = "sha256:52b182313f7330389f72b069ba00f174cfe2a06411099547288839c6cbafbd54", size = 21173 },
]
[[package]]
name = "google-pasta"
version = "0.2.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "six" },
]
sdist = { url = "https://files.pythonhosted.org/packages/35/4a/0bd53b36ff0323d10d5f24ebd67af2de10a1117f5cf4d7add90df92756f1/google-pasta-0.2.0.tar.gz", hash = "sha256:c9f2c8dfc8f96d0d5808299920721be30c9eec37f2389f28904f454565c8a16e", size = 40430 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/a3/de/c648ef6835192e6e2cc03f40b19eeda4382c49b5bafb43d88b931c4c74ac/google_pasta-0.2.0-py3-none-any.whl", hash = "sha256:b32482794a366b5366a32c92a9a9201b107821889935a02b3e51f6b432ea84ed", size = 57471 },
]
[[package]]
name = "grpcio"
version = "1.73.1"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/79/e8/b43b851537da2e2f03fa8be1aef207e5cbfb1a2e014fbb6b40d24c177cd3/grpcio-1.73.1.tar.gz", hash = "sha256:7fce2cd1c0c1116cf3850564ebfc3264fba75d3c74a7414373f1238ea365ef87", size = 12730355 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/b8/41/456caf570c55d5ac26f4c1f2db1f2ac1467d5bf3bcd660cba3e0a25b195f/grpcio-1.73.1-cp312-cp312-linux_armv7l.whl", hash = "sha256:921b25618b084e75d424a9f8e6403bfeb7abef074bb6c3174701e0f2542debcf", size = 5334621 },
{ url = "https://files.pythonhosted.org/packages/2a/c2/9a15e179e49f235bb5e63b01590658c03747a43c9775e20c4e13ca04f4c4/grpcio-1.73.1-cp312-cp312-macosx_11_0_universal2.whl", hash = "sha256:277b426a0ed341e8447fbf6c1d6b68c952adddf585ea4685aa563de0f03df887", size = 10601131 },
{ url = "https://files.pythonhosted.org/packages/0c/1d/1d39e90ef6348a0964caa7c5c4d05f3bae2c51ab429eb7d2e21198ac9b6d/grpcio-1.73.1-cp312-cp312-manylinux_2_17_aarch64.whl", hash = "sha256:96c112333309493c10e118d92f04594f9055774757f5d101b39f8150f8c25582", size = 5759268 },
{ url = "https://files.pythonhosted.org/packages/8a/2b/2dfe9ae43de75616177bc576df4c36d6401e0959833b2e5b2d58d50c1f6b/grpcio-1.73.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f48e862aed925ae987eb7084409a80985de75243389dc9d9c271dd711e589918", size = 6409791 },
{ url = "https://files.pythonhosted.org/packages/6e/66/e8fe779b23b5a26d1b6949e5c70bc0a5fd08f61a6ec5ac7760d589229511/grpcio-1.73.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:83a6c2cce218e28f5040429835fa34a29319071079e3169f9543c3fbeff166d2", size = 6003728 },
{ url = "https://files.pythonhosted.org/packages/a9/39/57a18fcef567784108c4fc3f5441cb9938ae5a51378505aafe81e8e15ecc/grpcio-1.73.1-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:65b0458a10b100d815a8426b1442bd17001fdb77ea13665b2f7dc9e8587fdc6b", size = 6103364 },
{ url = "https://files.pythonhosted.org/packages/c5/46/28919d2aa038712fc399d02fa83e998abd8c1f46c2680c5689deca06d1b2/grpcio-1.73.1-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:0a9f3ea8dce9eae9d7cb36827200133a72b37a63896e0e61a9d5ec7d61a59ab1", size = 6749194 },
{ url = "https://files.pythonhosted.org/packages/3d/56/3898526f1fad588c5d19a29ea0a3a4996fb4fa7d7c02dc1be0c9fd188b62/grpcio-1.73.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:de18769aea47f18e782bf6819a37c1c528914bfd5683b8782b9da356506190c8", size = 6283902 },
{ url = "https://files.pythonhosted.org/packages/dc/64/18b77b89c5870d8ea91818feb0c3ffb5b31b48d1b0ee3e0f0d539730fea3/grpcio-1.73.1-cp312-cp312-win32.whl", hash = "sha256:24e06a5319e33041e322d32c62b1e728f18ab8c9dbc91729a3d9f9e3ed336642", size = 3668687 },
{ url = "https://files.pythonhosted.org/packages/3c/52/302448ca6e52f2a77166b2e2ed75f5d08feca4f2145faf75cb768cccb25b/grpcio-1.73.1-cp312-cp312-win_amd64.whl", hash = "sha256:303c8135d8ab176f8038c14cc10d698ae1db9c480f2b2823f7a987aa2a4c5646", size = 4334887 },
{ url = "https://files.pythonhosted.org/packages/37/bf/4ca20d1acbefabcaba633ab17f4244cbbe8eca877df01517207bd6655914/grpcio-1.73.1-cp313-cp313-linux_armv7l.whl", hash = "sha256:b310824ab5092cf74750ebd8a8a8981c1810cb2b363210e70d06ef37ad80d4f9", size = 5335615 },
{ url = "https://files.pythonhosted.org/packages/75/ed/45c345f284abec5d4f6d77cbca9c52c39b554397eb7de7d2fcf440bcd049/grpcio-1.73.1-cp313-cp313-macosx_11_0_universal2.whl", hash = "sha256:8f5a6df3fba31a3485096ac85b2e34b9666ffb0590df0cd044f58694e6a1f6b5", size = 10595497 },
{ url = "https://files.pythonhosted.org/packages/a4/75/bff2c2728018f546d812b755455014bc718f8cdcbf5c84f1f6e5494443a8/grpcio-1.73.1-cp313-cp313-manylinux_2_17_aarch64.whl", hash = "sha256:052e28fe9c41357da42250a91926a3e2f74c046575c070b69659467ca5aa976b", size = 5765321 },
{ url = "https://files.pythonhosted.org/packages/70/3b/14e43158d3b81a38251b1d231dfb45a9b492d872102a919fbf7ba4ac20cd/grpcio-1.73.1-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1c0bf15f629b1497436596b1cbddddfa3234273490229ca29561209778ebe182", size = 6415436 },
{ url = "https://files.pythonhosted.org/packages/e5/3f/81d9650ca40b54338336fd360f36773be8cb6c07c036e751d8996eb96598/grpcio-1.73.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0ab860d5bfa788c5a021fba264802e2593688cd965d1374d31d2b1a34cacd854", size = 6007012 },
{ url = "https://files.pythonhosted.org/packages/55/f4/59edf5af68d684d0f4f7ad9462a418ac517201c238551529098c9aa28cb0/grpcio-1.73.1-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:ad1d958c31cc91ab050bd8a91355480b8e0683e21176522bacea225ce51163f2", size = 6105209 },
{ url = "https://files.pythonhosted.org/packages/e4/a8/700d034d5d0786a5ba14bfa9ce974ed4c976936c2748c2bd87aa50f69b36/grpcio-1.73.1-cp313-cp313-musllinux_1_1_i686.whl", hash = "sha256:f43ffb3bd415c57224c7427bfb9e6c46a0b6e998754bfa0d00f408e1873dcbb5", size = 6753655 },
{ url = "https://files.pythonhosted.org/packages/1f/29/efbd4ac837c23bc48e34bbaf32bd429f0dc9ad7f80721cdb4622144c118c/grpcio-1.73.1-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:686231cdd03a8a8055f798b2b54b19428cdf18fa1549bee92249b43607c42668", size = 6287288 },
{ url = "https://files.pythonhosted.org/packages/d8/61/c6045d2ce16624bbe18b5d169c1a5ce4d6c3a47bc9d0e5c4fa6a50ed1239/grpcio-1.73.1-cp313-cp313-win32.whl", hash = "sha256:89018866a096e2ce21e05eabed1567479713ebe57b1db7cbb0f1e3b896793ba4", size = 3668151 },
{ url = "https://files.pythonhosted.org/packages/c2/d7/77ac689216daee10de318db5aa1b88d159432dc76a130948a56b3aa671a2/grpcio-1.73.1-cp313-cp313-win_amd64.whl", hash = "sha256:4a68f8c9966b94dff693670a5cf2b54888a48a5011c5d9ce2295a1a1465ee84f", size = 4335747 },
]
[[package]]
name = "h5py"
version = "3.14.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "numpy" },
]
sdist = { url = "https://files.pythonhosted.org/packages/5d/57/dfb3c5c3f1bf5f5ef2e59a22dec4ff1f3d7408b55bfcefcfb0ea69ef21c6/h5py-3.14.0.tar.gz", hash = "sha256:2372116b2e0d5d3e5e705b7f663f7c8d96fa79a4052d250484ef91d24d6a08f4", size = 424323 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/3e/77/8f651053c1843391e38a189ccf50df7e261ef8cd8bfd8baba0cbe694f7c3/h5py-3.14.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:e0045115d83272090b0717c555a31398c2c089b87d212ceba800d3dc5d952e23", size = 3312740 },
{ url = "https://files.pythonhosted.org/packages/ff/10/20436a6cf419b31124e59fefc78d74cb061ccb22213226a583928a65d715/h5py-3.14.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:6da62509b7e1d71a7d110478aa25d245dd32c8d9a1daee9d2a42dba8717b047a", size = 2829207 },
{ url = "https://files.pythonhosted.org/packages/3f/19/c8bfe8543bfdd7ccfafd46d8cfd96fce53d6c33e9c7921f375530ee1d39a/h5py-3.14.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:554ef0ced3571366d4d383427c00c966c360e178b5fb5ee5bb31a435c424db0c", size = 4708455 },
{ url = "https://files.pythonhosted.org/packages/86/f9/f00de11c82c88bfc1ef22633557bfba9e271e0cb3189ad704183fc4a2644/h5py-3.14.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0cbd41f4e3761f150aa5b662df991868ca533872c95467216f2bec5fcad84882", size = 4929422 },
{ url = "https://files.pythonhosted.org/packages/7a/6d/6426d5d456f593c94b96fa942a9b3988ce4d65ebaf57d7273e452a7222e8/h5py-3.14.0-cp312-cp312-win_amd64.whl", hash = "sha256:bf4897d67e613ecf5bdfbdab39a1158a64df105827da70ea1d90243d796d367f", size = 2862845 },
{ url = "https://files.pythonhosted.org/packages/6c/c2/7efe82d09ca10afd77cd7c286e42342d520c049a8c43650194928bcc635c/h5py-3.14.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:aa4b7bbce683379b7bf80aaba68e17e23396100336a8d500206520052be2f812", size = 3289245 },
{ url = "https://files.pythonhosted.org/packages/4f/31/f570fab1239b0d9441024b92b6ad03bb414ffa69101a985e4c83d37608bd/h5py-3.14.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:ef9603a501a04fcd0ba28dd8f0995303d26a77a980a1f9474b3417543d4c6174", size = 2807335 },
{ url = "https://files.pythonhosted.org/packages/0d/ce/3a21d87896bc7e3e9255e0ad5583ae31ae9e6b4b00e0bcb2a67e2b6acdbc/h5py-3.14.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e8cbaf6910fa3983c46172666b0b8da7b7bd90d764399ca983236f2400436eeb", size = 4700675 },
{ url = "https://files.pythonhosted.org/packages/e7/ec/86f59025306dcc6deee5fda54d980d077075b8d9889aac80f158bd585f1b/h5py-3.14.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d90e6445ab7c146d7f7981b11895d70bc1dd91278a4f9f9028bc0c95e4a53f13", size = 4921632 },
{ url = "https://files.pythonhosted.org/packages/3f/6d/0084ed0b78d4fd3e7530c32491f2884140d9b06365dac8a08de726421d4a/h5py-3.14.0-cp313-cp313-win_amd64.whl", hash = "sha256:ae18e3de237a7a830adb76aaa68ad438d85fe6e19e0d99944a3ce46b772c69b3", size = 2852929 },
]
[[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 = "ipykernel"
version = "6.29.5"
@ -310,6 +470,25 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/c9/fb/108ecd1fe961941959ad0ee4e12ee7b8b1477247f30b1fdfd83ceaf017f0/jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409", size = 28965 },
]
[[package]]
name = "keras"
version = "3.10.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "absl-py" },
{ name = "h5py" },
{ name = "ml-dtypes" },
{ name = "namex" },
{ name = "numpy" },
{ name = "optree" },
{ name = "packaging" },
{ name = "rich" },
]
sdist = { url = "https://files.pythonhosted.org/packages/f3/fe/2946daf8477ae38a4b480c8889c72ede4f36eb28f9e1a27fc355cd633c3d/keras-3.10.0.tar.gz", hash = "sha256:6e9100bf66eaf6de4b7f288d34ef9bb8b5dcdd62f42c64cfd910226bb34ad2d2", size = 1040781 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/95/e6/4179c461a5fc43e3736880f64dbdc9b1a5349649f0ae32ded927c0e3a227/keras-3.10.0-py3-none-any.whl", hash = "sha256:c095a6bf90cd50defadf73d4859ff794fad76b775357ef7bd1dbf96388dae7d3", size = 1380082 },
]
[[package]]
name = "kiwisolver"
version = "1.4.8"
@ -361,6 +540,82 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/4c/fa/be89a49c640930180657482a74970cdcf6f7072c8d2471e1babe17a222dc/kiwisolver-1.4.8-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:be4816dc51c8a471749d664161b434912eee82f2ea66bd7628bd14583a833e85", size = 2349213 },
]
[[package]]
name = "libclang"
version = "18.1.1"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/6e/5c/ca35e19a4f142adffa27e3d652196b7362fa612243e2b916845d801454fc/libclang-18.1.1.tar.gz", hash = "sha256:a1214966d08d73d971287fc3ead8dfaf82eb07fb197680d8b3859dbbbbf78250", size = 39612 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/4b/49/f5e3e7e1419872b69f6f5e82ba56e33955a74bd537d8a1f5f1eff2f3668a/libclang-18.1.1-1-py2.py3-none-macosx_11_0_arm64.whl", hash = "sha256:0b2e143f0fac830156feb56f9231ff8338c20aecfe72b4ffe96f19e5a1dbb69a", size = 25836045 },
{ url = "https://files.pythonhosted.org/packages/e2/e5/fc61bbded91a8830ccce94c5294ecd6e88e496cc85f6704bf350c0634b70/libclang-18.1.1-py2.py3-none-macosx_10_9_x86_64.whl", hash = "sha256:6f14c3f194704e5d09769108f03185fce7acaf1d1ae4bbb2f30a72c2400cb7c5", size = 26502641 },
{ url = "https://files.pythonhosted.org/packages/db/ed/1df62b44db2583375f6a8a5e2ca5432bbdc3edb477942b9b7c848c720055/libclang-18.1.1-py2.py3-none-macosx_11_0_arm64.whl", hash = "sha256:83ce5045d101b669ac38e6da8e58765f12da2d3aafb3b9b98d88b286a60964d8", size = 26420207 },
{ url = "https://files.pythonhosted.org/packages/1d/fc/716c1e62e512ef1c160e7984a73a5fc7df45166f2ff3f254e71c58076f7c/libclang-18.1.1-py2.py3-none-manylinux2010_x86_64.whl", hash = "sha256:c533091d8a3bbf7460a00cb6c1a71da93bffe148f172c7d03b1c31fbf8aa2a0b", size = 24515943 },
{ url = "https://files.pythonhosted.org/packages/3c/3d/f0ac1150280d8d20d059608cf2d5ff61b7c3b7f7bcf9c0f425ab92df769a/libclang-18.1.1-py2.py3-none-manylinux2014_aarch64.whl", hash = "sha256:54dda940a4a0491a9d1532bf071ea3ef26e6dbaf03b5000ed94dd7174e8f9592", size = 23784972 },
{ url = "https://files.pythonhosted.org/packages/fe/2f/d920822c2b1ce9326a4c78c0c2b4aa3fde610c7ee9f631b600acb5376c26/libclang-18.1.1-py2.py3-none-manylinux2014_armv7l.whl", hash = "sha256:cf4a99b05376513717ab5d82a0db832c56ccea4fd61a69dbb7bccf2dfb207dbe", size = 20259606 },
{ url = "https://files.pythonhosted.org/packages/2d/c2/de1db8c6d413597076a4259cea409b83459b2db997c003578affdd32bf66/libclang-18.1.1-py2.py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:69f8eb8f65c279e765ffd28aaa7e9e364c776c17618af8bff22a8df58677ff4f", size = 24921494 },
{ url = "https://files.pythonhosted.org/packages/0b/2d/3f480b1e1d31eb3d6de5e3ef641954e5c67430d5ac93b7fa7e07589576c7/libclang-18.1.1-py2.py3-none-win_amd64.whl", hash = "sha256:4dd2d3b82fab35e2bf9ca717d7b63ac990a3519c7e312f19fa8e86dcc712f7fb", size = 26415083 },
{ url = "https://files.pythonhosted.org/packages/71/cf/e01dc4cc79779cd82d77888a88ae2fa424d93b445ad4f6c02bfc18335b70/libclang-18.1.1-py2.py3-none-win_arm64.whl", hash = "sha256:3f0e1f49f04d3cd198985fea0511576b0aee16f9ff0e0f0cad7f9c57ec3c20e8", size = 22361112 },
]
[[package]]
name = "markdown"
version = "3.8.2"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/d7/c2/4ab49206c17f75cb08d6311171f2d65798988db4360c4d1485bd0eedd67c/markdown-3.8.2.tar.gz", hash = "sha256:247b9a70dd12e27f67431ce62523e675b866d254f900c4fe75ce3dda62237c45", size = 362071 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/96/2b/34cc11786bc00d0f04d0f5fdc3a2b1ae0b6239eef72d3d345805f9ad92a1/markdown-3.8.2-py3-none-any.whl", hash = "sha256:5c83764dbd4e00bdd94d85a19b8d55ccca20fe35b2e678a1422b380324dd5f24", size = 106827 },
]
[[package]]
name = "markdown-it-py"
version = "3.0.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "mdurl" },
]
sdist = { url = "https://files.pythonhosted.org/packages/38/71/3b932df36c1a044d397a1f92d1cf91ee0a503d91e470cbd670aa66b07ed0/markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb", size = 74596 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/42/d7/1ec15b46af6af88f19b8e5ffea08fa375d433c998b8a7639e76935c14f1f/markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1", size = 87528 },
]
[[package]]
name = "markupsafe"
version = "3.0.2"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/b2/97/5d42485e71dfc078108a86d6de8fa46db44a1a9295e89c5d6d4a06e23a62/markupsafe-3.0.2.tar.gz", hash = "sha256:ee55d3edf80167e48ea11a923c7386f4669df67d7994554387f84e7d8b0a2bf0", size = 20537 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/22/09/d1f21434c97fc42f09d290cbb6350d44eb12f09cc62c9476effdb33a18aa/MarkupSafe-3.0.2-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:9778bd8ab0a994ebf6f84c2b949e65736d5575320a17ae8984a77fab08db94cf", size = 14274 },
{ url = "https://files.pythonhosted.org/packages/6b/b0/18f76bba336fa5aecf79d45dcd6c806c280ec44538b3c13671d49099fdd0/MarkupSafe-3.0.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:846ade7b71e3536c4e56b386c2a47adf5741d2d8b94ec9dc3e92e5e1ee1e2225", size = 12348 },
{ url = "https://files.pythonhosted.org/packages/e0/25/dd5c0f6ac1311e9b40f4af06c78efde0f3b5cbf02502f8ef9501294c425b/MarkupSafe-3.0.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1c99d261bd2d5f6b59325c92c73df481e05e57f19837bdca8413b9eac4bd8028", size = 24149 },
{ url = "https://files.pythonhosted.org/packages/f3/f0/89e7aadfb3749d0f52234a0c8c7867877876e0a20b60e2188e9850794c17/MarkupSafe-3.0.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e17c96c14e19278594aa4841ec148115f9c7615a47382ecb6b82bd8fea3ab0c8", size = 23118 },
{ url = "https://files.pythonhosted.org/packages/d5/da/f2eeb64c723f5e3777bc081da884b414671982008c47dcc1873d81f625b6/MarkupSafe-3.0.2-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:88416bd1e65dcea10bc7569faacb2c20ce071dd1f87539ca2ab364bf6231393c", size = 22993 },
{ url = "https://files.pythonhosted.org/packages/da/0e/1f32af846df486dce7c227fe0f2398dc7e2e51d4a370508281f3c1c5cddc/MarkupSafe-3.0.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:2181e67807fc2fa785d0592dc2d6206c019b9502410671cc905d132a92866557", size = 24178 },
{ url = "https://files.pythonhosted.org/packages/c4/f6/bb3ca0532de8086cbff5f06d137064c8410d10779c4c127e0e47d17c0b71/MarkupSafe-3.0.2-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:52305740fe773d09cffb16f8ed0427942901f00adedac82ec8b67752f58a1b22", size = 23319 },
{ url = "https://files.pythonhosted.org/packages/a2/82/8be4c96ffee03c5b4a034e60a31294daf481e12c7c43ab8e34a1453ee48b/MarkupSafe-3.0.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:ad10d3ded218f1039f11a75f8091880239651b52e9bb592ca27de44eed242a48", size = 23352 },
{ url = "https://files.pythonhosted.org/packages/51/ae/97827349d3fcffee7e184bdf7f41cd6b88d9919c80f0263ba7acd1bbcb18/MarkupSafe-3.0.2-cp312-cp312-win32.whl", hash = "sha256:0f4ca02bea9a23221c0182836703cbf8930c5e9454bacce27e767509fa286a30", size = 15097 },
{ url = "https://files.pythonhosted.org/packages/c1/80/a61f99dc3a936413c3ee4e1eecac96c0da5ed07ad56fd975f1a9da5bc630/MarkupSafe-3.0.2-cp312-cp312-win_amd64.whl", hash = "sha256:8e06879fc22a25ca47312fbe7c8264eb0b662f6db27cb2d3bbbc74b1df4b9b87", size = 15601 },
{ url = "https://files.pythonhosted.org/packages/83/0e/67eb10a7ecc77a0c2bbe2b0235765b98d164d81600746914bebada795e97/MarkupSafe-3.0.2-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:ba9527cdd4c926ed0760bc301f6728ef34d841f405abf9d4f959c478421e4efd", size = 14274 },
{ url = "https://files.pythonhosted.org/packages/2b/6d/9409f3684d3335375d04e5f05744dfe7e9f120062c9857df4ab490a1031a/MarkupSafe-3.0.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:f8b3d067f2e40fe93e1ccdd6b2e1d16c43140e76f02fb1319a05cf2b79d99430", size = 12352 },
{ url = "https://files.pythonhosted.org/packages/d2/f5/6eadfcd3885ea85fe2a7c128315cc1bb7241e1987443d78c8fe712d03091/MarkupSafe-3.0.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:569511d3b58c8791ab4c2e1285575265991e6d8f8700c7be0e88f86cb0672094", size = 24122 },
{ url = "https://files.pythonhosted.org/packages/0c/91/96cf928db8236f1bfab6ce15ad070dfdd02ed88261c2afafd4b43575e9e9/MarkupSafe-3.0.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:15ab75ef81add55874e7ab7055e9c397312385bd9ced94920f2802310c930396", size = 23085 },
{ url = "https://files.pythonhosted.org/packages/c2/cf/c9d56af24d56ea04daae7ac0940232d31d5a8354f2b457c6d856b2057d69/MarkupSafe-3.0.2-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f3818cb119498c0678015754eba762e0d61e5b52d34c8b13d770f0719f7b1d79", size = 22978 },
{ url = "https://files.pythonhosted.org/packages/2a/9f/8619835cd6a711d6272d62abb78c033bda638fdc54c4e7f4272cf1c0962b/MarkupSafe-3.0.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:cdb82a876c47801bb54a690c5ae105a46b392ac6099881cdfb9f6e95e4014c6a", size = 24208 },
{ url = "https://files.pythonhosted.org/packages/f9/bf/176950a1792b2cd2102b8ffeb5133e1ed984547b75db47c25a67d3359f77/MarkupSafe-3.0.2-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:cabc348d87e913db6ab4aa100f01b08f481097838bdddf7c7a84b7575b7309ca", size = 23357 },
{ url = "https://files.pythonhosted.org/packages/ce/4f/9a02c1d335caabe5c4efb90e1b6e8ee944aa245c1aaaab8e8a618987d816/MarkupSafe-3.0.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:444dcda765c8a838eaae23112db52f1efaf750daddb2d9ca300bcae1039adc5c", size = 23344 },
{ url = "https://files.pythonhosted.org/packages/ee/55/c271b57db36f748f0e04a759ace9f8f759ccf22b4960c270c78a394f58be/MarkupSafe-3.0.2-cp313-cp313-win32.whl", hash = "sha256:bcf3e58998965654fdaff38e58584d8937aa3096ab5354d493c77d1fdd66d7a1", size = 15101 },
{ url = "https://files.pythonhosted.org/packages/29/88/07df22d2dd4df40aba9f3e402e6dc1b8ee86297dddbad4872bd5e7b0094f/MarkupSafe-3.0.2-cp313-cp313-win_amd64.whl", hash = "sha256:e6a2a455bd412959b57a172ce6328d2dd1f01cb2135efda2e4576e8a23fa3b0f", size = 15603 },
{ url = "https://files.pythonhosted.org/packages/62/6a/8b89d24db2d32d433dffcd6a8779159da109842434f1dd2f6e71f32f738c/MarkupSafe-3.0.2-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:b5a6b3ada725cea8a5e634536b1b01c30bcdcd7f9c6fff4151548d5bf6b3a36c", size = 14510 },
{ url = "https://files.pythonhosted.org/packages/7a/06/a10f955f70a2e5a9bf78d11a161029d278eeacbd35ef806c3fd17b13060d/MarkupSafe-3.0.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:a904af0a6162c73e3edcb969eeeb53a63ceeb5d8cf642fade7d39e7963a22ddb", size = 12486 },
{ url = "https://files.pythonhosted.org/packages/34/cf/65d4a571869a1a9078198ca28f39fba5fbb910f952f9dbc5220afff9f5e6/MarkupSafe-3.0.2-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4aa4e5faecf353ed117801a068ebab7b7e09ffb6e1d5e412dc852e0da018126c", size = 25480 },
{ url = "https://files.pythonhosted.org/packages/0c/e3/90e9651924c430b885468b56b3d597cabf6d72be4b24a0acd1fa0e12af67/MarkupSafe-3.0.2-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0ef13eaeee5b615fb07c9a7dadb38eac06a0608b41570d8ade51c56539e509d", size = 23914 },
{ url = "https://files.pythonhosted.org/packages/66/8c/6c7cf61f95d63bb866db39085150df1f2a5bd3335298f14a66b48e92659c/MarkupSafe-3.0.2-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d16a81a06776313e817c951135cf7340a3e91e8c1ff2fac444cfd75fffa04afe", size = 23796 },
{ url = "https://files.pythonhosted.org/packages/bb/35/cbe9238ec3f47ac9a7c8b3df7a808e7cb50fe149dc7039f5f454b3fba218/MarkupSafe-3.0.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:6381026f158fdb7c72a168278597a5e3a5222e83ea18f543112b2662a9b699c5", size = 25473 },
{ url = "https://files.pythonhosted.org/packages/e6/32/7621a4382488aa283cc05e8984a9c219abad3bca087be9ec77e89939ded9/MarkupSafe-3.0.2-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:3d79d162e7be8f996986c064d1c7c817f6df3a77fe3d6859f6f9e7be4b8c213a", size = 24114 },
{ url = "https://files.pythonhosted.org/packages/0d/80/0985960e4b89922cb5a0bac0ed39c5b96cbc1a536a99f30e8c220a996ed9/MarkupSafe-3.0.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:131a3c7689c85f5ad20f9f6fb1b866f402c445b220c19fe4308c0b147ccd2ad9", size = 24098 },
{ url = "https://files.pythonhosted.org/packages/82/78/fedb03c7d5380df2427038ec8d973587e90561b2d90cd472ce9254cf348b/MarkupSafe-3.0.2-cp313-cp313t-win32.whl", hash = "sha256:ba8062ed2cf21c07a9e295d5b8a2a5ce678b913b45fdf68c32d95d6c1291e0b6", size = 15208 },
{ url = "https://files.pythonhosted.org/packages/4f/65/6079a46068dfceaeabb5dcad6d674f5f5c61a6fa5673746f42a9f4c233b3/MarkupSafe-3.0.2-cp313-cp313t-win_amd64.whl", hash = "sha256:e444a31f8db13eb18ada366ab3cf45fd4b31e4db1236a4448f68778c1d1a5a2f", size = 15739 },
]
[[package]]
name = "matplotlib"
version = "3.10.1"
@ -410,6 +665,46 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/8f/8e/9ad090d3553c280a8060fbf6e24dc1c0c29704ee7d1c372f0c174aa59285/matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca", size = 9899 },
]
[[package]]
name = "mdurl"
version = "0.1.2"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/d6/54/cfe61301667036ec958cb99bd3efefba235e65cdeb9c84d24a8293ba1d90/mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba", size = 8729 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8", size = 9979 },
]
[[package]]
name = "ml-dtypes"
version = "0.5.1"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "numpy" },
]
sdist = { url = "https://files.pythonhosted.org/packages/32/49/6e67c334872d2c114df3020e579f3718c333198f8312290e09ec0216703a/ml_dtypes-0.5.1.tar.gz", hash = "sha256:ac5b58559bb84a95848ed6984eb8013249f90b6bab62aa5acbad876e256002c9", size = 698772 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/47/56/1bb21218e1e692506c220ffabd456af9733fba7aa1b14f73899979f4cc20/ml_dtypes-0.5.1-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:6f462f5eca22fb66d7ff9c4744a3db4463af06c49816c4b6ac89b16bfcdc592e", size = 670372 },
{ url = "https://files.pythonhosted.org/packages/20/95/d8bd96a3b60e00bf31bd78ca4bdd2d6bbaf5acb09b42844432d719d34061/ml_dtypes-0.5.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6f76232163b5b9c34291b54621ee60417601e2e4802a188a0ea7157cd9b323f4", size = 4635946 },
{ url = "https://files.pythonhosted.org/packages/08/57/5d58fad4124192b1be42f68bd0c0ddaa26e44a730ff8c9337adade2f5632/ml_dtypes-0.5.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ad4953c5eb9c25a56d11a913c2011d7e580a435ef5145f804d98efa14477d390", size = 4694804 },
{ url = "https://files.pythonhosted.org/packages/38/bc/c4260e4a6c6bf684d0313308de1c860467275221d5e7daf69b3fcddfdd0b/ml_dtypes-0.5.1-cp312-cp312-win_amd64.whl", hash = "sha256:9626d0bca1fb387d5791ca36bacbba298c5ef554747b7ebeafefb4564fc83566", size = 210853 },
{ url = "https://files.pythonhosted.org/packages/0f/92/bb6a3d18e16fddd18ce6d5f480e1919b33338c70e18cba831c6ae59812ee/ml_dtypes-0.5.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:12651420130ee7cc13059fc56dac6ad300c3af3848b802d475148c9defd27c23", size = 667696 },
{ url = "https://files.pythonhosted.org/packages/6d/29/cfc89d842767e9a51146043b0fa18332c2b38f8831447e6cb1160e3c6102/ml_dtypes-0.5.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c9945669d3dadf8acb40ec2e57d38c985d8c285ea73af57fc5b09872c516106d", size = 4638365 },
{ url = "https://files.pythonhosted.org/packages/be/26/adc36e3ea09603d9f6d114894e1c1b7b8e8a9ef6d0b031cc270c6624a37c/ml_dtypes-0.5.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bf9975bda82a99dc935f2ae4c83846d86df8fd6ba179614acac8e686910851da", size = 4702722 },
{ url = "https://files.pythonhosted.org/packages/da/8a/a2b9375c94077e5a488a624a195621407846f504068ce22ccf805c674156/ml_dtypes-0.5.1-cp313-cp313-win_amd64.whl", hash = "sha256:fd918d4e6a4e0c110e2e05be7a7814d10dc1b95872accbf6512b80a109b71ae1", size = 210850 },
{ url = "https://files.pythonhosted.org/packages/52/38/703169100fdde27957f061d4d0ea3e00525775a09acaccf7e655d9609d55/ml_dtypes-0.5.1-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:05f23447a1c20ddf4dc7c2c661aa9ed93fcb2658f1017c204d1e758714dc28a8", size = 693043 },
{ url = "https://files.pythonhosted.org/packages/28/ff/4e234c9c23e0d456f5da5a326c103bf890c746d93351524d987e41f438b3/ml_dtypes-0.5.1-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1b7fbe5571fdf28fd3aaab3ef4aafc847de9ebf263be959958c1ca58ec8eadf5", size = 4903946 },
{ url = "https://files.pythonhosted.org/packages/b7/45/c1a1ccfdd02bc4173ca0f4a2d327683a27df85797b885eb1da1ca325b85c/ml_dtypes-0.5.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d13755f8e8445b3870114e5b6240facaa7cb0c3361e54beba3e07fa912a6e12b", size = 5052731 },
]
[[package]]
name = "namex"
version = "0.1.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/0c/c0/ee95b28f029c73f8d49d8f52edaed02a1d4a9acb8b69355737fdb1faa191/namex-0.1.0.tar.gz", hash = "sha256:117f03ccd302cc48e3f5c58a296838f6b89c83455ab8683a1e85f2a430aa4306", size = 6649 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/b2/bc/465daf1de06409cdd4532082806770ee0d8d7df434da79c76564d0f69741/namex-0.1.0-py3-none-any.whl", hash = "sha256:e2012a474502f1e2251267062aae3114611f07df4224b6e06334c57b0f2ce87c", size = 5905 },
]
[[package]]
name = "nest-asyncio"
version = "1.6.0"
@ -421,40 +716,90 @@ wheels = [
[[package]]
name = "numpy"
version = "2.2.5"
version = "2.1.3"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/dc/b2/ce4b867d8cd9c0ee84938ae1e6a6f7926ebf928c9090d036fc3c6a04f946/numpy-2.2.5.tar.gz", hash = "sha256:a9c0d994680cd991b1cb772e8b297340085466a6fe964bc9d4e80f5e2f43c291", size = 20273920 }
sdist = { url = "https://files.pythonhosted.org/packages/25/ca/1166b75c21abd1da445b97bf1fa2f14f423c6cfb4fc7c4ef31dccf9f6a94/numpy-2.1.3.tar.gz", hash = "sha256:aa08e04e08aaf974d4458def539dece0d28146d866a39da5639596f4921fd761", size = 20166090 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/e2/f7/1fd4ff108cd9d7ef929b8882692e23665dc9c23feecafbb9c6b80f4ec583/numpy-2.2.5-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:ee461a4eaab4f165b68780a6a1af95fb23a29932be7569b9fab666c407969051", size = 20948633 },
{ url = "https://files.pythonhosted.org/packages/12/03/d443c278348371b20d830af155ff2079acad6a9e60279fac2b41dbbb73d8/numpy-2.2.5-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ec31367fd6a255dc8de4772bd1658c3e926d8e860a0b6e922b615e532d320ddc", size = 14176123 },
{ url = "https://files.pythonhosted.org/packages/2b/0b/5ca264641d0e7b14393313304da48b225d15d471250376f3fbdb1a2be603/numpy-2.2.5-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:47834cde750d3c9f4e52c6ca28a7361859fcaf52695c7dc3cc1a720b8922683e", size = 5163817 },
{ url = "https://files.pythonhosted.org/packages/04/b3/d522672b9e3d28e26e1613de7675b441bbd1eaca75db95680635dd158c67/numpy-2.2.5-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:2c1a1c6ccce4022383583a6ded7bbcda22fc635eb4eb1e0a053336425ed36dfa", size = 6698066 },
{ url = "https://files.pythonhosted.org/packages/a0/93/0f7a75c1ff02d4b76df35079676b3b2719fcdfb39abdf44c8b33f43ef37d/numpy-2.2.5-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9d75f338f5f79ee23548b03d801d28a505198297534f62416391857ea0479571", size = 14087277 },
{ url = "https://files.pythonhosted.org/packages/b0/d9/7c338b923c53d431bc837b5b787052fef9ae68a56fe91e325aac0d48226e/numpy-2.2.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3a801fef99668f309b88640e28d261991bfad9617c27beda4a3aec4f217ea073", size = 16135742 },
{ url = "https://files.pythonhosted.org/packages/2d/10/4dec9184a5d74ba9867c6f7d1e9f2e0fb5fe96ff2bf50bb6f342d64f2003/numpy-2.2.5-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:abe38cd8381245a7f49967a6010e77dbf3680bd3627c0fe4362dd693b404c7f8", size = 15581825 },
{ url = "https://files.pythonhosted.org/packages/80/1f/2b6fcd636e848053f5b57712a7d1880b1565eec35a637fdfd0a30d5e738d/numpy-2.2.5-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:5a0ac90e46fdb5649ab6369d1ab6104bfe5854ab19b645bf5cda0127a13034ae", size = 17899600 },
{ url = "https://files.pythonhosted.org/packages/ec/87/36801f4dc2623d76a0a3835975524a84bd2b18fe0f8835d45c8eae2f9ff2/numpy-2.2.5-cp312-cp312-win32.whl", hash = "sha256:0cd48122a6b7eab8f06404805b1bd5856200e3ed6f8a1b9a194f9d9054631beb", size = 6312626 },
{ url = "https://files.pythonhosted.org/packages/8b/09/4ffb4d6cfe7ca6707336187951992bd8a8b9142cf345d87ab858d2d7636a/numpy-2.2.5-cp312-cp312-win_amd64.whl", hash = "sha256:ced69262a8278547e63409b2653b372bf4baff0870c57efa76c5703fd6543282", size = 12645715 },
{ url = "https://files.pythonhosted.org/packages/e2/a0/0aa7f0f4509a2e07bd7a509042967c2fab635690d4f48c6c7b3afd4f448c/numpy-2.2.5-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:059b51b658f4414fff78c6d7b1b4e18283ab5fa56d270ff212d5ba0c561846f4", size = 20935102 },
{ url = "https://files.pythonhosted.org/packages/7e/e4/a6a9f4537542912ec513185396fce52cdd45bdcf3e9d921ab02a93ca5aa9/numpy-2.2.5-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:47f9ed103af0bc63182609044b0490747e03bd20a67e391192dde119bf43d52f", size = 14191709 },
{ url = "https://files.pythonhosted.org/packages/be/65/72f3186b6050bbfe9c43cb81f9df59ae63603491d36179cf7a7c8d216758/numpy-2.2.5-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:261a1ef047751bb02f29dfe337230b5882b54521ca121fc7f62668133cb119c9", size = 5149173 },
{ url = "https://files.pythonhosted.org/packages/e5/e9/83e7a9432378dde5802651307ae5e9ea07bb72b416728202218cd4da2801/numpy-2.2.5-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:4520caa3807c1ceb005d125a75e715567806fed67e315cea619d5ec6e75a4191", size = 6684502 },
{ url = "https://files.pythonhosted.org/packages/ea/27/b80da6c762394c8ee516b74c1f686fcd16c8f23b14de57ba0cad7349d1d2/numpy-2.2.5-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3d14b17b9be5f9c9301f43d2e2a4886a33b53f4e6fdf9ca2f4cc60aeeee76372", size = 14084417 },
{ url = "https://files.pythonhosted.org/packages/aa/fc/ebfd32c3e124e6a1043e19c0ab0769818aa69050ce5589b63d05ff185526/numpy-2.2.5-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2ba321813a00e508d5421104464510cc962a6f791aa2fca1c97b1e65027da80d", size = 16133807 },
{ url = "https://files.pythonhosted.org/packages/bf/9b/4cc171a0acbe4666f7775cfd21d4eb6bb1d36d3a0431f48a73e9212d2278/numpy-2.2.5-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a4cbdef3ddf777423060c6f81b5694bad2dc9675f110c4b2a60dc0181543fac7", size = 15575611 },
{ url = "https://files.pythonhosted.org/packages/a3/45/40f4135341850df48f8edcf949cf47b523c404b712774f8855a64c96ef29/numpy-2.2.5-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:54088a5a147ab71a8e7fdfd8c3601972751ded0739c6b696ad9cb0343e21ab73", size = 17895747 },
{ url = "https://files.pythonhosted.org/packages/f8/4c/b32a17a46f0ffbde8cc82df6d3daeaf4f552e346df143e1b188a701a8f09/numpy-2.2.5-cp313-cp313-win32.whl", hash = "sha256:c8b82a55ef86a2d8e81b63da85e55f5537d2157165be1cb2ce7cfa57b6aef38b", size = 6309594 },
{ url = "https://files.pythonhosted.org/packages/13/ae/72e6276feb9ef06787365b05915bfdb057d01fceb4a43cb80978e518d79b/numpy-2.2.5-cp313-cp313-win_amd64.whl", hash = "sha256:d8882a829fd779f0f43998e931c466802a77ca1ee0fe25a3abe50278616b1471", size = 12638356 },
{ url = "https://files.pythonhosted.org/packages/79/56/be8b85a9f2adb688e7ded6324e20149a03541d2b3297c3ffc1a73f46dedb/numpy-2.2.5-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:e8b025c351b9f0e8b5436cf28a07fa4ac0204d67b38f01433ac7f9b870fa38c6", size = 20963778 },
{ url = "https://files.pythonhosted.org/packages/ff/77/19c5e62d55bff507a18c3cdff82e94fe174957bad25860a991cac719d3ab/numpy-2.2.5-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:8dfa94b6a4374e7851bbb6f35e6ded2120b752b063e6acdd3157e4d2bb922eba", size = 14207279 },
{ url = "https://files.pythonhosted.org/packages/75/22/aa11f22dc11ff4ffe4e849d9b63bbe8d4ac6d5fae85ddaa67dfe43be3e76/numpy-2.2.5-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:97c8425d4e26437e65e1d189d22dff4a079b747ff9c2788057bfb8114ce1e133", size = 5199247 },
{ url = "https://files.pythonhosted.org/packages/4f/6c/12d5e760fc62c08eded0394f62039f5a9857f758312bf01632a81d841459/numpy-2.2.5-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:352d330048c055ea6db701130abc48a21bec690a8d38f8284e00fab256dc1376", size = 6711087 },
{ url = "https://files.pythonhosted.org/packages/ef/94/ece8280cf4218b2bee5cec9567629e61e51b4be501e5c6840ceb593db945/numpy-2.2.5-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8b4c0773b6ada798f51f0f8e30c054d32304ccc6e9c5d93d46cb26f3d385ab19", size = 14059964 },
{ url = "https://files.pythonhosted.org/packages/39/41/c5377dac0514aaeec69115830a39d905b1882819c8e65d97fc60e177e19e/numpy-2.2.5-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:55f09e00d4dccd76b179c0f18a44f041e5332fd0e022886ba1c0bbf3ea4a18d0", size = 16121214 },
{ url = "https://files.pythonhosted.org/packages/db/54/3b9f89a943257bc8e187145c6bc0eb8e3d615655f7b14e9b490b053e8149/numpy-2.2.5-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:02f226baeefa68f7d579e213d0f3493496397d8f1cff5e2b222af274c86a552a", size = 15575788 },
{ url = "https://files.pythonhosted.org/packages/b1/c4/2e407e85df35b29f79945751b8f8e671057a13a376497d7fb2151ba0d290/numpy-2.2.5-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:c26843fd58f65da9491165072da2cccc372530681de481ef670dcc8e27cfb066", size = 17893672 },
{ url = "https://files.pythonhosted.org/packages/29/7e/d0b44e129d038dba453f00d0e29ebd6eaf2f06055d72b95b9947998aca14/numpy-2.2.5-cp313-cp313t-win32.whl", hash = "sha256:1a161c2c79ab30fe4501d5a2bbfe8b162490757cf90b7f05be8b80bc02f7bb8e", size = 6377102 },
{ url = "https://files.pythonhosted.org/packages/63/be/b85e4aa4bf42c6502851b971f1c326d583fcc68227385f92089cf50a7b45/numpy-2.2.5-cp313-cp313t-win_amd64.whl", hash = "sha256:d403c84991b5ad291d3809bace5e85f4bbf44a04bdc9a88ed2bb1807b3360bb8", size = 12750096 },
{ url = "https://files.pythonhosted.org/packages/8a/f0/385eb9970309643cbca4fc6eebc8bb16e560de129c91258dfaa18498da8b/numpy-2.1.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:f55ba01150f52b1027829b50d70ef1dafd9821ea82905b63936668403c3b471e", size = 20849658 },
{ url = "https://files.pythonhosted.org/packages/54/4a/765b4607f0fecbb239638d610d04ec0a0ded9b4951c56dc68cef79026abf/numpy-2.1.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:13138eadd4f4da03074851a698ffa7e405f41a0845a6b1ad135b81596e4e9958", size = 13492258 },
{ url = "https://files.pythonhosted.org/packages/bd/a7/2332679479c70b68dccbf4a8eb9c9b5ee383164b161bee9284ac141fbd33/numpy-2.1.3-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:a6b46587b14b888e95e4a24d7b13ae91fa22386c199ee7b418f449032b2fa3b8", size = 5090249 },
{ url = "https://files.pythonhosted.org/packages/c1/67/4aa00316b3b981a822c7a239d3a8135be2a6945d1fd11d0efb25d361711a/numpy-2.1.3-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:0fa14563cc46422e99daef53d725d0c326e99e468a9320a240affffe87852564", size = 6621704 },
{ url = "https://files.pythonhosted.org/packages/5e/da/1a429ae58b3b6c364eeec93bf044c532f2ff7b48a52e41050896cf15d5b1/numpy-2.1.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8637dcd2caa676e475503d1f8fdb327bc495554e10838019651b76d17b98e512", size = 13606089 },
{ url = "https://files.pythonhosted.org/packages/9e/3e/3757f304c704f2f0294a6b8340fcf2be244038be07da4cccf390fa678a9f/numpy-2.1.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2312b2aa89e1f43ecea6da6ea9a810d06aae08321609d8dc0d0eda6d946a541b", size = 16043185 },
{ url = "https://files.pythonhosted.org/packages/43/97/75329c28fea3113d00c8d2daf9bc5828d58d78ed661d8e05e234f86f0f6d/numpy-2.1.3-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:a38c19106902bb19351b83802531fea19dee18e5b37b36454f27f11ff956f7fc", size = 16410751 },
{ url = "https://files.pythonhosted.org/packages/ad/7a/442965e98b34e0ae9da319f075b387bcb9a1e0658276cc63adb8c9686f7b/numpy-2.1.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:02135ade8b8a84011cbb67dc44e07c58f28575cf9ecf8ab304e51c05528c19f0", size = 14082705 },
{ url = "https://files.pythonhosted.org/packages/ac/b6/26108cf2cfa5c7e03fb969b595c93131eab4a399762b51ce9ebec2332e80/numpy-2.1.3-cp312-cp312-win32.whl", hash = "sha256:e6988e90fcf617da2b5c78902fe8e668361b43b4fe26dbf2d7b0f8034d4cafb9", size = 6239077 },
{ url = "https://files.pythonhosted.org/packages/a6/84/fa11dad3404b7634aaab50733581ce11e5350383311ea7a7010f464c0170/numpy-2.1.3-cp312-cp312-win_amd64.whl", hash = "sha256:0d30c543f02e84e92c4b1f415b7c6b5326cbe45ee7882b6b77db7195fb971e3a", size = 12566858 },
{ url = "https://files.pythonhosted.org/packages/4d/0b/620591441457e25f3404c8057eb924d04f161244cb8a3680d529419aa86e/numpy-2.1.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:96fe52fcdb9345b7cd82ecd34547fca4321f7656d500eca497eb7ea5a926692f", size = 20836263 },
{ url = "https://files.pythonhosted.org/packages/45/e1/210b2d8b31ce9119145433e6ea78046e30771de3fe353f313b2778142f34/numpy-2.1.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:f653490b33e9c3a4c1c01d41bc2aef08f9475af51146e4a7710c450cf9761598", size = 13507771 },
{ url = "https://files.pythonhosted.org/packages/55/44/aa9ee3caee02fa5a45f2c3b95cafe59c44e4b278fbbf895a93e88b308555/numpy-2.1.3-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:dc258a761a16daa791081d026f0ed4399b582712e6fc887a95af09df10c5ca57", size = 5075805 },
{ url = "https://files.pythonhosted.org/packages/78/d6/61de6e7e31915ba4d87bbe1ae859e83e6582ea14c6add07c8f7eefd8488f/numpy-2.1.3-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:016d0f6f5e77b0f0d45d77387ffa4bb89816b57c835580c3ce8e099ef830befe", size = 6608380 },
{ url = "https://files.pythonhosted.org/packages/3e/46/48bdf9b7241e317e6cf94276fe11ba673c06d1fdf115d8b4ebf616affd1a/numpy-2.1.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c181ba05ce8299c7aa3125c27b9c2167bca4a4445b7ce73d5febc411ca692e43", size = 13602451 },
{ url = "https://files.pythonhosted.org/packages/70/50/73f9a5aa0810cdccda9c1d20be3cbe4a4d6ea6bfd6931464a44c95eef731/numpy-2.1.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5641516794ca9e5f8a4d17bb45446998c6554704d888f86df9b200e66bdcce56", size = 16039822 },
{ url = "https://files.pythonhosted.org/packages/ad/cd/098bc1d5a5bc5307cfc65ee9369d0ca658ed88fbd7307b0d49fab6ca5fa5/numpy-2.1.3-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:ea4dedd6e394a9c180b33c2c872b92f7ce0f8e7ad93e9585312b0c5a04777a4a", size = 16411822 },
{ url = "https://files.pythonhosted.org/packages/83/a2/7d4467a2a6d984549053b37945620209e702cf96a8bc658bc04bba13c9e2/numpy-2.1.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:b0df3635b9c8ef48bd3be5f862cf71b0a4716fa0e702155c45067c6b711ddcef", size = 14079598 },
{ url = "https://files.pythonhosted.org/packages/e9/6a/d64514dcecb2ee70bfdfad10c42b76cab657e7ee31944ff7a600f141d9e9/numpy-2.1.3-cp313-cp313-win32.whl", hash = "sha256:50ca6aba6e163363f132b5c101ba078b8cbd3fa92c7865fd7d4d62d9779ac29f", size = 6236021 },
{ url = "https://files.pythonhosted.org/packages/bb/f9/12297ed8d8301a401e7d8eb6b418d32547f1d700ed3c038d325a605421a4/numpy-2.1.3-cp313-cp313-win_amd64.whl", hash = "sha256:747641635d3d44bcb380d950679462fae44f54b131be347d5ec2bce47d3df9ed", size = 12560405 },
{ url = "https://files.pythonhosted.org/packages/a7/45/7f9244cd792e163b334e3a7f02dff1239d2890b6f37ebf9e82cbe17debc0/numpy-2.1.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:996bb9399059c5b82f76b53ff8bb686069c05acc94656bb259b1d63d04a9506f", size = 20859062 },
{ url = "https://files.pythonhosted.org/packages/b1/b4/a084218e7e92b506d634105b13e27a3a6645312b93e1c699cc9025adb0e1/numpy-2.1.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:45966d859916ad02b779706bb43b954281db43e185015df6eb3323120188f9e4", size = 13515839 },
{ url = "https://files.pythonhosted.org/packages/27/45/58ed3f88028dcf80e6ea580311dc3edefdd94248f5770deb980500ef85dd/numpy-2.1.3-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:baed7e8d7481bfe0874b566850cb0b85243e982388b7b23348c6db2ee2b2ae8e", size = 5116031 },
{ url = "https://files.pythonhosted.org/packages/37/a8/eb689432eb977d83229094b58b0f53249d2209742f7de529c49d61a124a0/numpy-2.1.3-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:a9f7f672a3388133335589cfca93ed468509cb7b93ba3105fce780d04a6576a0", size = 6629977 },
{ url = "https://files.pythonhosted.org/packages/42/a3/5355ad51ac73c23334c7caaed01adadfda49544f646fcbfbb4331deb267b/numpy-2.1.3-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d7aac50327da5d208db2eec22eb11e491e3fe13d22653dce51b0f4109101b408", size = 13575951 },
{ url = "https://files.pythonhosted.org/packages/c4/70/ea9646d203104e647988cb7d7279f135257a6b7e3354ea6c56f8bafdb095/numpy-2.1.3-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4394bc0dbd074b7f9b52024832d16e019decebf86caf909d94f6b3f77a8ee3b6", size = 16022655 },
{ url = "https://files.pythonhosted.org/packages/14/ce/7fc0612903e91ff9d0b3f2eda4e18ef9904814afcae5b0f08edb7f637883/numpy-2.1.3-cp313-cp313t-musllinux_1_1_x86_64.whl", hash = "sha256:50d18c4358a0a8a53f12a8ba9d772ab2d460321e6a93d6064fc22443d189853f", size = 16399902 },
{ url = "https://files.pythonhosted.org/packages/ef/62/1d3204313357591c913c32132a28f09a26357e33ea3c4e2fe81269e0dca1/numpy-2.1.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:14e253bd43fc6b37af4921b10f6add6925878a42a0c5fe83daee390bca80bc17", size = 14067180 },
{ url = "https://files.pythonhosted.org/packages/24/d7/78a40ed1d80e23a774cb8a34ae8a9493ba1b4271dde96e56ccdbab1620ef/numpy-2.1.3-cp313-cp313t-win32.whl", hash = "sha256:08788d27a5fd867a663f6fc753fd7c3ad7e92747efc73c53bca2f19f8bc06f48", size = 6291907 },
{ url = "https://files.pythonhosted.org/packages/86/09/a5ab407bd7f5f5599e6a9261f964ace03a73e7c6928de906981c31c38082/numpy-2.1.3-cp313-cp313t-win_amd64.whl", hash = "sha256:2564fbdf2b99b3f815f2107c1bbc93e2de8ee655a69c261363a1172a79a257d4", size = 12644098 },
]
[[package]]
name = "opt-einsum"
version = "3.4.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/8c/b9/2ac072041e899a52f20cf9510850ff58295003aa75525e58343591b0cbfb/opt_einsum-3.4.0.tar.gz", hash = "sha256:96ca72f1b886d148241348783498194c577fa30a8faac108586b14f1ba4473ac", size = 63004 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/23/cd/066e86230ae37ed0be70aae89aabf03ca8d9f39c8aea0dec8029455b5540/opt_einsum-3.4.0-py3-none-any.whl", hash = "sha256:69bb92469f86a1565195ece4ac0323943e83477171b91d24c35afe028a90d7cd", size = 71932 },
]
[[package]]
name = "optree"
version = "0.16.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "typing-extensions" },
]
sdist = { url = "https://files.pythonhosted.org/packages/49/58/4cd2614b5379e25bf7be0a2d494c55e182b749326d3d89086a369e5c06be/optree-0.16.0.tar.gz", hash = "sha256:3b3432754b0753f5166a0899c693e99fe00e02c48f90b511c0604aa6e4b4a59e", size = 161599 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/c6/08/c18e47472189bf9901ce98678f958bda15ec2f39803fea83cdf88b2f8a67/optree-0.16.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:b08eee60cd0756cd9874ffb44f5e47337c698100fd19dcdc18b86eb1518e3a0a", size = 634383 },
{ url = "https://files.pythonhosted.org/packages/cc/73/d106c9d4ffcd24086504539bfb333ba0fec60664b0c4b59ce6b86268c684/optree-0.16.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:71e667b1dd0d331590e1356af506ab9896803acb85aea114f9e76a16a4e1be36", size = 341559 },
{ url = "https://files.pythonhosted.org/packages/74/66/d5e668e1b54fcbaa99391b9a04504b2a1b1d992eccace3fcc04b3c7fb573/optree-0.16.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a010c919cf9652dcf0152c14a948f502c5ca7cb34a61157b4eb9c4766d3eea43", size = 376781 },
{ url = "https://files.pythonhosted.org/packages/83/df/064eb5ac0aea384d7cddb4b27705ec9d59271da44a6b268e67ff589b8fb2/optree-0.16.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:78d54dbc082fc5a3402ca73c129f997dc7a13e3d64ea457a7e5688a99af36d3f", size = 424733 },
{ url = "https://files.pythonhosted.org/packages/b0/ae/b0262777f4fa560b556c7971a63ccc4682c090a547d0aff45a8b41296d4d/optree-0.16.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ecb34c46af996c6d7ed9eda4ea0bf01671aee84a5503cf3f4445502d0c01a853", size = 420486 },
{ url = "https://files.pythonhosted.org/packages/fe/63/2f91e91e743fd70966bf558855f8ce42156a459dcda4f4569091a5960c71/optree-0.16.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:690440c8296bc8b9e76f830066ed899186dcfa51d404c9b72dca3acced17ca6f", size = 390836 },
{ url = "https://files.pythonhosted.org/packages/e5/33/48ac6749986e440838990a16beb830ddc1c30d8dba150a030a53377abf77/optree-0.16.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f08aaa1c2ae092b3e662125ad19860046c63d7451d41be133ddd6594920e295e", size = 412699 },
{ url = "https://files.pythonhosted.org/packages/0e/d2/c87a225c14c4ca642c67b1e7a668091441aa52dcf142ea0147f2fdba21d4/optree-0.16.0-cp312-cp312-win32.whl", hash = "sha256:c9ba09623fc287a1c887a1e070d780369df561c78acb51281d8bf373a0fcef27", size = 282475 },
{ url = "https://files.pythonhosted.org/packages/4e/9e/d485bff9dee0efa90883bb54590dd8b18067ae3ea34c34a7b91d30cd5d1d/optree-0.16.0-cp312-cp312-win_amd64.whl", hash = "sha256:6ae2bf009f2a6a7c38f69d70eb0d8e9afd7a871b80c8682d98ce8f25cc50df40", size = 315159 },
{ url = "https://files.pythonhosted.org/packages/d0/84/da021d0b557518fcb7120954f3d55d50d62b2d44945d000033b238cb9330/optree-0.16.0-cp312-cp312-win_arm64.whl", hash = "sha256:9185e76a826a3e0c10f73917b05e3a79a969e9b6a9e83b26d9b4130fa9d3fc06", size = 307796 },
{ url = "https://files.pythonhosted.org/packages/1a/e9/8abe32635c32b23e4dc8aaa93746229557046f01e2ecbf3cf8b776995a12/optree-0.16.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:e974f28c699baf1565765645a71cfe5a47886fd6297225090c18204f49b4037c", size = 643038 },
{ url = "https://files.pythonhosted.org/packages/8b/70/3b8d96e14c182e606d83402e27b364b50a34a992b7c4ac419de2deed3609/optree-0.16.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:33a839c1740c73de589bf2a8154f27e4729df6fc0ca9fee5c11ccbeb167a5f4e", size = 345653 },
{ url = "https://files.pythonhosted.org/packages/da/b0/2d075e958b593b1211ed75bc8e34225005244260979155fe4a58699295e6/optree-0.16.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0f81e5055c51f862f68dd0ffce110ed3263c3934ecd37aae0210ce65e6a939bd", size = 379398 },
{ url = "https://files.pythonhosted.org/packages/90/aa/fb57d68b9ccd3fefb7b1ebadef2abee592fd4bfc0b9a03ed42c0e1b41bf0/optree-0.16.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b0451ee3e28ce6bb7b66e97cc3b17ac1cd7f84b39be289da67eff9a886d5f207", size = 429925 },
{ url = "https://files.pythonhosted.org/packages/11/ad/1113dd5b4b46b0ada7323d062c0baa955b311307046e17c3d42507ed56cb/optree-0.16.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6ec096061cd4a4c5573a25e6eb7cf45786af2d89acd3baefc1f78e70088dba03", size = 424750 },
{ url = "https://files.pythonhosted.org/packages/e9/a5/33bb32d96ca8a3466cac7bd806a8f48de0e5509fe142298cdf6cef08d6b5/optree-0.16.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:330a47cc6e016190512c5af0f665d7e6c0ff7ba48c2803204a66cf305f981adc", size = 394116 },
{ url = "https://files.pythonhosted.org/packages/bf/ef/dc43196b9d49b2c587daf0ab450af36968d83d59332c9f256db12b666672/optree-0.16.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:408203ecdff202d34c31f49daec9b3a279e1c027e24729a8b13ab19d5f1b19e6", size = 416988 },
{ url = "https://files.pythonhosted.org/packages/2b/4c/ef43835d45c5da4003392d958dabbb94abedbcf27345dc384bf2d66f254a/optree-0.16.0-cp313-cp313-win32.whl", hash = "sha256:74390ac8c1f72e439de3f7cf8e67f3b541fac7adbfff6b48bf8be79014e80120", size = 284381 },
{ url = "https://files.pythonhosted.org/packages/40/e5/1f61f454101da963d8da10864291141d27e43ff7a305aa8d708990e41cba/optree-0.16.0-cp313-cp313-win_amd64.whl", hash = "sha256:b7390b7f65809555ed43598c1df18a8757b3a4396c279e5f9fcfab88ad0bc59b", size = 317191 },
{ url = "https://files.pythonhosted.org/packages/c7/d0/6f9582ff817940e180a3afe88686267b8b8c8e467d86395358e8d2d45fed/optree-0.16.0-cp313-cp313-win_arm64.whl", hash = "sha256:cd498cf726856ba6b9a49b29c72021940e6a0c4ae475d7a91094a00372eebdfb", size = 310338 },
{ url = "https://files.pythonhosted.org/packages/c5/e5/2739183bae5a7b5701ba5c66f7d64a2449c95af18e080e2433c337138692/optree-0.16.0-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:d4545602ab8eb1da3669c4dd6dd73b81fb68e575c5dd9c2147e1d4db395a6ebf", size = 731956 },
{ url = "https://files.pythonhosted.org/packages/ec/18/d21cc2c0a49a68f21a9cc58346b4af2895d3b8416226fdaf30cbae438581/optree-0.16.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:22f06cd5a35676bad9ca26787f160b267f61d1b33f4edca72be8888fdb3d5c68", size = 390856 },
{ url = "https://files.pythonhosted.org/packages/a8/b8/41426779c7c888d67041aa39240ea24644e3b9820c0055a7f06b90082f14/optree-0.16.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:52e1c48220a9b95d30cde4e1f2506db8bf1f5c2ee5c74013bf74bf0b796c8a17", size = 396729 },
{ url = "https://files.pythonhosted.org/packages/3e/1e/1cf1a8d644d4251d72b9006b50379b925968f96f31fcb835b83061206b77/optree-0.16.0-cp313-cp313t-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e424fdfb6ff3240de98e236571581220872363c5ff7fe3beb4020dc8cfc8d824", size = 444006 },
{ url = "https://files.pythonhosted.org/packages/37/aa/d4ecfb736bc65b244899a3e8b644d980ffa9740225d84f7987758b04a091/optree-0.16.0-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1a8d25e57b6cbd45ac2915a8a42d9a09aa1b7d8e7d4d61470525dd15f1acf039", size = 441827 },
{ url = "https://files.pythonhosted.org/packages/b3/b9/5fe578d5a7332be3c00aa85f65c75c814094875352582c09cb8aece38cce/optree-0.16.0-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:317595e4018f99b4f1dc6d357fe40c7db4ee1252bb3d578b5c15e17a5c6e8c1f", size = 410448 },
{ url = "https://files.pythonhosted.org/packages/c0/bf/ab77af44f87d076964a49843c5708cfcac811e7b544647dcf7fb7e94c86b/optree-0.16.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:84c93c2ade2eba3d32085f7091c6d3aa959585f65691b785c54b8a966b1046fe", size = 431813 },
{ url = "https://files.pythonhosted.org/packages/30/1e/9e90b299ca2a4058c32c58192e78ceafb68598f9faebe8d82582b1eed2a0/optree-0.16.0-cp313-cp313t-win32.whl", hash = "sha256:4dc00c14c39b5fef9f71ac0a74591039eb97a40ab56e75fe6eea8c5916118b27", size = 315553 },
{ url = "https://files.pythonhosted.org/packages/01/b2/f7a00906ebc9262834dbbb133a27d7a32b292f956c68a57f3cf11343a9d8/optree-0.16.0-cp313-cp313t-win_amd64.whl", hash = "sha256:d20b50e9ba079221a770daa5519d1a11745b77058cdfd0dc99b1524303bfeffb", size = 352607 },
{ url = "https://files.pythonhosted.org/packages/be/8d/657abb2dc59e442a79e8fd777bcd34372289187ac8dede5f104968707cd6/optree-0.16.0-cp313-cp313t-win_arm64.whl", hash = "sha256:3b9ec4bda865042c8a8ff618bcaae5488b624cea0f48e67507c1f0b9d97be383", size = 345656 },
]
[[package]]
@ -549,6 +894,20 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/ce/4f/5249960887b1fbe561d9ff265496d170b55a735b76724f10ef19f9e40716/prompt_toolkit-3.0.51-py3-none-any.whl", hash = "sha256:52742911fde84e2d423e2f9a4cf1de7d7ac4e51958f648d9540e0fb8db077b07", size = 387810 },
]
[[package]]
name = "protobuf"
version = "5.29.5"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/43/29/d09e70352e4e88c9c7a198d5645d7277811448d76c23b00345670f7c8a38/protobuf-5.29.5.tar.gz", hash = "sha256:bc1463bafd4b0929216c35f437a8e28731a2b7fe3d98bb77a600efced5a15c84", size = 425226 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/5f/11/6e40e9fc5bba02988a214c07cf324595789ca7820160bfd1f8be96e48539/protobuf-5.29.5-cp310-abi3-win32.whl", hash = "sha256:3f1c6468a2cfd102ff4703976138844f78ebd1fb45f49011afc5139e9e283079", size = 422963 },
{ url = "https://files.pythonhosted.org/packages/81/7f/73cefb093e1a2a7c3ffd839e6f9fcafb7a427d300c7f8aef9c64405d8ac6/protobuf-5.29.5-cp310-abi3-win_amd64.whl", hash = "sha256:3f76e3a3675b4a4d867b52e4a5f5b78a2ef9565549d4037e06cf7b0942b1d3fc", size = 434818 },
{ url = "https://files.pythonhosted.org/packages/dd/73/10e1661c21f139f2c6ad9b23040ff36fee624310dc28fba20d33fdae124c/protobuf-5.29.5-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e38c5add5a311f2a6eb0340716ef9b039c1dfa428b28f25a7838ac329204a671", size = 418091 },
{ url = "https://files.pythonhosted.org/packages/6c/04/98f6f8cf5b07ab1294c13f34b4e69b3722bb609c5b701d6c169828f9f8aa/protobuf-5.29.5-cp38-abi3-manylinux2014_aarch64.whl", hash = "sha256:fa18533a299d7ab6c55a238bf8629311439995f2e7eca5caaff08663606e9015", size = 319824 },
{ url = "https://files.pythonhosted.org/packages/85/e4/07c80521879c2d15f321465ac24c70efe2381378c00bf5e56a0f4fbac8cd/protobuf-5.29.5-cp38-abi3-manylinux2014_x86_64.whl", hash = "sha256:63848923da3325e1bf7e9003d680ce6e14b07e55d0473253a690c3a8b8fd6e61", size = 319942 },
{ url = "https://files.pythonhosted.org/packages/7e/cc/7e77861000a0691aeea8f4566e5d3aa716f2b1dece4a24439437e41d3d25/protobuf-5.29.5-py3-none-any.whl", hash = "sha256:6cf42630262c59b2d8de33954443d94b746c952b01434fc58a417fdbd2e84bd5", size = 172823 },
]
[[package]]
name = "psutil"
version = "7.0.0"
@ -675,6 +1034,34 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/05/4c/bf3cad0d64c3214ac881299c4562b815f05d503bccc513e3fd4fdc6f67e4/pyzmq-26.4.0-cp313-cp313t-musllinux_1_1_x86_64.whl", hash = "sha256:26a2a7451606b87f67cdeca2c2789d86f605da08b4bd616b1a9981605ca3a364", size = 1395540 },
]
[[package]]
name = "requests"
version = "2.32.4"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "certifi" },
{ name = "charset-normalizer" },
{ name = "idna" },
{ name = "urllib3" },
]
sdist = { url = "https://files.pythonhosted.org/packages/e1/0a/929373653770d8a0d7ea76c37de6e41f11eb07559b103b1c02cafb3f7cf8/requests-2.32.4.tar.gz", hash = "sha256:27d0316682c8a29834d3264820024b62a36942083d52caf2f14c0591336d3422", size = 135258 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/7c/e4/56027c4a6b4ae70ca9de302488c5ca95ad4a39e190093d6c1a8ace08341b/requests-2.32.4-py3-none-any.whl", hash = "sha256:27babd3cda2a6d50b30443204ee89830707d396671944c998b5975b031ac2b2c", size = 64847 },
]
[[package]]
name = "rich"
version = "14.0.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "markdown-it-py" },
{ name = "pygments" },
]
sdist = { url = "https://files.pythonhosted.org/packages/a1/53/830aa4c3066a8ab0ae9a9955976fb770fe9c6102117c8ec4ab3ea62d89e8/rich-14.0.0.tar.gz", hash = "sha256:82f1bc23a6a21ebca4ae0c45af9bdbc492ed20231dcb63f297d6d1021a9d5725", size = 224078 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/0d/9b/63f4c7ebc259242c89b3acafdb37b41d1185c07ff0011164674e9076b491/rich-14.0.0-py3-none-any.whl", hash = "sha256:1c9491e1951aac09caffd42f448ee3d04e58923ffe14993f6e83068dc395d7e0", size = 243229 },
]
[[package]]
name = "scikit-learn"
version = "1.6.1"
@ -741,6 +1128,15 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/81/06/0a5e5349474e1cbc5757975b21bd4fad0e72ebf138c5592f191646154e06/scipy-1.15.3-cp313-cp313t-win_amd64.whl", hash = "sha256:76ad1fb5f8752eabf0fa02e4cc0336b4e8f021e2d5f061ed37d6d264db35e3ca", size = 40308097 },
]
[[package]]
name = "setuptools"
version = "80.9.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/18/5d/3bf57dcd21979b887f014ea83c24ae194cfcd12b9e0fda66b957c69d1fca/setuptools-80.9.0.tar.gz", hash = "sha256:f36b47402ecde768dbfafc46e8e4207b4360c654f1f3bb84475f0a28628fb19c", size = 1319958 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/a3/dc/17031897dae0efacfea57dfd3a82fdd2a2aeb58e0ff71b77b87e44edc772/setuptools-80.9.0-py3-none-any.whl", hash = "sha256:062d34222ad13e0cc312a4c02d73f059e86a4acbfbdea8f8f76b28c99f306922", size = 1201486 },
]
[[package]]
name = "six"
version = "1.17.0"
@ -764,6 +1160,79 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695", size = 24521 },
]
[[package]]
name = "tensorboard"
version = "2.19.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "absl-py" },
{ name = "grpcio" },
{ name = "markdown" },
{ name = "numpy" },
{ name = "packaging" },
{ name = "protobuf" },
{ name = "setuptools" },
{ name = "six" },
{ name = "tensorboard-data-server" },
{ name = "werkzeug" },
]
wheels = [
{ url = "https://files.pythonhosted.org/packages/5d/12/4f70e8e2ba0dbe72ea978429d8530b0333f0ed2140cc571a48802878ef99/tensorboard-2.19.0-py3-none-any.whl", hash = "sha256:5e71b98663a641a7ce8a6e70b0be8e1a4c0c45d48760b076383ac4755c35b9a0", size = 5503412 },
]
[[package]]
name = "tensorboard-data-server"
version = "0.7.2"
source = { registry = "https://pypi.org/simple" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/7a/13/e503968fefabd4c6b2650af21e110aa8466fe21432cd7c43a84577a89438/tensorboard_data_server-0.7.2-py3-none-any.whl", hash = "sha256:7e0610d205889588983836ec05dc098e80f97b7e7bbff7e994ebb78f578d0ddb", size = 2356 },
{ url = "https://files.pythonhosted.org/packages/b7/85/dabeaf902892922777492e1d253bb7e1264cadce3cea932f7ff599e53fea/tensorboard_data_server-0.7.2-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:9fe5d24221b29625dbc7328b0436ca7fc1c23de4acf4d272f1180856e32f9f60", size = 4823598 },
{ url = "https://files.pythonhosted.org/packages/73/c6/825dab04195756cf8ff2e12698f22513b3db2f64925bdd41671bfb33aaa5/tensorboard_data_server-0.7.2-py3-none-manylinux_2_31_x86_64.whl", hash = "sha256:ef687163c24185ae9754ed5650eb5bc4d84ff257aabdc33f0cc6f74d8ba54530", size = 6590363 },
]
[[package]]
name = "tensorflow"
version = "2.19.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "absl-py" },
{ name = "astunparse" },
{ name = "flatbuffers" },
{ name = "gast" },
{ name = "google-pasta" },
{ name = "grpcio" },
{ name = "h5py" },
{ name = "keras" },
{ name = "libclang" },
{ name = "ml-dtypes" },
{ name = "numpy" },
{ name = "opt-einsum" },
{ name = "packaging" },
{ name = "protobuf" },
{ name = "requests" },
{ name = "setuptools" },
{ name = "six" },
{ name = "tensorboard" },
{ name = "termcolor" },
{ name = "typing-extensions" },
{ name = "wrapt" },
]
wheels = [
{ url = "https://files.pythonhosted.org/packages/a9/13/c1d488ae24fa58214a30b85ac4ec73491f8c036f7b730808757db62b2142/tensorflow-2.19.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:821916beebd541c95b451dd911af442e11a7cb3aabde9084cab2be5c4d8b2bae", size = 252654225 },
{ url = "https://files.pythonhosted.org/packages/45/47/b0af0749f002720e62bbc65adec5130a108fe4082f1fd12bdfdef0ed27e4/tensorflow-2.19.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:10f4bfbd33ee23408b98c67e63654f4697845f005555dcc6b790ecfaeabd1308", size = 252717815 },
{ url = "https://files.pythonhosted.org/packages/01/12/a8ad8322a7cb2818e658a073feb2aa541d0e6a32b8e5ac838d46e0882687/tensorflow-2.19.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e28b26594cd793e7f52471b8f2d98aafc6d232868a366462d238f7967935a6f6", size = 645007905 },
{ url = "https://files.pythonhosted.org/packages/5c/98/d145af334fd5807d6ba1ead447bf0c57a36654ea58e726d70c0d09cae913/tensorflow-2.19.0-cp312-cp312-win_amd64.whl", hash = "sha256:5eae58946f5a22f4d5656a95e54c5d7aae5a5483c388922a207667d8858c37b9", size = 375961757 },
]
[[package]]
name = "termcolor"
version = "3.1.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/ca/6c/3d75c196ac07ac8749600b60b03f4f6094d54e132c4d94ebac6ee0e0add0/termcolor-3.1.0.tar.gz", hash = "sha256:6a6dd7fbee581909eeec6a756cff1d7f7c376063b14e4a298dc4980309e55970", size = 14324 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/4f/bd/de8d508070629b6d84a30d01d57e4a65c69aa7f5abe7560b8fad3b50ea59/termcolor-3.1.0-py3-none-any.whl", hash = "sha256:591dd26b5c2ce03b9e43f391264626557873ce1d379019786f99b0c2bee140aa", size = 7684 },
]
[[package]]
name = "threadpoolctl"
version = "3.6.0"
@ -800,6 +1269,24 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/00/c0/8f5d070730d7836adc9c9b6408dec68c6ced86b304a9b26a14df072a6e8c/traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f", size = 85359 },
]
[[package]]
name = "typing-extensions"
version = "4.14.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/d1/bc/51647cd02527e87d05cb083ccc402f93e441606ff1f01739a62c8ad09ba5/typing_extensions-4.14.0.tar.gz", hash = "sha256:8676b788e32f02ab42d9e7c61324048ae4c6d844a399eebace3d4979d75ceef4", size = 107423 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/69/e0/552843e0d356fbb5256d21449fa957fa4eff3bbc135a74a691ee70c7c5da/typing_extensions-4.14.0-py3-none-any.whl", hash = "sha256:a1514509136dd0b477638fc68d6a91497af5076466ad0fa6c338e44e359944af", size = 43839 },
]
[[package]]
name = "urllib3"
version = "2.5.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/15/22/9ee70a2574a4f4599c47dd506532914ce044817c7752a79b6a51286319bc/urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760", size = 393185 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc", size = 129795 },
]
[[package]]
name = "wcwidth"
version = "0.2.13"
@ -808,3 +1295,66 @@ sdist = { url = "https://files.pythonhosted.org/packages/6c/63/53559446a878410fc
wheels = [
{ url = "https://files.pythonhosted.org/packages/fd/84/fd2ba7aafacbad3c4201d395674fc6348826569da3c0937e75505ead3528/wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859", size = 34166 },
]
[[package]]
name = "werkzeug"
version = "3.1.3"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "markupsafe" },
]
sdist = { url = "https://files.pythonhosted.org/packages/9f/69/83029f1f6300c5fb2471d621ab06f6ec6b3324685a2ce0f9777fd4a8b71e/werkzeug-3.1.3.tar.gz", hash = "sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746", size = 806925 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/52/24/ab44c871b0f07f491e5d2ad12c9bd7358e527510618cb1b803a88e986db1/werkzeug-3.1.3-py3-none-any.whl", hash = "sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e", size = 224498 },
]
[[package]]
name = "wheel"
version = "0.45.1"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/8a/98/2d9906746cdc6a6ef809ae6338005b3f21bb568bea3165cfc6a243fdc25c/wheel-0.45.1.tar.gz", hash = "sha256:661e1abd9198507b1409a20c02106d9670b2576e916d58f520316666abca6729", size = 107545 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/0b/2c/87f3254fd8ffd29e4c02732eee68a83a1d3c346ae39bc6822dcbcb697f2b/wheel-0.45.1-py3-none-any.whl", hash = "sha256:708e7481cc80179af0e556bbf0cc00b8444c7321e2700b8d8580231d13017248", size = 72494 },
]
[[package]]
name = "wrapt"
version = "1.17.2"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/c3/fc/e91cc220803d7bc4db93fb02facd8461c37364151b8494762cc88b0fbcef/wrapt-1.17.2.tar.gz", hash = "sha256:41388e9d4d1522446fe79d3213196bd9e3b301a336965b9e27ca2788ebd122f3", size = 55531 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/a1/bd/ab55f849fd1f9a58ed7ea47f5559ff09741b25f00c191231f9f059c83949/wrapt-1.17.2-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:d5e2439eecc762cd85e7bd37161d4714aa03a33c5ba884e26c81559817ca0925", size = 53799 },
{ url = "https://files.pythonhosted.org/packages/53/18/75ddc64c3f63988f5a1d7e10fb204ffe5762bc663f8023f18ecaf31a332e/wrapt-1.17.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:3fc7cb4c1c744f8c05cd5f9438a3caa6ab94ce8344e952d7c45a8ed59dd88392", size = 38821 },
{ url = "https://files.pythonhosted.org/packages/48/2a/97928387d6ed1c1ebbfd4efc4133a0633546bec8481a2dd5ec961313a1c7/wrapt-1.17.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:8fdbdb757d5390f7c675e558fd3186d590973244fab0c5fe63d373ade3e99d40", size = 38919 },
{ url = "https://files.pythonhosted.org/packages/73/54/3bfe5a1febbbccb7a2f77de47b989c0b85ed3a6a41614b104204a788c20e/wrapt-1.17.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5bb1d0dbf99411f3d871deb6faa9aabb9d4e744d67dcaaa05399af89d847a91d", size = 88721 },
{ url = "https://files.pythonhosted.org/packages/25/cb/7262bc1b0300b4b64af50c2720ef958c2c1917525238d661c3e9a2b71b7b/wrapt-1.17.2-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d18a4865f46b8579d44e4fe1e2bcbc6472ad83d98e22a26c963d46e4c125ef0b", size = 80899 },
{ url = "https://files.pythonhosted.org/packages/2a/5a/04cde32b07a7431d4ed0553a76fdb7a61270e78c5fd5a603e190ac389f14/wrapt-1.17.2-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bc570b5f14a79734437cb7b0500376b6b791153314986074486e0b0fa8d71d98", size = 89222 },
{ url = "https://files.pythonhosted.org/packages/09/28/2e45a4f4771fcfb109e244d5dbe54259e970362a311b67a965555ba65026/wrapt-1.17.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:6d9187b01bebc3875bac9b087948a2bccefe464a7d8f627cf6e48b1bbae30f82", size = 86707 },
{ url = "https://files.pythonhosted.org/packages/c6/d2/dcb56bf5f32fcd4bd9aacc77b50a539abdd5b6536872413fd3f428b21bed/wrapt-1.17.2-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:9e8659775f1adf02eb1e6f109751268e493c73716ca5761f8acb695e52a756ae", size = 79685 },
{ url = "https://files.pythonhosted.org/packages/80/4e/eb8b353e36711347893f502ce91c770b0b0929f8f0bed2670a6856e667a9/wrapt-1.17.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e8b2816ebef96d83657b56306152a93909a83f23994f4b30ad4573b00bd11bb9", size = 87567 },
{ url = "https://files.pythonhosted.org/packages/17/27/4fe749a54e7fae6e7146f1c7d914d28ef599dacd4416566c055564080fe2/wrapt-1.17.2-cp312-cp312-win32.whl", hash = "sha256:468090021f391fe0056ad3e807e3d9034e0fd01adcd3bdfba977b6fdf4213ea9", size = 36672 },
{ url = "https://files.pythonhosted.org/packages/15/06/1dbf478ea45c03e78a6a8c4be4fdc3c3bddea5c8de8a93bc971415e47f0f/wrapt-1.17.2-cp312-cp312-win_amd64.whl", hash = "sha256:ec89ed91f2fa8e3f52ae53cd3cf640d6feff92ba90d62236a81e4e563ac0e991", size = 38865 },
{ url = "https://files.pythonhosted.org/packages/ce/b9/0ffd557a92f3b11d4c5d5e0c5e4ad057bd9eb8586615cdaf901409920b14/wrapt-1.17.2-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:6ed6ffac43aecfe6d86ec5b74b06a5be33d5bb9243d055141e8cabb12aa08125", size = 53800 },
{ url = "https://files.pythonhosted.org/packages/c0/ef/8be90a0b7e73c32e550c73cfb2fa09db62234227ece47b0e80a05073b375/wrapt-1.17.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:35621ae4c00e056adb0009f8e86e28eb4a41a4bfa8f9bfa9fca7d343fe94f998", size = 38824 },
{ url = "https://files.pythonhosted.org/packages/36/89/0aae34c10fe524cce30fe5fc433210376bce94cf74d05b0d68344c8ba46e/wrapt-1.17.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:a604bf7a053f8362d27eb9fefd2097f82600b856d5abe996d623babd067b1ab5", size = 38920 },
{ url = "https://files.pythonhosted.org/packages/3b/24/11c4510de906d77e0cfb5197f1b1445d4fec42c9a39ea853d482698ac681/wrapt-1.17.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5cbabee4f083b6b4cd282f5b817a867cf0b1028c54d445b7ec7cfe6505057cf8", size = 88690 },
{ url = "https://files.pythonhosted.org/packages/71/d7/cfcf842291267bf455b3e266c0c29dcb675b5540ee8b50ba1699abf3af45/wrapt-1.17.2-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:49703ce2ddc220df165bd2962f8e03b84c89fee2d65e1c24a7defff6f988f4d6", size = 80861 },
{ url = "https://files.pythonhosted.org/packages/d5/66/5d973e9f3e7370fd686fb47a9af3319418ed925c27d72ce16b791231576d/wrapt-1.17.2-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8112e52c5822fc4253f3901b676c55ddf288614dc7011634e2719718eaa187dc", size = 89174 },
{ url = "https://files.pythonhosted.org/packages/a7/d3/8e17bb70f6ae25dabc1aaf990f86824e4fd98ee9cadf197054e068500d27/wrapt-1.17.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:9fee687dce376205d9a494e9c121e27183b2a3df18037f89d69bd7b35bcf59e2", size = 86721 },
{ url = "https://files.pythonhosted.org/packages/6f/54/f170dfb278fe1c30d0ff864513cff526d624ab8de3254b20abb9cffedc24/wrapt-1.17.2-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:18983c537e04d11cf027fbb60a1e8dfd5190e2b60cc27bc0808e653e7b218d1b", size = 79763 },
{ url = "https://files.pythonhosted.org/packages/4a/98/de07243751f1c4a9b15c76019250210dd3486ce098c3d80d5f729cba029c/wrapt-1.17.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:703919b1633412ab54bcf920ab388735832fdcb9f9a00ae49387f0fe67dad504", size = 87585 },
{ url = "https://files.pythonhosted.org/packages/f9/f0/13925f4bd6548013038cdeb11ee2cbd4e37c30f8bfd5db9e5a2a370d6e20/wrapt-1.17.2-cp313-cp313-win32.whl", hash = "sha256:abbb9e76177c35d4e8568e58650aa6926040d6a9f6f03435b7a522bf1c487f9a", size = 36676 },
{ url = "https://files.pythonhosted.org/packages/bf/ae/743f16ef8c2e3628df3ddfd652b7d4c555d12c84b53f3d8218498f4ade9b/wrapt-1.17.2-cp313-cp313-win_amd64.whl", hash = "sha256:69606d7bb691b50a4240ce6b22ebb319c1cfb164e5f6569835058196e0f3a845", size = 38871 },
{ url = "https://files.pythonhosted.org/packages/3d/bc/30f903f891a82d402ffb5fda27ec1d621cc97cb74c16fea0b6141f1d4e87/wrapt-1.17.2-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:4a721d3c943dae44f8e243b380cb645a709ba5bd35d3ad27bc2ed947e9c68192", size = 56312 },
{ url = "https://files.pythonhosted.org/packages/8a/04/c97273eb491b5f1c918857cd26f314b74fc9b29224521f5b83f872253725/wrapt-1.17.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:766d8bbefcb9e00c3ac3b000d9acc51f1b399513f44d77dfe0eb026ad7c9a19b", size = 40062 },
{ url = "https://files.pythonhosted.org/packages/4e/ca/3b7afa1eae3a9e7fefe499db9b96813f41828b9fdb016ee836c4c379dadb/wrapt-1.17.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:e496a8ce2c256da1eb98bd15803a79bee00fc351f5dfb9ea82594a3f058309e0", size = 40155 },
{ url = "https://files.pythonhosted.org/packages/89/be/7c1baed43290775cb9030c774bc53c860db140397047cc49aedaf0a15477/wrapt-1.17.2-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:40d615e4fe22f4ad3528448c193b218e077656ca9ccb22ce2cb20db730f8d306", size = 113471 },
{ url = "https://files.pythonhosted.org/packages/32/98/4ed894cf012b6d6aae5f5cc974006bdeb92f0241775addad3f8cd6ab71c8/wrapt-1.17.2-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a5aaeff38654462bc4b09023918b7f21790efb807f54c000a39d41d69cf552cb", size = 101208 },
{ url = "https://files.pythonhosted.org/packages/ea/fd/0c30f2301ca94e655e5e057012e83284ce8c545df7661a78d8bfca2fac7a/wrapt-1.17.2-cp313-cp313t-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9a7d15bbd2bc99e92e39f49a04653062ee6085c0e18b3b7512a4f2fe91f2d681", size = 109339 },
{ url = "https://files.pythonhosted.org/packages/75/56/05d000de894c4cfcb84bcd6b1df6214297b8089a7bd324c21a4765e49b14/wrapt-1.17.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:e3890b508a23299083e065f435a492b5435eba6e304a7114d2f919d400888cc6", size = 110232 },
{ url = "https://files.pythonhosted.org/packages/53/f8/c3f6b2cf9b9277fb0813418e1503e68414cd036b3b099c823379c9575e6d/wrapt-1.17.2-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:8c8b293cd65ad716d13d8dd3624e42e5a19cc2a2f1acc74b30c2c13f15cb61a6", size = 100476 },
{ url = "https://files.pythonhosted.org/packages/a7/b1/0bb11e29aa5139d90b770ebbfa167267b1fc548d2302c30c8f7572851738/wrapt-1.17.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:4c82b8785d98cdd9fed4cac84d765d234ed3251bd6afe34cb7ac523cb93e8b4f", size = 106377 },
{ url = "https://files.pythonhosted.org/packages/6a/e1/0122853035b40b3f333bbb25f1939fc1045e21dd518f7f0922b60c156f7c/wrapt-1.17.2-cp313-cp313t-win32.whl", hash = "sha256:13e6afb7fe71fe7485a4550a8844cc9ffbe263c0f1a1eea569bc7091d4898555", size = 37986 },
{ url = "https://files.pythonhosted.org/packages/09/5e/1655cf481e079c1f22d0cabdd4e51733679932718dc23bf2db175f329b76/wrapt-1.17.2-cp313-cp313t-win_amd64.whl", hash = "sha256:eaf675418ed6b3b31c7a989fd007fa7c3be66ce14e5c3b27336383604c9da85c", size = 40750 },
{ url = "https://files.pythonhosted.org/packages/2d/82/f56956041adef78f849db6b289b282e72b55ab8045a75abad81898c28d19/wrapt-1.17.2-py3-none-any.whl", hash = "sha256:b18f2d1533a71f069c7f82d524a52599053d4c7166e9dd374ae2136b7f40f7c8", size = 23594 },
]

302463
w3/kMeans-Hopkins copy.ipynb Normal file
View File

File diff suppressed because one or more lines are too long

BIN
w3/w3-fabian_langer-yannik_bretschneider.zip Normal file
View File

Binary file not shown.

397
w4/MSTClustering.ipynb Normal file
View File

File diff suppressed because one or more lines are too long

BIN
w4/MSTClustering.zip Normal file
View File

Binary file not shown.

312
w4/clustering_datasets/spiral.txt Normal file
View File

@ -0,0 +1,312 @@
31.95 7.95 3
31.15 7.3 3
30.45 6.65 3
29.7 6 3
28.9 5.55 3
28.05 5 3
27.2 4.55 3
26.35 4.15 3
25.4 3.85 3
24.6 3.6 3
23.6 3.3 3
22.75 3.15 3
21.85 3.05 3
20.9 3 3
20 2.9 3
19.1 3 3
18.2 3.2 3
17.3 3.25 3
16.55 3.5 3
15.7 3.7 3
14.85 4.1 3
14.15 4.4 3
13.4 4.75 3
12.7 5.2 3
12.05 5.65 3
11.45 6.15 3
10.9 6.65 3
10.3 7.25 3
9.7 7.85 3
9.35 8.35 3
8.9 9.05 3
8.55 9.65 3
8.15 10.35 3
7.95 10.95 3
7.75 11.7 3
7.55 12.35 3
7.45 13 3
7.35 13.75 3
7.3 14.35 3
7.35 14.95 3
7.35 15.75 3
7.55 16.35 3
7.7 16.95 3
7.8 17.55 3
8.05 18.15 3
8.3 18.75 3
8.65 19.3 3
8.9 19.85 3
9.3 20.3 3
9.65 20.8 3
10.2 21.25 3
10.6 21.65 3
11.1 22.15 3
11.55 22.45 3
11.95 22.7 3
12.55 23 3
13.05 23.2 3
13.45 23.4 3
14 23.55 3
14.55 23.6 3
15.1 23.75 3
15.7 23.75 3
16.15 23.85 3
16.7 23.8 3
17.15 23.75 3
17.75 23.75 3
18.2 23.6 3
18.65 23.5 3
19.1 23.35 3
19.6 23.15 3
20 22.95 3
20.4 22.7 3
20.7 22.55 3
21 22.15 3
21.45 21.95 3
21.75 21.55 3
22 21.25 3
22.25 21 3
22.5 20.7 3
22.65 20.35 3
22.75 20.05 3
22.9 19.65 3
23 19.35 3
23.1 19 3
23.15 18.65 3
23.2 18.25 3
23.2 18.05 3
23.2 17.8 3
23.1 17.45 3
23.05 17.15 3
22.9 16.9 3
22.85 16.6 3
22.7 16.4 3
22.6 16.2 3
22.55 16.05 3
22.4 15.95 3
22.35 15.8 3
22.2 15.65 3
22.15 15.55 3
22 15.4 3
21.9 15.3 3
21.85 15.25 3
21.75 15.15 3
21.65 15.05 3
21.55 15 3
21.5 14.9 3
19.35 31.65 1
20.35 31.45 1
21.35 31.1 1
22.25 30.9 1
23.2 30.45 1
23.95 30.05 1
24.9 29.65 1
25.6 29.05 1
26.35 28.5 1
27.15 27.9 1
27.75 27.35 1
28.3 26.6 1
28.95 25.85 1
29.5 25.15 1
29.95 24.45 1
30.4 23.7 1
30.6 22.9 1
30.9 22.1 1
31.25 21.3 1
31.35 20.55 1
31.5 19.7 1
31.55 18.9 1
31.65 18.15 1
31.6 17.35 1
31.45 16.55 1
31.3 15.8 1
31.15 15.05 1
30.9 14.35 1
30.6 13.65 1
30.3 13 1
29.9 12.3 1
29.5 11.75 1
29 11.15 1
28.5 10.6 1
28 10.1 1
27.55 9.65 1
26.9 9.1 1
26.25 8.8 1
25.7 8.4 1
25.15 8.05 1
24.5 7.75 1
23.9 7.65 1
23.15 7.4 1
22.5 7.3 1
21.9 7.1 1
21.25 7.05 1
20.5 7 1
19.9 6.95 1
19.25 7.05 1
18.75 7.1 1
18.05 7.25 1
17.5 7.35 1
16.9 7.6 1
16.35 7.8 1
15.8 8.05 1
15.4 8.35 1
14.9 8.7 1
14.45 8.9 1
13.95 9.3 1
13.6 9.65 1
13.25 10.1 1
12.95 10.55 1
12.65 10.9 1
12.35 11.4 1
12.2 11.75 1
11.95 12.2 1
11.8 12.65 1
11.75 13.05 1
11.55 13.6 1
11.55 14 1
11.55 14.35 1
11.55 14.7 1
11.6 15.25 1
11.65 15.7 1
11.8 16.05 1
11.85 16.5 1
12 16.75 1
12.15 17.2 1
12.3 17.6 1
12.55 17.85 1
12.8 18.05 1
13.1 18.4 1
13.3 18.6 1
13.55 18.85 1
13.8 19.05 1
14.15 19.25 1
14.45 19.5 1
14.85 19.55 1
15 19.7 1
15.25 19.7 1
15.55 19.85 1
15.95 19.9 1
16.2 19.9 1
16.55 19.9 1
16.85 19.9 1
17.2 19.9 1
17.4 19.8 1
17.65 19.75 1
17.8 19.7 1
18 19.6 1
18.2 19.55 1
3.9 9.6 2
3.55 10.65 2
3.35 11.4 2
3.1 12.35 2
3.1 13.25 2
3.05 14.15 2
3 15.1 2
3.1 16 2
3.2 16.85 2
3.45 17.75 2
3.7 18.7 2
3.95 19.55 2
4.35 20.25 2
4.7 21.1 2
5.15 21.8 2
5.6 22.5 2
6.2 23.3 2
6.8 23.85 2
7.35 24.45 2
8.05 24.95 2
8.8 25.45 2
9.5 26 2
10.2 26.35 2
10.9 26.75 2
11.7 27 2
12.45 27.25 2
13.3 27.6 2
14.05 27.6 2
14.7 27.75 2
15.55 27.75 2
16.4 27.75 2
17.1 27.75 2
17.9 27.75 2
18.55 27.7 2
19.35 27.6 2
20.1 27.35 2
20.7 27.1 2
21.45 26.8 2
22.05 26.5 2
22.7 26.15 2
23.35 25.65 2
23.8 25.3 2
24.3 24.85 2
24.75 24.35 2
25.25 23.95 2
25.65 23.45 2
26.05 23 2
26.2 22.3 2
26.6 21.8 2
26.75 21.25 2
27 20.7 2
27.15 20.15 2
27.15 19.6 2
27.35 19.1 2
27.35 18.45 2
27.4 18 2
27.3 17.4 2
27.15 16.9 2
27 16.4 2
27 15.9 2
26.75 15.35 2
26.55 14.85 2
26.3 14.45 2
25.95 14.1 2
25.75 13.7 2
25.35 13.3 2
25.05 12.95 2
24.8 12.7 2
24.4 12.45 2
24.05 12.2 2
23.55 11.85 2
23.2 11.65 2
22.75 11.4 2
22.3 11.3 2
21.9 11.1 2
21.45 11.05 2
21.1 11 2
20.7 10.95 2
20.35 10.95 2
19.95 11 2
19.55 11 2
19.15 11.05 2
18.85 11.1 2
18.45 11.25 2
18.15 11.35 2
17.85 11.5 2
17.5 11.7 2
17.2 11.95 2
17 12.05 2
16.75 12.2 2
16.65 12.35 2
16.5 12.5 2
16.35 12.7 2
16.2 12.8 2
16.15 12.95 2
16 13.1 2
15.95 13.25 2
15.9 13.4 2
15.8 13.5 2
15.8 13.65 2
15.75 13.85 2
15.65 14.05 2
15.65 14.25 2
15.65 14.5 2
15.65 14.6 2