From a937cca25039c9fe521ee59ee4689f49d4c00b8a Mon Sep 17 00:00:00 2001
From: Benjamin Ye <benjamin.ye@georgian.io>
Date: Mon, 6 May 2024 18:15:25 -0400
Subject: [PATCH 1/3] bumping dependency versions

---
 poetry.lock      | 2080 ++++++++++++++++++++++++----------------------
 pyproject.toml   |   11 +-
 requirements.txt |  159 ++--
 3 files changed, 1162 insertions(+), 1088 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 9b05d15..17b5011 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -27,87 +27,87 @@ triad = ">=0.6.1"
 
 [[package]]
 name = "aiohttp"
-version = "3.9.3"
+version = "3.9.5"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
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 [package.extras]
 tz = ["backports.zoneinfo"]
 
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 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
 test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 
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+
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 name = "cycler"
 version = "0.12.1"
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+    {file = "h5py-3.11.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:f4e025e852754ca833401777c25888acb96889ee2c27e7e629a19aee288833f0"},
+    {file = "h5py-3.11.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:6c4b760082626120031d7902cd983d8c1f424cdba2809f1067511ef283629d4b"},
+    {file = "h5py-3.11.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:67462d0669f8f5459529de179f7771bd697389fcb3faab54d63bf788599a48ea"},
+    {file = "h5py-3.11.0-cp39-cp39-win_amd64.whl", hash = "sha256:d9c944d364688f827dc889cf83f1fca311caf4fa50b19f009d1f2b525edd33a3"},
+    {file = "h5py-3.11.0.tar.gz", hash = "sha256:7b7e8f78072a2edec87c9836f25f34203fd492a4475709a18b417a33cfb21fa9"},
 ]
 
 [package.dependencies]
@@ -1313,13 +1284,13 @@ numpy = ">=1.17.3"
 
 [[package]]
 name = "holidays"
-version = "0.44"
+version = "0.48"
 description = "Generate and work with holidays in Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "holidays-0.44-py3-none-any.whl", hash = "sha256:a7532befadfc1eb04c8baeb9daa30d8cbf52db1b5d265c3253faef2414541ce0"},
-    {file = "holidays-0.44.tar.gz", hash = "sha256:c2042523e4bfa6e3f00af31c77180af06c49d539969f1a527995dbce06cd5b95"},
+    {file = "holidays-0.48-py3-none-any.whl", hash = "sha256:2ab0fb4a85c12f2ba157e26b190bbc28d0357c4da1959f9d74fc5add66e11b43"},
+    {file = "holidays-0.48.tar.gz", hash = "sha256:8801d45e15600990494988b193cd83ef470f59138bd964bbdf5f023f17cc7966"},
 ]
 
 [package.dependencies]
@@ -1327,13 +1298,13 @@ python-dateutil = "*"
 
 [[package]]
 name = "idna"
-version = "3.6"
+version = "3.7"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.5"
 files = [
-    {file = "idna-3.6-py3-none-any.whl", hash = "sha256:c05567e9c24a6b9faaa835c4821bad0590fbb9d5779e7caa6e1cc4978e7eb24f"},
-    {file = "idna-3.6.tar.gz", hash = "sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca"},
+    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
+    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
 ]
 
 [[package]]
@@ -1349,13 +1320,13 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "7.0.2"
+version = "7.1.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-7.0.2-py3-none-any.whl", hash = "sha256:f4bc4c0c070c490abf4ce96d715f68e95923320370efb66143df00199bb6c100"},
-    {file = "importlib_metadata-7.0.2.tar.gz", hash = "sha256:198f568f3230878cb1b44fbd7975f87906c22336dba2e4a7f05278c281fbd792"},
+    {file = "importlib_metadata-7.1.0-py3-none-any.whl", hash = "sha256:30962b96c0c223483ed6cc7280e7f0199feb01a0e40cfae4d4450fc6fab1f570"},
+    {file = "importlib_metadata-7.1.0.tar.gz", hash = "sha256:b78938b926ee8d5f020fc4772d487045805a55ddbad2ecf21c6d60938dc7fcd2"},
 ]
 
 [package.dependencies]
@@ -1364,17 +1335,17 @@ zipp = ">=0.5"
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "importlib-resources"
-version = "6.1.3"
+version = "6.4.0"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_resources-6.1.3-py3-none-any.whl", hash = "sha256:4c0269e3580fe2634d364b39b38b961540a7738c02cb984e98add8b4221d793d"},
-    {file = "importlib_resources-6.1.3.tar.gz", hash = "sha256:56fb4525197b78544a3354ea27793952ab93f935bb4bf746b846bb1015020f2b"},
+    {file = "importlib_resources-6.4.0-py3-none-any.whl", hash = "sha256:50d10f043df931902d4194ea07ec57960f66a80449ff867bfe782b4c486ba78c"},
+    {file = "importlib_resources-6.4.0.tar.gz", hash = "sha256:cdb2b453b8046ca4e3798eb1d84f3cce1446a0e8e7b5ef4efb600f19fc398145"},
 ]
 
 [package.dependencies]
@@ -1382,7 +1353,7 @@ zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["jaraco.collections", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
+testing = ["jaraco.test (>=5.4)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
 
 [[package]]
 name = "iniconfig"
@@ -1395,6 +1366,20 @@ files = [
     {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
 ]
 
+[[package]]
+name = "intel-openmp"
+version = "2021.4.0"
+description = "Intel OpenMP* Runtime Library"
+optional = false
+python-versions = "*"
+files = [
+    {file = "intel_openmp-2021.4.0-py2.py3-none-macosx_10_15_x86_64.macosx_11_0_x86_64.whl", hash = "sha256:41c01e266a7fdb631a7609191709322da2bbf24b252ba763f125dd651bcc7675"},
+    {file = "intel_openmp-2021.4.0-py2.py3-none-manylinux1_i686.whl", hash = "sha256:3b921236a38384e2016f0f3d65af6732cf2c12918087128a9163225451e776f2"},
+    {file = "intel_openmp-2021.4.0-py2.py3-none-manylinux1_x86_64.whl", hash = "sha256:e2240ab8d01472fed04f3544a878cda5da16c26232b7ea1b59132dbfb48b186e"},
+    {file = "intel_openmp-2021.4.0-py2.py3-none-win32.whl", hash = "sha256:6e863d8fd3d7e8ef389d52cf97a50fe2afe1a19247e8c0d168ce021546f96fc9"},
+    {file = "intel_openmp-2021.4.0-py2.py3-none-win_amd64.whl", hash = "sha256:eef4c8bcc8acefd7f5cd3b9384dbf73d59e2c99fc56545712ded913f43c4a94f"},
+]
+
 [[package]]
 name = "isort"
 version = "5.13.2"
@@ -1439,13 +1424,13 @@ interface = ["numpy"]
 
 [[package]]
 name = "jinja2"
-version = "3.1.3"
+version = "3.1.4"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "Jinja2-3.1.3-py3-none-any.whl", hash = "sha256:7d6d50dd97d52cbc355597bd845fabfbac3f551e1f99619e39a35ce8c370b5fa"},
-    {file = "Jinja2-3.1.3.tar.gz", hash = "sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90"},
+    {file = "jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"},
+    {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"},
 ]
 
 [package.dependencies]
@@ -1456,13 +1441,13 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "joblib"
-version = "1.3.2"
+version = "1.4.2"
 description = "Lightweight pipelining with Python functions"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "joblib-1.3.2-py3-none-any.whl", hash = "sha256:ef4331c65f239985f3f2220ecc87db222f08fd22097a3dd5698f693875f8cbb9"},
-    {file = "joblib-1.3.2.tar.gz", hash = "sha256:92f865e621e17784e7955080b6d042489e3b8e294949cc44c6eac304f59772b1"},
+    {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"},
+    {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"},
 ]
 
 [[package]]
@@ -1637,22 +1622,20 @@ files = [
 
 [[package]]
 name = "libclang"
-version = "16.0.6"
+version = "18.1.1"
 description = "Clang Python Bindings, mirrored from the official LLVM repo: https://github.com/llvm/llvm-project/tree/main/clang/bindings/python, to make the installation process easier."
 optional = false
 python-versions = "*"
 files = [
-    {file = "libclang-16.0.6-1-py2.py3-none-manylinux2014_aarch64.whl", hash = "sha256:88bc7e7b393c32e41e03ba77ef02fdd647da1f764c2cd028e69e0837080b79f6"},
-    {file = "libclang-16.0.6-1-py2.py3-none-manylinux2014_armv7l.whl", hash = "sha256:d80ed5827736ed5ec2bcedf536720476fd9d4fa4c79ef0cb24aea4c59332f361"},
-    {file = "libclang-16.0.6-py2.py3-none-macosx_10_9_x86_64.whl", hash = "sha256:da9e47ebc3f0a6d90fb169ef25f9fbcd29b4a4ef97a8b0e3e3a17800af1423f4"},
-    {file = "libclang-16.0.6-py2.py3-none-macosx_11_0_arm64.whl", hash = "sha256:e1a5ad1e895e5443e205568c85c04b4608e4e973dae42f4dfd9cb46c81d1486b"},
-    {file = "libclang-16.0.6-py2.py3-none-manylinux2010_x86_64.whl", hash = "sha256:9dcdc730939788b8b69ffd6d5d75fe5366e3ee007f1e36a99799ec0b0c001492"},
-    {file = "libclang-16.0.6-py2.py3-none-manylinux2014_aarch64.whl", hash = "sha256:8130482120500476a027171f8f3c8dfc2536b591716eea71fc5da22cae13131b"},
-    {file = "libclang-16.0.6-py2.py3-none-manylinux2014_armv7l.whl", hash = "sha256:1e940048f51d0b0999099a9b78629ab8a64b62af5e9ff1b2b062439c21ee244d"},
-    {file = "libclang-16.0.6-py2.py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:f04e3060ae1f207f234d0608900c99c50edcb743e5e18276d78da2ddd727d39f"},
-    {file = "libclang-16.0.6-py2.py3-none-win_amd64.whl", hash = "sha256:daab4a11dae228f1efa9efa3fe638b493b14d8d52c71fb3c7019e2f1df4514c2"},
-    {file = "libclang-16.0.6-py2.py3-none-win_arm64.whl", hash = "sha256:4a9acbfd9c135a72f80d5dbff7588dfb0c81458244a89b9e83526e8595880e0a"},
-    {file = "libclang-16.0.6.tar.gz", hash = "sha256:4acdde39dfe410c877b4ccc0d4b57eb952100e4ee26bbdf6cfdb88e2033a7d31"},
+    {file = "libclang-18.1.1-py2.py3-none-macosx_10_9_x86_64.whl", hash = "sha256:6f14c3f194704e5d09769108f03185fce7acaf1d1ae4bbb2f30a72c2400cb7c5"},
+    {file = "libclang-18.1.1-py2.py3-none-macosx_11_0_arm64.whl", hash = "sha256:83ce5045d101b669ac38e6da8e58765f12da2d3aafb3b9b98d88b286a60964d8"},
+    {file = "libclang-18.1.1-py2.py3-none-manylinux2010_x86_64.whl", hash = "sha256:c533091d8a3bbf7460a00cb6c1a71da93bffe148f172c7d03b1c31fbf8aa2a0b"},
+    {file = "libclang-18.1.1-py2.py3-none-manylinux2014_aarch64.whl", hash = "sha256:54dda940a4a0491a9d1532bf071ea3ef26e6dbaf03b5000ed94dd7174e8f9592"},
+    {file = "libclang-18.1.1-py2.py3-none-manylinux2014_armv7l.whl", hash = "sha256:cf4a99b05376513717ab5d82a0db832c56ccea4fd61a69dbb7bccf2dfb207dbe"},
+    {file = "libclang-18.1.1-py2.py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:69f8eb8f65c279e765ffd28aaa7e9e364c776c17618af8bff22a8df58677ff4f"},
+    {file = "libclang-18.1.1-py2.py3-none-win_amd64.whl", hash = "sha256:4dd2d3b82fab35e2bf9ca717d7b63ac990a3519c7e312f19fa8e86dcc712f7fb"},
+    {file = "libclang-18.1.1-py2.py3-none-win_arm64.whl", hash = "sha256:3f0e1f49f04d3cd198985fea0511576b0aee16f9ff0e0f0cad7f9c57ec3c20e8"},
+    {file = "libclang-18.1.1.tar.gz", hash = "sha256:a1214966d08d73d971287fc3ead8dfaf82eb07fb197680d8b3859dbbbbf78250"},
 ]
 
 [[package]]
@@ -1681,13 +1664,13 @@ scikit-learn = ["scikit-learn (!=0.22.0)"]
 
 [[package]]
 name = "lightning-utilities"
-version = "0.10.1"
+version = "0.11.2"
 description = "Lightning toolbox for across the our ecosystem."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "lightning-utilities-0.10.1.tar.gz", hash = "sha256:362755023dcf93b8fa519bc002ae41794943a3ffbc5318e40804d36aa14bf1fd"},
-    {file = "lightning_utilities-0.10.1-py3-none-any.whl", hash = "sha256:e67be3f328b1c14f2b36cc09e84642db5b50afeab94e7704969b2130fe6a3bda"},
+    {file = "lightning-utilities-0.11.2.tar.gz", hash = "sha256:adf4cf9c5d912fe505db4729e51d1369c6927f3a8ac55a9dff895ce5c0da08d9"},
+    {file = "lightning_utilities-0.11.2-py3-none-any.whl", hash = "sha256:541f471ed94e18a28d72879338c8c52e873bb46f4c47644d89228faeb6751159"},
 ]
 
 [package.dependencies]
@@ -1732,13 +1715,13 @@ files = [
 
 [[package]]
 name = "mako"
-version = "1.3.2"
+version = "1.3.3"
 description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "Mako-1.3.2-py3-none-any.whl", hash = "sha256:32a99d70754dfce237019d17ffe4a282d2d3351b9c476e90d8a60e63f133b80c"},
-    {file = "Mako-1.3.2.tar.gz", hash = "sha256:2a0c8ad7f6274271b3bb7467dd37cf9cc6dab4bc19cb69a4ef10669402de698e"},
+    {file = "Mako-1.3.3-py3-none-any.whl", hash = "sha256:5324b88089a8978bf76d1629774fcc2f1c07b82acdf00f4c5dd8ceadfffc4b40"},
+    {file = "Mako-1.3.3.tar.gz", hash = "sha256:e16c01d9ab9c11f7290eef1cfefc093fb5a45ee4a3da09e2fec2e4d1bae54e73"},
 ]
 
 [package.dependencies]
@@ -1751,13 +1734,13 @@ testing = ["pytest"]
 
 [[package]]
 name = "markdown"
-version = "3.5.2"
+version = "3.6"
 description = "Python implementation of John Gruber's Markdown."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "Markdown-3.5.2-py3-none-any.whl", hash = "sha256:d43323865d89fc0cb9b20c75fc8ad313af307cc087e84b657d9eec768eddeadd"},
-    {file = "Markdown-3.5.2.tar.gz", hash = "sha256:e1ac7b3dc550ee80e602e71c1d168002f062e49f1b11e26a36264dafd4df2ef8"},
+    {file = "Markdown-3.6-py3-none-any.whl", hash = "sha256:48f276f4d8cfb8ce6527c8f79e2ee29708508bf4d40aa410fbc3b4ee832c850f"},
+    {file = "Markdown-3.6.tar.gz", hash = "sha256:ed4f41f6daecbeeb96e576ce414c41d2d876daa9a16cb35fa8ed8c2ddfad0224"},
 ]
 
 [package.dependencies]
@@ -1862,39 +1845,39 @@ files = [
 
 [[package]]
 name = "matplotlib"
-version = "3.8.3"
+version = "3.8.4"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "matplotlib-3.8.3-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:cf60138ccc8004f117ab2a2bad513cc4d122e55864b4fe7adf4db20ca68a078f"},
-    {file = "matplotlib-3.8.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:5f557156f7116be3340cdeef7f128fa99b0d5d287d5f41a16e169819dcf22357"},
-    {file = "matplotlib-3.8.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f386cf162b059809ecfac3bcc491a9ea17da69fa35c8ded8ad154cd4b933d5ec"},
-    {file = "matplotlib-3.8.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b3c5f96f57b0369c288bf6f9b5274ba45787f7e0589a34d24bdbaf6d3344632f"},
-    {file = "matplotlib-3.8.3-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:83e0f72e2c116ca7e571c57aa29b0fe697d4c6425c4e87c6e994159e0c008635"},
-    {file = "matplotlib-3.8.3-cp310-cp310-win_amd64.whl", hash = "sha256:1c5c8290074ba31a41db1dc332dc2b62def469ff33766cbe325d32a3ee291aea"},
-    {file = "matplotlib-3.8.3-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:5184e07c7e1d6d1481862ee361905b7059f7fe065fc837f7c3dc11eeb3f2f900"},
-    {file = "matplotlib-3.8.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:d7e7e0993d0758933b1a241a432b42c2db22dfa37d4108342ab4afb9557cbe3e"},
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 [package.dependencies]
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 importlib-resources = {version = ">=3.2.0", markers = "python_version < \"3.10\""}
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-numpy = ">=1.21,<2"
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 packaging = ">=20.0"
 pillow = ">=8"
 pyparsing = ">=2.3.1"
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 ]
 
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+python-versions = "*"
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 [package.dependencies]
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-    {version = ">=1.23.3", markers = "python_version > \"3.10\""},
-    {version = ">=1.21.2", markers = "python_version > \"3.9\""},
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+    {version = ">=1.21.2", markers = "python_version >= \"3.10\""},
+    {version = ">=1.23.3", markers = "python_version >= \"3.11\""},
 ]
 
 [package.extras]
@@ -2175,32 +2176,32 @@ pandas = ">=1.1"
 
 [[package]]
 name = "numba"
-version = "0.59.0"
+version = "0.59.1"
 description = "compiling Python code using LLVM"
 optional = false
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+version = "11.11.3.6"
+description = "CUBLAS native runtime libraries"
+optional = false
+python-versions = ">=3"
+files = [
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+]
+
 [[package]]
 name = "nvidia-cublas-cu12"
 version = "12.1.3.1"
@@ -2274,6 +2286,17 @@ files = [
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+[[package]]
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+version = "11.8.89"
+description = "NVRTC native runtime libraries"
+optional = false
+python-versions = ">=3"
+files = [
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+]
+
 [[package]]
 name = "nvidia-cuda-nvrtc-cu12"
 version = "12.1.105"
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 ]
 
+[[package]]
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+version = "8.9.4.25"
+description = "cuDNN runtime libraries"
+optional = false
+python-versions = ">=3"
+files = [
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+
+[package.dependencies]
+nvidia-cublas-cu11 = "*"
+nvidia-cuda-nvrtc-cu11 = "*"
+
 [[package]]
 name = "nvidia-cudnn-cu12"
 version = "8.9.2.26"
@@ -2363,23 +2401,24 @@ nvidia-nvjitlink-cu12 = "*"
 
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-version = "2.19.3"
+version = "2.20.5"
 description = "NVIDIA Collective Communication Library (NCCL) Runtime"
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 python-versions = ">=3"
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 ]
 
 [[package]]
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-version = "12.4.99"
+version = "12.4.127"
 description = "Nvidia JIT LTO Library"
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 python-versions = ">=3"
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 ]
 
 [[package]]
@@ -2464,57 +2503,57 @@ tests = ["fakeredis", "pytest"]
 
 [[package]]
 name = "packaging"
-version = "23.2"
+version = "24.0"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.7"
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 python-versions = ">=3.9"
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 pytz = ">=2020.1"
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@@ -2672,28 +2712,29 @@ xmp = ["defusedxml"]
 
 [[package]]
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 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
+type = ["mypy (>=1.8)"]
 
 [[package]]
 name = "pluggy"
-version = "1.4.0"
+version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
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 python-versions = ">=3.8"
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 [package.extras]
@@ -2751,6 +2792,20 @@ setuptools = ">=38.6.0,<50.0.0 || >50.0.0"
 statsmodels = ">=0.13.2"
 urllib3 = "*"
 
+[[package]]
+name = "pretty-errors"
+version = "1.2.25"
+description = "Prettifies Python exception output to make it legible."
+optional = false
+python-versions = "*"
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 [[package]]
 name = "pydata-sphinx-theme"
@@ -2887,17 +2942,16 @@ test = ["pydata-sphinx-theme[doc]", "pytest"]
 
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 [[package]]
@@ -3021,34 +3075,38 @@ six = ">=1.5"
 
 [[package]]
 name = "pytorch-lightning"
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 [package.dependencies]
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 numpy = ">=1.17.2"
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 PyYAML = ">=5.4"
-torch = ">=1.13.0"
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 torchmetrics = ">=0.7.0"
 tqdm = ">=4.57.0"
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 [[package]]
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 [[package]]
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@@ -3154,13 +3191,13 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
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-numpy = ">=1.19.5,<2.0"
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 scipy = ">=1.6.0"
 threadpoolctl = ">=2.0.0"
 
@@ -3228,60 +3265,60 @@ tests = ["black (>=23.3.0)", "matplotlib (>=3.3.4)", "mypy (>=1.3)", "numpydoc (
 
 [[package]]
 name = "scipy"
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 description = "Fundamental algorithms for scientific computing in Python"
 optional = false
 python-versions = ">=3.9"
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 [[package]]
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 [[package]]
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 [package.dependencies]
@@ -3597,34 +3634,20 @@ postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
 sqlcipher = ["sqlcipher3_binary"]
 
-[[package]]
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-description = "An easily customizable SQL parser and transpiler"
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-[package.extras]
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-rs = ["sqlglotrs (==0.1.2)"]
-
 [[package]]
 name = "statsforecast"
-version = "1.7.3"
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 description = "Time series forecasting suite using statistical models"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
 cloudpickle = "*"
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 fugue = ">=0.8.1"
 numba = ">=0.55.0"
 numpy = ">=1.21.6"
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 [[package]]
 name = "statsmodels"
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+version = "0.14.2"
 description = "Statistical computations and models for Python"
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 packaging = "*"
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 [[package]]
-name = "tensorflow-estimator"
-version = "2.15.0"
-description = "TensorFlow Estimator."
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+six = ">=1.12.0"
+tensorboard = ">=2.15,<2.16"
+tensorflow-estimator = ">=2.15.0,<2.16"
+tensorflow-io-gcs-filesystem = ">=0.23.1"
+termcolor = ">=1.1.0"
+typing-extensions = ">=3.6.6"
+wrapt = ">=1.11.0,<1.15"
+
+[package.extras]
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+
 [[package]]
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-description = "TensorFlow IO"
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+description = "TensorFlow Estimator."
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-[package.extras]
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-tensorflow-aarch64 = ["tensorflow-aarch64 (>=2.15.0,<2.16.0)"]
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-tensorflow-rocm = ["tensorflow-rocm (>=2.15.0,<2.16.0)"]
-
 [[package]]
-name = "tensorflow-macos"
-version = "2.15.0"
+name = "tensorflow-intel"
+version = "2.15.1"
 description = "TensorFlow is an open source machine learning framework for everyone."
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -3927,7 +3967,7 @@ grpcio = ">=1.24.3,<2.0"
 h5py = ">=2.9.0"
 keras = ">=2.15.0,<2.16"
 libclang = ">=13.0.0"
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 numpy = ">=1.23.5,<2.0.0"
 opt-einsum = ">=2.3.2"
 packaging = "*"
@@ -3942,25 +3982,54 @@ typing-extensions = ">=3.6.6"
 wrapt = ">=1.11.0,<1.15"
 
 [package.extras]
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+
+[[package]]
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+optional = false
+python-versions = "<3.12,>=3.7"
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+tensorflow-gpu = ["tensorflow-gpu (>=2.16.0,<2.17.0)"]
+tensorflow-rocm = ["tensorflow-rocm (>=2.16.0,<2.17.0)"]
 
 [[package]]
 name = "tensorflow-metal"
-version = "0.5.0"
+version = "1.1.0"
 description = "TensorFlow acceleration for Mac GPUs."
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
-six = ">=1.15.0,<1.16.0"
+six = ">=1.15.0"
 wheel = ">=0.35,<1.0"
 
 [[package]]
@@ -3979,13 +4048,13 @@ tests = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "threadpoolctl"
-version = "3.3.0"
+version = "3.5.0"
 description = "threadpoolctl"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -4012,42 +4081,38 @@ files = [
 
 [[package]]
 name = "torch"
-version = "2.2.1"
+version = "2.3.0"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
 filelock = "*"
 fsspec = "*"
 jinja2 = "*"
+mkl = {version = ">=2021.1.1,<=2021.4.0", markers = "platform_system == \"Windows\""}
 networkx = "*"
 nvidia-cublas-cu12 = {version = "12.1.3.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 nvidia-cuda-cupti-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
@@ -4058,10 +4123,10 @@ nvidia-cufft-cu12 = {version = "11.0.2.54", markers = "platform_system == \"Linu
 nvidia-curand-cu12 = {version = "10.3.2.106", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 nvidia-cusolver-cu12 = {version = "11.4.5.107", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 nvidia-cusparse-cu12 = {version = "12.1.0.106", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-nccl-cu12 = {version = "2.19.3", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nccl-cu12 = {version = "2.20.5", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 nvidia-nvtx-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 sympy = "*"
-triton = {version = "2.2.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.12\""}
+triton = {version = "2.3.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.12\""}
 typing-extensions = ">=4.8.0"
 
 [package.extras]
@@ -4070,41 +4135,42 @@ optree = ["optree (>=0.9.1)"]
 
 [[package]]
 name = "torchmetrics"
-version = "1.3.1"
+version = "1.4.0"
 description = "PyTorch native Metrics"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 lightning-utilities = ">=0.8.0"
 numpy = ">1.20.0"
 packaging = ">17.1"
+pretty-errors = "1.2.25"
 torch = ">=1.10.0"
 
 [package.extras]
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 visual = ["SciencePlots (>=2.0.0)", "matplotlib (>=3.3.0)"]
 
 [[package]]
 name = "tqdm"
-version = "4.66.2"
+version = "4.66.4"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -4118,13 +4184,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "triad"
-version = "0.9.5"
+version = "0.9.6"
 description = "A collection of python utils for Fugue projects"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -4140,17 +4206,17 @@ ciso8601 = ["ciso8601"]
 
 [[package]]
 name = "triton"
-version = "2.2.0"
+version = "2.3.0"
 description = "A language and compiler for custom Deep Learning operations"
 optional = false
 python-versions = "*"
 files = [
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-    {file = "triton-2.2.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b8ce26093e539d727e7cf6f6f0d932b1ab0574dc02567e684377630d86723ace"},
-    {file = "triton-2.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:227cc6f357c5efcb357f3867ac2a8e7ecea2298cd4606a8ba1e931d1d5a947df"},
+    {file = "triton-2.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5ce4b8ff70c48e47274c66f269cce8861cf1dc347ceeb7a67414ca151b1822d8"},
+    {file = "triton-2.3.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3c3d9607f85103afdb279938fc1dd2a66e4f5999a58eb48a346bd42738f986dd"},
+    {file = "triton-2.3.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:218d742e67480d9581bafb73ed598416cc8a56f6316152e5562ee65e33de01c0"},
+    {file = "triton-2.3.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:381ec6b3dac06922d3e4099cfc943ef032893b25415de295e82b1a82b0359d2c"},
+    {file = "triton-2.3.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:038e06a09c06a164fef9c48de3af1e13a63dc1ba3c792871e61a8e79720ea440"},
+    {file = "triton-2.3.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6d8f636e0341ac348899a47a057c3daea99ea7db31528a225a3ba4ded28ccc65"},
 ]
 
 [package.dependencies]
@@ -4163,13 +4229,13 @@ tutorials = ["matplotlib", "pandas", "tabulate", "torch"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.10.0"
+version = "4.11.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.10.0-py3-none-any.whl", hash = "sha256:69b1a937c3a517342112fb4c6df7e72fc39a38e7891a5730ed4985b5214b5475"},
-    {file = "typing_extensions-4.10.0.tar.gz", hash = "sha256:b0abd7c89e8fb96f98db18d86106ff1d90ab692004eb746cf6eda2682f91b3cb"},
+    {file = "typing_extensions-4.11.0-py3-none-any.whl", hash = "sha256:c1f94d72897edaf4ce775bb7558d5b79d8126906a14ea5ed1635921406c0387a"},
+    {file = "typing_extensions-4.11.0.tar.gz", hash = "sha256:83f085bd5ca59c80295fc2a82ab5dac679cbe02b9f33f7d83af68e241bea51b0"},
 ]
 
 [[package]]
@@ -4202,13 +4268,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "utilsforecast"
-version = "0.1.1"
+version = "0.1.7"
 description = "Forecasting utilities"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "utilsforecast-0.1.1-py3-none-any.whl", hash = "sha256:91223b185ea2bb34d1b30180e63d995e6b440cb2c5d307a2337a1e59cb466697"},
-    {file = "utilsforecast-0.1.1.tar.gz", hash = "sha256:11816a9cc9c2a8911a786baaa6265bc21bf19867552e4ab2d62a73082814c939"},
+    {file = "utilsforecast-0.1.7-py3-none-any.whl", hash = "sha256:05322b15d46977ef5bca44b42f3bc987a7040b92b2b6a5a42fc0fed555322a4f"},
+    {file = "utilsforecast-0.1.7.tar.gz", hash = "sha256:c5feef154cb2a389ccbe5613540169459a4ef150bfcf97141dbcce733ce155be"},
 ]
 
 [package.dependencies]
@@ -4235,13 +4301,13 @@ files = [
 
 [[package]]
 name = "werkzeug"
-version = "3.0.1"
+version = "3.0.3"
 description = "The comprehensive WSGI web application library."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "werkzeug-3.0.1-py3-none-any.whl", hash = "sha256:90a285dc0e42ad56b34e696398b8122ee4c681833fb35b8334a095d82c56da10"},
-    {file = "werkzeug-3.0.1.tar.gz", hash = "sha256:507e811ecea72b18a404947aded4b3390e1db8f826b494d76550ef45bb3b1dcc"},
+    {file = "werkzeug-3.0.3-py3-none-any.whl", hash = "sha256:fc9645dc43e03e4d630d23143a04a7f947a9a3b5727cd535fdfe155a17cc48c8"},
+    {file = "werkzeug-3.0.3.tar.gz", hash = "sha256:097e5bfda9f0aba8da6b8545146def481d06aa7d3266e7448e2cccf67dd8bd18"},
 ]
 
 [package.dependencies]
@@ -4252,13 +4318,13 @@ watchdog = ["watchdog (>=2.3)"]
 
 [[package]]
 name = "wheel"
-version = "0.42.0"
+version = "0.43.0"
 description = "A built-package format for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "wheel-0.42.0-py3-none-any.whl", hash = "sha256:177f9c9b0d45c47873b619f5b650346d632cdc35fb5e4d25058e09c9e581433d"},
-    {file = "wheel-0.42.0.tar.gz", hash = "sha256:c45be39f7882c9d34243236f2d63cbd58039e360f85d0913425fbd7ceea617a8"},
+    {file = "wheel-0.43.0-py3-none-any.whl", hash = "sha256:55c570405f142630c6b9f72fe09d9b67cf1477fcf543ae5b8dcb1f5b7377da81"},
+    {file = "wheel-0.43.0.tar.gz", hash = "sha256:465ef92c69fa5c5da2d1cf8ac40559a8c940886afcef87dcf14b9470862f1d85"},
 ]
 
 [package.extras]
@@ -4349,13 +4415,13 @@ files = [
 
 [[package]]
 name = "xarray"
-version = "2024.2.0"
+version = "2024.3.0"
 description = "N-D labeled arrays and datasets in Python"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "xarray-2024.2.0-py3-none-any.whl", hash = "sha256:a31a9b37e39bd5aeb098070a75d6dd4d59019eb339d735b86108b9e0cb391f94"},
-    {file = "xarray-2024.2.0.tar.gz", hash = "sha256:a105f02791082c888ebe2622090beaff2e7b68571488d62fe6afdab35b4b717f"},
+    {file = "xarray-2024.3.0-py3-none-any.whl", hash = "sha256:ca2bc4da2bf2e7879e15862a7a7c3fc76ad19f6a08931d030220cef39a29118d"},
+    {file = "xarray-2024.3.0.tar.gz", hash = "sha256:5c1db19efdde61db7faedad8fc944f4e29698fb6fbd578d352668b63598bd1d8"},
 ]
 
 [package.dependencies]
@@ -4503,20 +4569,20 @@ multidict = ">=4.0"
 
 [[package]]
 name = "zipp"
-version = "3.17.0"
+version = "3.18.1"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
-    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
+    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
+    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9, <3.12"
-content-hash = "23c671e752dfef92bcab938e69a10187290a2a720bdadf1913336deea6491ccb"
+content-hash = "85594323e06ca1b6ff89c9b9b59a997b322f12a6c32cb40b5a964d41da7fdcdb"
diff --git a/pyproject.toml b/pyproject.toml
index adfc9e2..6252e04 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "pyoats"
-version = "0.1.3"
+version = "0.1.4"
 description = "Quick and Easy Time Series Outlier Detection"
 authors = ["Benjamin Ye <benjamin.ye@georgian.io>"]
 license = "Apache-2.0"
@@ -12,15 +12,18 @@ packages = [
 [tool.poetry.dependencies]
 python = ">=3.9, <3.12"
 darts = "0.28.0"
+pytorch-lightning = "^1.7"
+torch = "^2.3.0"
+keras="^2.9.0"
 statsmodels = "^0.14.1"
 pyod = "1.1.3"
 stumpy = "^1.12.0"
 jenkspy = "^0.2.4"
 optuna = "^2.10.1"
+nvidia-cudnn-cu11 = "8.9.4.25"
 statsforecast = "^1.7.3"
-tensorflow = {version = ">=2.15.0", markers = "sys_platform != 'darwin'"}
-tensorflow-macos = {version = ">=2.15.0", markers = "sys_platform == 'darwin'"}
-tensorflow-metal = {version = "0.5.0", markers = "sys_platform == 'darwin'"}
+tensorflow = {version = "2.15.1", markers = "sys_platform != 'darwin'"}
+tensorflow-metal = {version = "1.1.0", markers = "sys_platform == 'darwin'"}
 tqdm = "^4.66.2"
 lightgbm = "^4.3.0"
 numpy = "^1.26.4"
diff --git a/requirements.txt b/requirements.txt
index e0e3b67..d05f989 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,143 +1,148 @@
-absl-py==2.1.0 ; python_version >= "3.9" and python_version < "3.12"
+absl-py==2.1.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
 adagio==0.2.4 ; python_version >= "3.9" and python_version < "3.12"
-aiohttp==3.9.3 ; python_version >= "3.9" and python_version < "3.12"
+aiohttp==3.9.5 ; python_version >= "3.9" and python_version < "3.12"
 aiosignal==1.3.1 ; python_version >= "3.9" and python_version < "3.12"
 alembic==1.13.1 ; python_version >= "3.9" and python_version < "3.12"
-antlr4-python3-runtime==4.11.1 ; python_version >= "3.9" and python_version < "3.12"
 appdirs==1.4.4 ; python_version >= "3.9" and python_version < "3.12"
-astunparse==1.6.3 ; python_version >= "3.9" and python_version < "3.12"
+astunparse==1.6.3 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
 async-timeout==4.0.3 ; python_version >= "3.9" and python_version < "3.11"
 attrs==23.2.0 ; python_version >= "3.9" and python_version < "3.12"
 autopage==0.5.2 ; python_version >= "3.9" and python_version < "3.12"
-cachetools==5.3.3 ; python_version >= "3.9" and python_version < "3.12"
+cachetools==5.3.3 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
 certifi==2024.2.2 ; python_version >= "3.9" and python_version < "3.12"
 charset-normalizer==3.3.2 ; python_version >= "3.9" and python_version < "3.12"
 cliff==4.6.0 ; python_version >= "3.9" and python_version < "3.12"
 cloudpickle==3.0.0 ; python_version >= "3.9" and python_version < "3.12"
 cmaes==0.10.0 ; python_version >= "3.9" and python_version < "3.12"
 cmd2==2.4.3 ; python_version >= "3.9" and python_version < "3.12"
-colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.12" and (platform_system == "Windows" or sys_platform == "win32")
+colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.12"
 colorlog==6.8.2 ; python_version >= "3.9" and python_version < "3.12"
-contourpy==1.2.0 ; python_version >= "3.9" and python_version < "3.12"
+contourpy==1.2.1 ; python_version >= "3.9" and python_version < "3.12"
+coreforecast==0.0.8 ; python_version >= "3.9" and python_version < "3.12"
 cycler==0.12.1 ; python_version >= "3.9" and python_version < "3.12"
-cython==3.0.9 ; python_version >= "3.9" and python_version < "3.12"
+cython==3.0.10 ; python_version >= "3.9" and python_version < "3.12"
 darts==0.28.0 ; python_version >= "3.9" and python_version < "3.12"
-filelock==3.13.1 ; python_version >= "3.9" and python_version < "3.12"
-flatbuffers==24.3.7 ; python_version >= "3.9" and python_version < "3.12"
-fonttools==4.49.0 ; python_version >= "3.9" and python_version < "3.12"
+filelock==3.14.0 ; python_version >= "3.9" and python_version < "3.12"
+flatbuffers==24.3.25 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
+fonttools==4.51.0 ; python_version >= "3.9" and python_version < "3.12"
 frozenlist==1.4.1 ; python_version >= "3.9" and python_version < "3.12"
 fs==2.4.16 ; python_version >= "3.9" and python_version < "3.12"
-fsspec==2024.2.0 ; python_version >= "3.9" and python_version < "3.12"
-fsspec[http]==2024.2.0 ; python_version >= "3.9" and python_version < "3.12"
-fugue-sql-antlr==0.2.0 ; python_version >= "3.9" and python_version < "3.12"
-fugue==0.8.7 ; python_version >= "3.9" and python_version < "3.12"
-gast==0.5.4 ; python_version >= "3.9" and python_version < "3.12"
-google-auth-oauthlib==1.2.0 ; python_version >= "3.9" and python_version < "3.12"
-google-auth==2.28.2 ; python_version >= "3.9" and python_version < "3.12"
-google-pasta==0.2.0 ; python_version >= "3.9" and python_version < "3.12"
+fsspec==2024.3.1 ; python_version >= "3.9" and python_version < "3.12"
+fsspec[http]==2024.3.1 ; python_version >= "3.9" and python_version < "3.12"
+fugue==0.9.0 ; python_version >= "3.9" and python_version < "3.12"
+gast==0.5.4 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
+google-auth-oauthlib==1.2.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
+google-auth==2.29.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
+google-pasta==0.2.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
 greenlet==3.0.3 ; python_version >= "3.9" and python_version < "3.12" and (platform_machine == "win32" or platform_machine == "WIN32" or platform_machine == "AMD64" or platform_machine == "amd64" or platform_machine == "x86_64" or platform_machine == "ppc64le" or platform_machine == "aarch64")
-grpcio==1.62.1 ; python_version >= "3.9" and python_version < "3.12"
-h5py==3.10.0 ; python_version >= "3.9" and python_version < "3.12"
-holidays==0.44 ; python_version >= "3.9" and python_version < "3.12"
-idna==3.6 ; python_version >= "3.9" and python_version < "3.12"
-importlib-metadata==7.0.2 ; python_version >= "3.9" and python_version < "3.10"
-importlib-resources==6.1.3 ; python_version >= "3.9" and python_version < "3.10"
+grpcio==1.63.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
+h5py==3.11.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
+holidays==0.48 ; python_version >= "3.9" and python_version < "3.12"
+idna==3.7 ; python_version >= "3.9" and python_version < "3.12"
+importlib-metadata==7.1.0 ; python_version >= "3.9" and python_version < "3.10"
+importlib-resources==6.4.0 ; python_version >= "3.9" and python_version < "3.10"
+intel-openmp==2021.4.0 ; python_version >= "3.9" and python_version < "3.12" and platform_system == "Windows"
 jenkspy==0.2.4 ; python_version >= "3.9" and python_version < "3.12"
-jinja2==3.1.3 ; python_version >= "3.9" and python_version < "3.12"
-joblib==1.3.2 ; python_version >= "3.9" and python_version < "3.12"
+jinja2==3.1.4 ; python_version >= "3.9" and python_version < "3.12"
+joblib==1.4.2 ; python_version >= "3.9" and python_version < "3.12"
 keras==2.15.0 ; python_version >= "3.9" and python_version < "3.12"
 kiwisolver==1.4.5 ; python_version >= "3.9" and python_version < "3.12"
-libclang==16.0.6 ; python_version >= "3.9" and python_version < "3.12"
+libclang==18.1.1 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
 lightgbm==4.3.0 ; python_version >= "3.9" and python_version < "3.12"
-lightning-utilities==0.10.1 ; python_version >= "3.9" and python_version < "3.12"
+lightning-utilities==0.11.2 ; python_version >= "3.9" and python_version < "3.12"
 llvmlite==0.42.0 ; python_version >= "3.9" and python_version < "3.12"
-mako==1.3.2 ; python_version >= "3.9" and python_version < "3.12"
-markdown==3.5.2 ; python_version >= "3.9" and python_version < "3.12"
+mako==1.3.3 ; python_version >= "3.9" and python_version < "3.12"
+markdown==3.6 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
 markupsafe==2.1.5 ; python_version >= "3.9" and python_version < "3.12"
-matplotlib==3.8.3 ; python_version >= "3.9" and python_version < "3.12"
-ml-dtypes==0.2.0 ; python_version >= "3.9" and python_version < "3.12"
+matplotlib==3.8.4 ; python_version >= "3.9" and python_version < "3.12"
+mkl==2021.4.0 ; python_version >= "3.9" and python_version < "3.12" and platform_system == "Windows"
+ml-dtypes==0.3.2 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
 mpmath==1.3.0 ; python_version >= "3.9" and python_version < "3.12"
 multidict==6.0.5 ; python_version >= "3.9" and python_version < "3.12"
 networkx==3.2.1 ; python_version >= "3.9" and python_version < "3.12"
 nfoursid==1.0.1 ; python_version >= "3.9" and python_version < "3.12"
-numba==0.59.0 ; python_version >= "3.9" and python_version < "3.12"
+numba==0.59.1 ; python_version >= "3.9" and python_version < "3.12"
 numpy==1.26.4 ; python_version >= "3.9" and python_version < "3.12"
+nvidia-cublas-cu11==11.11.3.6 ; python_version >= "3.9" and python_version < "3.12"
 nvidia-cublas-cu12==12.1.3.1 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.12"
 nvidia-cuda-cupti-cu12==12.1.105 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.12"
+nvidia-cuda-nvrtc-cu11==11.8.89 ; python_version >= "3.9" and python_version < "3.12"
 nvidia-cuda-nvrtc-cu12==12.1.105 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.12"
 nvidia-cuda-runtime-cu12==12.1.105 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.12"
+nvidia-cudnn-cu11==8.9.4.25 ; python_version >= "3.9" and python_version < "3.12"
 nvidia-cudnn-cu12==8.9.2.26 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.12"
 nvidia-cufft-cu12==11.0.2.54 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.12"
 nvidia-curand-cu12==10.3.2.106 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.12"
 nvidia-cusolver-cu12==11.4.5.107 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.12"
 nvidia-cusparse-cu12==12.1.0.106 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.12"
-nvidia-nccl-cu12==2.19.3 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.12"
-nvidia-nvjitlink-cu12==12.4.99 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.12"
+nvidia-nccl-cu12==2.20.5 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.12"
+nvidia-nvjitlink-cu12==12.4.127 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.12"
 nvidia-nvtx-cu12==12.1.105 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.12"
-oauthlib==3.2.2 ; python_version >= "3.9" and python_version < "3.12"
-opt-einsum==3.3.0 ; python_version >= "3.9" and python_version < "3.12"
+oauthlib==3.2.2 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
+opt-einsum==3.3.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
 optuna==2.10.1 ; python_version >= "3.9" and python_version < "3.12"
-packaging==23.2 ; python_version >= "3.9" and python_version < "3.12"
-pandas==2.2.1 ; python_version >= "3.9" and python_version < "3.12"
+packaging==24.0 ; python_version >= "3.9" and python_version < "3.12"
+pandas==2.2.2 ; python_version >= "3.9" and python_version < "3.12"
 patsy==0.5.6 ; python_version >= "3.9" and python_version < "3.12"
 pbr==6.0.0 ; python_version >= "3.9" and python_version < "3.12"
-pillow==10.2.0 ; python_version >= "3.9" and python_version < "3.12"
+pillow==10.3.0 ; python_version >= "3.9" and python_version < "3.12"
 pmdarima==2.0.4 ; python_version >= "3.9" and python_version < "3.12"
+pretty-errors==1.2.25 ; python_version >= "3.9" and python_version < "3.12"
 prettytable==3.10.0 ; python_version >= "3.9" and python_version < "3.12"
 protobuf==4.25.3 ; python_version >= "3.9" and python_version < "3.12"
-pyarrow==15.0.1 ; python_version >= "3.9" and python_version < "3.12"
-pyasn1-modules==0.3.0 ; python_version >= "3.9" and python_version < "3.12"
-pyasn1==0.5.1 ; python_version >= "3.9" and python_version < "3.12"
+pyarrow==16.0.0 ; python_version >= "3.9" and python_version < "3.12"
+pyasn1-modules==0.4.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
+pyasn1==0.6.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
 pyod==1.1.3 ; python_version >= "3.9" and python_version < "3.12"
 pyparsing==3.1.2 ; python_version >= "3.9" and python_version < "3.12"
 pyperclip==1.8.2 ; python_version >= "3.9" and python_version < "3.12"
 pyreadline3==3.4.1 ; python_version >= "3.9" and python_version < "3.12" and sys_platform == "win32"
 python-dateutil==2.9.0.post0 ; python_version >= "3.9" and python_version < "3.12"
-pytorch-lightning==2.2.1 ; python_version >= "3.9" and python_version < "3.12"
+pytorch-lightning==1.9.5 ; python_version >= "3.9" and python_version < "3.12"
 pytz==2024.1 ; python_version >= "3.9" and python_version < "3.12"
 pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.12"
-qpd==0.4.4 ; python_version >= "3.9" and python_version < "3.12"
-requests-oauthlib==1.3.1 ; python_version >= "3.9" and python_version < "3.12"
+requests-oauthlib==2.0.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
 requests==2.31.0 ; python_version >= "3.9" and python_version < "3.12"
-rsa==4.9 ; python_version >= "3.9" and python_version < "3.12"
-scikit-learn==1.4.1.post1 ; python_version >= "3.9" and python_version < "3.12"
-scipy==1.12.0 ; python_version >= "3.9" and python_version < "3.12"
-setuptools==69.1.1 ; python_version >= "3.9" and python_version < "3.12"
+rsa==4.9 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
+scikit-learn==1.4.2 ; python_version >= "3.9" and python_version < "3.12"
+scipy==1.13.0 ; python_version >= "3.9" and python_version < "3.12"
+setuptools==69.5.1 ; python_version >= "3.9" and python_version < "3.12"
 shap==0.45.0 ; python_version >= "3.9" and python_version < "3.12"
-six==1.15.0 ; python_version >= "3.9" and python_version < "3.12"
+six==1.16.0 ; python_version >= "3.9" and python_version < "3.12"
 slicer==0.0.7 ; python_version >= "3.9" and python_version < "3.12"
-sqlalchemy==2.0.28 ; python_version >= "3.9" and python_version < "3.12"
-sqlglot==22.2.1 ; python_version >= "3.9" and python_version < "3.12"
-statsforecast==1.7.3 ; python_version >= "3.9" and python_version < "3.12"
-statsmodels==0.14.1 ; python_version >= "3.9" and python_version < "3.12"
+sqlalchemy==2.0.30 ; python_version >= "3.9" and python_version < "3.12"
+statsforecast==1.7.4 ; python_version >= "3.9" and python_version < "3.12"
+statsmodels==0.14.2 ; python_version >= "3.9" and python_version < "3.12"
 stevedore==5.2.0 ; python_version >= "3.9" and python_version < "3.12"
 stumpy==1.12.0 ; python_version >= "3.9" and python_version < "3.12"
 sympy==1.12 ; python_version >= "3.9" and python_version < "3.12"
 tbats==1.1.3 ; python_version >= "3.9" and python_version < "3.12"
-tensorboard-data-server==0.7.2 ; python_version >= "3.9" and python_version < "3.12"
-tensorboard==2.15.2 ; python_version >= "3.9" and python_version < "3.12"
+tbb==2021.12.0 ; python_version >= "3.9" and python_version < "3.12" and platform_system == "Windows"
+tensorboard-data-server==0.7.2 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
+tensorboard==2.15.2 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
 tensorboardx==2.6.2.2 ; python_version >= "3.9" and python_version < "3.12"
-tensorflow-estimator==2.15.0 ; python_version >= "3.9" and python_version < "3.12"
-tensorflow-io-gcs-filesystem==0.36.0 ; python_version >= "3.9" and python_version < "3.12"
-tensorflow-macos==2.15.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform == "darwin"
-tensorflow-metal==0.5.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform == "darwin"
-tensorflow==2.15.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
-termcolor==2.4.0 ; python_version >= "3.9" and python_version < "3.12"
-threadpoolctl==3.3.0 ; python_version >= "3.9" and python_version < "3.12"
-torch==2.2.1 ; python_version >= "3.9" and python_version < "3.12"
-torchmetrics==1.3.1 ; python_version >= "3.9" and python_version < "3.12"
-tqdm==4.66.2 ; python_version >= "3.9" and python_version < "3.12"
-triad==0.9.5 ; python_version >= "3.9" and python_version < "3.12"
-triton==2.2.0 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version < "3.12" and python_version >= "3.9"
-typing-extensions==4.10.0 ; python_version >= "3.9" and python_version < "3.12"
+tensorflow-cpu-aws==2.15.1 ; platform_system == "Linux" and (platform_machine == "arm64" or platform_machine == "aarch64") and python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
+tensorflow-estimator==2.15.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
+tensorflow-intel==2.15.1 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin" and platform_system == "Windows"
+tensorflow-io-gcs-filesystem==0.37.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
+tensorflow-metal==1.1.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform == "darwin"
+tensorflow==2.15.1 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
+termcolor==2.4.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
+threadpoolctl==3.5.0 ; python_version >= "3.9" and python_version < "3.12"
+torch==2.3.0 ; python_version >= "3.9" and python_version < "3.12"
+torchmetrics==1.4.0 ; python_version >= "3.9" and python_version < "3.12"
+tqdm==4.66.4 ; python_version >= "3.9" and python_version < "3.12"
+triad==0.9.6 ; python_version >= "3.9" and python_version < "3.12"
+triton==2.3.0 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version < "3.12" and python_version >= "3.9"
+typing-extensions==4.11.0 ; python_version >= "3.9" and python_version < "3.12"
 tzdata==2024.1 ; python_version >= "3.9" and python_version < "3.12"
 urllib3==2.2.1 ; python_version >= "3.9" and python_version < "3.12"
-utilsforecast==0.1.1 ; python_version >= "3.9" and python_version < "3.12"
+utilsforecast==0.1.7 ; python_version >= "3.9" and python_version < "3.12"
 wcwidth==0.2.13 ; python_version >= "3.9" and python_version < "3.12"
-werkzeug==3.0.1 ; python_version >= "3.9" and python_version < "3.12"
-wheel==0.42.0 ; python_version >= "3.9" and python_version < "3.12"
-wrapt==1.14.1 ; python_version >= "3.9" and python_version < "3.12"
-xarray==2024.2.0 ; python_version >= "3.9" and python_version < "3.12"
+werkzeug==3.0.3 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
+wheel==0.43.0 ; python_version >= "3.9" and python_version < "3.12"
+wrapt==1.14.1 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "darwin"
+xarray==2024.3.0 ; python_version >= "3.9" and python_version < "3.12"
 xgboost==2.0.3 ; python_version >= "3.9" and python_version < "3.12"
 yarl==1.9.4 ; python_version >= "3.9" and python_version < "3.12"
-zipp==3.17.0 ; python_version >= "3.9" and python_version < "3.10"
+zipp==3.18.1 ; python_version >= "3.9" and python_version < "3.10"

From 1a2d85b66b55826ec765b91cd127c18bf95c881f Mon Sep 17 00:00:00 2001
From: Benjamin Ye <benjamin.ye@georgian.io>
Date: Mon, 6 May 2024 18:15:39 -0400
Subject: [PATCH 2/3] patch version bump

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 2357bf5..216c932 100644
--- a/setup.py
+++ b/setup.py
@@ -3,7 +3,7 @@
 
 setup(
     name="pyoats",
-    version="0.1.3",
+    version="0.1.4",
     description="Quick and Easy Time Series Anomaly Detection",
     author="Benjamin Ye, Georgian Partners LP",
     author_email="benjamin.ye@georgian.io",

From ba75814c70c3d614279f2842e9d4bb82024ba9fb Mon Sep 17 00:00:00 2001
From: Benjamin Ye <benjamin.ye@georgian.io>
Date: Mon, 6 May 2024 18:15:54 -0400
Subject: [PATCH 3/3] fix numpy array

---
 oats/preprocessor/spectral_residual.py | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/oats/preprocessor/spectral_residual.py b/oats/preprocessor/spectral_residual.py
index 2acff05..f4addf2 100644
--- a/oats/preprocessor/spectral_residual.py
+++ b/oats/preprocessor/spectral_residual.py
@@ -56,7 +56,10 @@ def _extrapolate_next(values):
     """
 
     last_value = values[-1]
-    slope = [(last_value - v) / (i+1e-5) for (i, v) in enumerate(values[::-1])]
+    slope = np.array(
+        [(last_value - v) / (i + 1e-5) for (i, v) in enumerate(values[::-1])]
+    )
+    slope = slope
     slope[0] = 0
     next_values = last_value + np.cumsum(slope)
 
@@ -64,7 +67,6 @@ def _extrapolate_next(values):
 
 
 def _merge_series(values, extend_num=5, forward=5):
-
     next_value = _extrapolate_next(values)[forward]
     extension = [next_value] * extend_num