From 2ec36c25766a26bcda16002d359264110173b82b Mon Sep 17 00:00:00 2001
From: Hananel Hazan <hananel@hazan.org.il>
Date: Wed, 29 Mar 2023 21:19:21 -0400
Subject: [PATCH 1/8] poetry update

---
 poetry.lock | 140 +++++++++++++++++++++++++++-------------------------
 1 file changed, 72 insertions(+), 68 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 84614105..d7004636 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -166,7 +166,7 @@ lxml = ["lxml"]
 
 [[package]]
 name = "black"
-version = "23.1.0"
+version = "23.3.0"
 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
@@ -412,7 +412,7 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.10.2"
+version = "3.10.7"
 description = "A platform independent file lock."
 category = "dev"
 optional = false
@@ -420,11 +420,11 @@ python-versions = ">=3.7"
 
 [package.extras]
 docs = ["furo (>=2022.12.7)", "sphinx (>=6.1.3)", "sphinx-autodoc-typehints (>=1.22,!=1.23.4)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.2.2)", "pytest (>=7.2.2)", "pytest-cov (>=4)", "pytest-timeout (>=2.1)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.2.2)", "diff-cover (>=7.5)", "pytest (>=7.2.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)", "pytest-timeout (>=2.1)"]
 
 [[package]]
 name = "fonttools"
-version = "4.39.2"
+version = "4.39.3"
 description = "Tools to manipulate font files"
 category = "main"
 optional = false
@@ -533,7 +533,7 @@ python-versions = "*"
 
 [[package]]
 name = "identify"
-version = "2.5.21"
+version = "2.5.22"
 description = "File identification library for Python"
 category = "dev"
 optional = false
@@ -566,7 +566,7 @@ all = ["matplotlib (>=3.2)", "numcodecs", "tifffile (>=2021.1.11)"]
 
 [[package]]
 name = "imageio"
-version = "2.26.1"
+version = "2.27.0"
 description = "Library for reading and writing a wide range of image, video, scientific, and volumetric data formats."
 category = "main"
 optional = false
@@ -1474,7 +1474,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "platformdirs"
-version = "3.1.1"
+version = "3.2.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "dev"
 optional = false
@@ -1482,7 +1482,7 @@ python-versions = ">=3.7"
 
 [package.extras]
 docs = ["furo (>=2022.12.7)", "proselint (>=0.13)", "sphinx (>=6.1.3)", "sphinx-autodoc-typehints (>=1.22,!=1.23.4)"]
-test = ["appdirs (==1.4.4)", "covdefaults (>=2.2.2)", "pytest (>=7.2.1)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.2.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"]
 
 [[package]]
 name = "pluggy"
@@ -1658,7 +1658,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "pytz"
-version = "2022.7.1"
+version = "2023.3"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
@@ -1677,7 +1677,7 @@ numpy = ">=1.17.3"
 
 [[package]]
 name = "pywin32"
-version = "305"
+version = "306"
 description = "Python for Window Extensions"
 category = "dev"
 optional = false
@@ -1860,7 +1860,7 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "67.6.0"
+version = "67.6.1"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 category = "main"
 optional = false
@@ -2280,12 +2280,16 @@ python-versions = "*"
 
 [[package]]
 name = "webcolors"
-version = "1.12"
-description = "A library for working with color names and color values formats defined by HTML and CSS."
+version = "1.13"
+description = "A library for working with the color formats defined by HTML and CSS."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
+[package.extras]
+docs = ["furo", "sphinx", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-notfound-page", "sphinxext-opengraph"]
+tests = ["pytest", "pytest-cov"]
+
 [[package]]
 name = "webencodings"
 version = "0.5.1"
@@ -2436,31 +2440,31 @@ beautifulsoup4 = [
     {file = "beautifulsoup4-4.12.0.tar.gz", hash = "sha256:c5fceeaec29d09c84970e47c65f2f0efe57872f7cff494c9691a26ec0ff13234"},
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@@ -2793,12 +2797,12 @@ fastjsonschema = [
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@@ -2825,8 +2829,8 @@ gymnasium-notices = [
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@@ -2857,8 +2861,8 @@ imagecodecs = [
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@@ -3371,8 +3375,8 @@ pkgutil-resolve-name = [
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@@ -3496,8 +3500,8 @@ python-json-logger = [
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 ]
 pytz = [
-    {file = "pytz-2022.7.1-py2.py3-none-any.whl", hash = "sha256:78f4f37d8198e0627c5f1143240bb0206b8691d8d7ac6d78fee88b78733f8c4a"},
-    {file = "pytz-2022.7.1.tar.gz", hash = "sha256:01a0681c4b9684a28304615eba55d1ab31ae00bf68ec157ec3708a8182dbbcd0"},
+    {file = "pytz-2023.3-py2.py3-none-any.whl", hash = "sha256:a151b3abb88eda1d4e34a9814df37de2a80e301e68ba0fd856fb9b46bfbbbffb"},
+    {file = "pytz-2023.3.tar.gz", hash = "sha256:1d8ce29db189191fb55338ee6d0387d82ab59f3d00eac103412d64e0ebd0c588"},
 ]
 pywavelets = [
     {file = "PyWavelets-1.4.1-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:d854411eb5ee9cb4bc5d0e66e3634aeb8f594210f6a1bed96dbed57ec70f181c"},
@@ -3527,20 +3531,20 @@ pywavelets = [
     {file = "PyWavelets-1.4.1.tar.gz", hash = "sha256:6437af3ddf083118c26d8f97ab43b0724b956c9f958e9ea788659f6a2834ba93"},
 ]
 pywin32 = [
-    {file = "pywin32-305-cp310-cp310-win32.whl", hash = "sha256:421f6cd86e84bbb696d54563c48014b12a23ef95a14e0bdba526be756d89f116"},
-    {file = "pywin32-305-cp310-cp310-win_amd64.whl", hash = "sha256:73e819c6bed89f44ff1d690498c0a811948f73777e5f97c494c152b850fad478"},
-    {file = "pywin32-305-cp310-cp310-win_arm64.whl", hash = "sha256:742eb905ce2187133a29365b428e6c3b9001d79accdc30aa8969afba1d8470f4"},
-    {file = "pywin32-305-cp311-cp311-win32.whl", hash = "sha256:19ca459cd2e66c0e2cc9a09d589f71d827f26d47fe4a9d09175f6aa0256b51c2"},
-    {file = "pywin32-305-cp311-cp311-win_amd64.whl", hash = "sha256:326f42ab4cfff56e77e3e595aeaf6c216712bbdd91e464d167c6434b28d65990"},
-    {file = "pywin32-305-cp311-cp311-win_arm64.whl", hash = "sha256:4ecd404b2c6eceaca52f8b2e3e91b2187850a1ad3f8b746d0796a98b4cea04db"},
-    {file = "pywin32-305-cp36-cp36m-win32.whl", hash = "sha256:48d8b1659284f3c17b68587af047d110d8c44837736b8932c034091683e05863"},
-    {file = "pywin32-305-cp36-cp36m-win_amd64.whl", hash = "sha256:13362cc5aa93c2beaf489c9c9017c793722aeb56d3e5166dadd5ef82da021fe1"},
-    {file = "pywin32-305-cp37-cp37m-win32.whl", hash = "sha256:a55db448124d1c1484df22fa8bbcbc45c64da5e6eae74ab095b9ea62e6d00496"},
-    {file = "pywin32-305-cp37-cp37m-win_amd64.whl", hash = "sha256:109f98980bfb27e78f4df8a51a8198e10b0f347257d1e265bb1a32993d0c973d"},
-    {file = "pywin32-305-cp38-cp38-win32.whl", hash = "sha256:9dd98384da775afa009bc04863426cb30596fd78c6f8e4e2e5bbf4edf8029504"},
-    {file = "pywin32-305-cp38-cp38-win_amd64.whl", hash = "sha256:56d7a9c6e1a6835f521788f53b5af7912090674bb84ef5611663ee1595860fc7"},
-    {file = "pywin32-305-cp39-cp39-win32.whl", hash = "sha256:9d968c677ac4d5cbdaa62fd3014ab241718e619d8e36ef8e11fb930515a1e918"},
-    {file = "pywin32-305-cp39-cp39-win_amd64.whl", hash = "sha256:50768c6b7c3f0b38b7fb14dd4104da93ebced5f1a50dc0e834594bff6fbe1271"},
+    {file = "pywin32-306-cp310-cp310-win32.whl", hash = "sha256:06d3420a5155ba65f0b72f2699b5bacf3109f36acbe8923765c22938a69dfc8d"},
+    {file = "pywin32-306-cp310-cp310-win_amd64.whl", hash = "sha256:84f4471dbca1887ea3803d8848a1616429ac94a4a8d05f4bc9c5dcfd42ca99c8"},
+    {file = "pywin32-306-cp311-cp311-win32.whl", hash = "sha256:e65028133d15b64d2ed8f06dd9fbc268352478d4f9289e69c190ecd6818b6407"},
+    {file = "pywin32-306-cp311-cp311-win_amd64.whl", hash = "sha256:a7639f51c184c0272e93f244eb24dafca9b1855707d94c192d4a0b4c01e1100e"},
+    {file = "pywin32-306-cp311-cp311-win_arm64.whl", hash = "sha256:70dba0c913d19f942a2db25217d9a1b726c278f483a919f1abfed79c9cf64d3a"},
+    {file = "pywin32-306-cp312-cp312-win32.whl", hash = "sha256:383229d515657f4e3ed1343da8be101000562bf514591ff383ae940cad65458b"},
+    {file = "pywin32-306-cp312-cp312-win_amd64.whl", hash = "sha256:37257794c1ad39ee9be652da0462dc2e394c8159dfd913a8a4e8eb6fd346da0e"},
+    {file = "pywin32-306-cp312-cp312-win_arm64.whl", hash = "sha256:5821ec52f6d321aa59e2db7e0a35b997de60c201943557d108af9d4ae1ec7040"},
+    {file = "pywin32-306-cp37-cp37m-win32.whl", hash = "sha256:1c73ea9a0d2283d889001998059f5eaaba3b6238f767c9cf2833b13e6a685f65"},
+    {file = "pywin32-306-cp37-cp37m-win_amd64.whl", hash = "sha256:72c5f621542d7bdd4fdb716227be0dd3f8565c11b280be6315b06ace35487d36"},
+    {file = "pywin32-306-cp38-cp38-win32.whl", hash = "sha256:e4c092e2589b5cf0d365849e73e02c391c1349958c5ac3e9d5ccb9a28e017b3a"},
+    {file = "pywin32-306-cp38-cp38-win_amd64.whl", hash = "sha256:e8ac1ae3601bee6ca9f7cb4b5363bf1c0badb935ef243c4733ff9a393b1690c0"},
+    {file = "pywin32-306-cp39-cp39-win32.whl", hash = "sha256:e25fd5b485b55ac9c057f67d94bc203f3f6595078d1fb3b458c9c28b7153a802"},
+    {file = "pywin32-306-cp39-cp39-win_amd64.whl", hash = "sha256:39b61c15272833b5c329a2989999dcae836b1eed650252ab1b7bfbe1d59f30f4"},
 ]
 pywinpty = [
     {file = "pywinpty-2.0.10-cp310-none-win_amd64.whl", hash = "sha256:4c7d06ad10f6e92bc850a467f26d98f4f30e73d2fe5926536308c6ae0566bc16"},
@@ -3784,8 +3788,8 @@ send2trash = [
     {file = "Send2Trash-1.8.0.tar.gz", hash = "sha256:d2c24762fd3759860a0aff155e45871447ea58d2be6bdd39b5c8f966a0c99c2d"},
 ]
 setuptools = [
-    {file = "setuptools-67.6.0-py3-none-any.whl", hash = "sha256:b78aaa36f6b90a074c1fa651168723acbf45d14cb1196b6f02c0fd07f17623b2"},
-    {file = "setuptools-67.6.0.tar.gz", hash = "sha256:2ee892cd5f29f3373097f5a814697e397cf3ce313616df0af11231e2ad118077"},
+    {file = "setuptools-67.6.1-py3-none-any.whl", hash = "sha256:e728ca814a823bf7bf60162daf9db95b93d532948c4c0bea762ce62f60189078"},
+    {file = "setuptools-67.6.1.tar.gz", hash = "sha256:257de92a9d50a60b8e22abfcbb771571fde0dbf3ec234463212027a4eeecbe9a"},
 ]
 setuptools-scm = [
     {file = "setuptools_scm-7.1.0-py3-none-any.whl", hash = "sha256:73988b6d848709e2af142aa48c986ea29592bbcfca5375678064708205253d8e"},
@@ -3977,8 +3981,8 @@ wcwidth = [
     {file = "wcwidth-0.2.6.tar.gz", hash = "sha256:a5220780a404dbe3353789870978e472cfe477761f06ee55077256e509b156d0"},
 ]
 webcolors = [
-    {file = "webcolors-1.12-py3-none-any.whl", hash = "sha256:d98743d81d498a2d3eaf165196e65481f0d2ea85281463d856b1e51b09f62dce"},
-    {file = "webcolors-1.12.tar.gz", hash = "sha256:16d043d3a08fd6a1b1b7e3e9e62640d09790dce80d2bdd4792a175b35fe794a9"},
+    {file = "webcolors-1.13-py3-none-any.whl", hash = "sha256:29bc7e8752c0a1bd4a1f03c14d6e6a72e93d82193738fa860cbff59d0fcc11bf"},
+    {file = "webcolors-1.13.tar.gz", hash = "sha256:c225b674c83fa923be93d235330ce0300373d02885cef23238813b0d5668304a"},
 ]
 webencodings = [
     {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},

From 70bca77b55af025ca481fb73a571bedde61448b5 Mon Sep 17 00:00:00 2001
From: Hananel Hazan <hananel@hazan.org.il>
Date: Wed, 26 Apr 2023 14:08:06 -0400
Subject: [PATCH 2/8] update pytorch and its dependency

---
 bindsnet/datasets/collate.py       |    2 +-
 bindsnet/pipeline/base_pipeline.py |    3 +-
 examples/mnist/reservoir.py        |    4 +-
 poetry.lock                        | 3836 +++++++++++++++-------------
 pyproject.toml                     |    8 +-
 5 files changed, 2030 insertions(+), 1823 deletions(-)

diff --git a/bindsnet/datasets/collate.py b/bindsnet/datasets/collate.py
index df8272bd..7fa5add4 100644
--- a/bindsnet/datasets/collate.py
+++ b/bindsnet/datasets/collate.py
@@ -10,7 +10,7 @@
 import collections
 
 import torch
-from torch._six import string_classes
+# from torch._six import string_classes
 from torch.utils.data._utils import collate as pytorch_collate
 
 
diff --git a/bindsnet/pipeline/base_pipeline.py b/bindsnet/pipeline/base_pipeline.py
index 7cbe13b7..31768e46 100644
--- a/bindsnet/pipeline/base_pipeline.py
+++ b/bindsnet/pipeline/base_pipeline.py
@@ -3,8 +3,7 @@
 from typing import Any, Dict, Tuple
 
 import torch
-from torch._six import string_classes
-
+# from torch._six import string_classes
 from bindsnet.network import Network
 from bindsnet.network.monitors import Monitor
 
diff --git a/examples/mnist/reservoir.py b/examples/mnist/reservoir.py
index 9202905a..8aed3d8b 100644
--- a/examples/mnist/reservoir.py
+++ b/examples/mnist/reservoir.py
@@ -140,7 +140,7 @@
 
     # Run network on sample image
     network.run(inputs={"I": datum}, time=time)
-    training_pairs.append([spikes["O"].get("s").sum(0), label])
+    training_pairs.append([spikes["O"].get("s"), label])
 
     # Plot spiking activity using monitors
     if plot:
@@ -187,7 +187,7 @@ def forward(self, x):
 
 
 # Create and train logistic regression model on reservoir outputs.
-model = NN(n_neurons, 10).to(device)
+model = NN(n_neurons*args.time, 10).to(device)
 criterion = torch.nn.MSELoss(reduction="sum")
 optimizer = torch.optim.SGD(model.parameters(), lr=1e-4, momentum=0.9)
 
diff --git a/poetry.lock b/poetry.lock
index d7004636..6053385b 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,3 +1,5 @@
+# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
+
 [[package]]
 name = "aiofiles"
 version = "22.1.0"
@@ -5,6 +7,10 @@ description = "File support for asyncio."
 category = "dev"
 optional = false
 python-versions = ">=3.7,<4.0"
+files = [
+    {file = "aiofiles-22.1.0-py3-none-any.whl", hash = "sha256:1142fa8e80dbae46bb6339573ad4c8c0841358f79c6eb50a493dceca14621bad"},
+    {file = "aiofiles-22.1.0.tar.gz", hash = "sha256:9107f1ca0b2a5553987a94a3c9959fe5b491fdf731389aa5b7b1bd0733e32de6"},
+]
 
 [[package]]
 name = "aiosqlite"
@@ -13,6 +19,10 @@ description = "asyncio bridge to the standard sqlite3 module"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "aiosqlite-0.18.0-py3-none-any.whl", hash = "sha256:c3511b841e3a2c5614900ba1d179f366826857586f78abd75e7cbeb88e75a557"},
+    {file = "aiosqlite-0.18.0.tar.gz", hash = "sha256:faa843ef5fb08bafe9a9b3859012d3d9d6f77ce3637899de20606b7fc39aa213"},
+]
 
 [[package]]
 name = "alabaster"
@@ -21,6 +31,10 @@ description = "A configurable sidebar-enabled Sphinx theme"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "alabaster-0.7.13-py3-none-any.whl", hash = "sha256:1ee19aca801bbabb5ba3f5f258e4422dfa86f82f3e9cefb0859b283cdd7f62a3"},
+    {file = "alabaster-0.7.13.tar.gz", hash = "sha256:a27a4a084d5e690e16e01e03ad2b2e552c61a65469419b907243193de1a84ae2"},
+]
 
 [[package]]
 name = "anyio"
@@ -29,6 +43,10 @@ description = "High level compatibility layer for multiple asynchronous event lo
 category = "dev"
 optional = false
 python-versions = ">=3.6.2"
+files = [
+    {file = "anyio-3.6.2-py3-none-any.whl", hash = "sha256:fbbe32bd270d2a2ef3ed1c5d45041250284e31fc0a4df4a5a6071842051a51e3"},
+    {file = "anyio-3.6.2.tar.gz", hash = "sha256:25ea0d673ae30af41a0c442f81cf3b38c7e79fdc7b60335a4c14e05eb0947421"},
+]
 
 [package.dependencies]
 idna = ">=2.8"
@@ -46,6 +64,10 @@ description = "Disable App Nap on macOS >= 10.9"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
+    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
+]
 
 [[package]]
 name = "argon2-cffi"
@@ -54,6 +76,10 @@ description = "The secure Argon2 password hashing algorithm."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "argon2-cffi-21.3.0.tar.gz", hash = "sha256:d384164d944190a7dd7ef22c6aa3ff197da12962bd04b17f64d4e93d934dba5b"},
+    {file = "argon2_cffi-21.3.0-py3-none-any.whl", hash = "sha256:8c976986f2c5c0e5000919e6de187906cfd81fb1c72bf9d88c01177e77da7f80"},
+]
 
 [package.dependencies]
 argon2-cffi-bindings = "*"
@@ -70,6 +96,29 @@ description = "Low-level CFFI bindings for Argon2"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9524464572e12979364b7d600abf96181d3541da11e23ddf565a32e70bd4dc0d"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b746dba803a79238e925d9046a63aa26bf86ab2a2fe74ce6b009a1c3f5c8f2ae"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:58ed19212051f49a523abb1dbe954337dc82d947fb6e5a0da60f7c8471a8476c"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:bd46088725ef7f58b5a1ef7ca06647ebaf0eb4baff7d1d0d177c6cc8744abd86"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_i686.whl", hash = "sha256:8cd69c07dd875537a824deec19f978e0f2078fdda07fd5c42ac29668dda5f40f"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:f1152ac548bd5b8bcecfb0b0371f082037e47128653df2e8ba6e914d384f3c3e"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win32.whl", hash = "sha256:603ca0aba86b1349b147cab91ae970c63118a0f30444d4bc80355937c950c082"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win_amd64.whl", hash = "sha256:b2ef1c30440dbbcba7a5dc3e319408b59676e2e039e2ae11a8775ecf482b192f"},
+    {file = "argon2_cffi_bindings-21.2.0-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e415e3f62c8d124ee16018e491a009937f8cf7ebf5eb430ffc5de21b900dad93"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3e385d1c39c520c08b53d63300c3ecc28622f076f4c2b0e6d7e796e9f6502194"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2c3e3cc67fdb7d82c4718f19b4e7a87123caf8a93fde7e23cf66ac0337d3cb3f"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6a22ad9800121b71099d0fb0a65323810a15f2e292f2ba450810a7316e128ee5"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f9f8b450ed0547e3d473fdc8612083fd08dd2120d6ac8f73828df9b7d45bb351"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:93f9bf70084f97245ba10ee36575f0c3f1e7d7724d67d8e5b08e61787c320ed7"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3b9ef65804859d335dc6b31582cad2c5166f0c3e7975f324d9ffaa34ee7e6583"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d4966ef5848d820776f5f562a7d45fdd70c2f330c961d0d745b784034bd9f48d"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:20ef543a89dee4db46a1a6e206cd015360e5a75822f76df533845c3cbaf72670"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ed2937d286e2ad0cc79a7087d3c272832865f779430e0cc2b4f3718d3159b0cb"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:5e00316dabdaea0b2dd82d141cc66889ced0cdcbfa599e8b471cf22c620c329a"},
+]
 
 [package.dependencies]
 cffi = ">=1.0.1"
@@ -85,6 +134,10 @@ description = "Better dates & times for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "arrow-1.2.3-py3-none-any.whl", hash = "sha256:5a49ab92e3b7b71d96cd6bfcc4df14efefc9dfa96ea19045815914a6ab6b1fe2"},
+    {file = "arrow-1.2.3.tar.gz", hash = "sha256:3934b30ca1b9f292376d9db15b19446088d12ec58629bc3f0da28fd55fb633a1"},
+]
 
 [package.dependencies]
 python-dateutil = ">=2.7.0"
@@ -96,6 +149,10 @@ description = "Annotate AST trees with source code positions"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [package.dependencies]
 six = "*"
@@ -110,6 +167,10 @@ description = "Classes Without Boilerplate"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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+    {file = "attrs-22.2.0.tar.gz", hash = "sha256:c9227bfc2f01993c03f68db37d1d15c9690188323c067c641f1a35ca58185f99"},
+]
 
 [package.extras]
 cov = ["attrs[tests]", "coverage-enable-subprocess", "coverage[toml] (>=5.3)"]
@@ -125,6 +186,10 @@ description = "Removes unused imports and unused variables"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "autoflake-2.0.2.tar.gz", hash = "sha256:e0164421ff13f805f08a023e249d84200bd00463d213b490906bfefa67e83830"},
+]
 
 [package.dependencies]
 pyflakes = ">=3.0.0"
@@ -137,6 +202,10 @@ description = "Internationalization utilities"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "Babel-2.12.1.tar.gz", hash = "sha256:cc2d99999cd01d44420ae725a21c9e3711b3aadc7976d6147f622d8581963455"},
+]
 
 [package.dependencies]
 pytz = {version = ">=2015.7", markers = "python_version < \"3.9\""}
@@ -148,14 +217,22 @@ description = "Specifications for callback functions passed in to an API"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+    {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
+]
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.12.0"
+version = "4.12.2"
 description = "Screen-scraping library"
 category = "dev"
 optional = false
 python-versions = ">=3.6.0"
+files = [
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+]
 
 [package.dependencies]
 soupsieve = ">1.2"
@@ -171,6 +248,33 @@ description = "The uncompromising code formatter."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
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+]
 
 [package.dependencies]
 click = ">=8.0.0"
@@ -194,6 +298,10 @@ description = "An easy safelist-based HTML-sanitizing tool."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.dependencies]
 six = ">=1.9.0"
@@ -209,6 +317,10 @@ description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [[package]]
 name = "cffi"
@@ -217,6 +329,72 @@ description = "Foreign Function Interface for Python calling C code."
 category = "dev"
 optional = false
 python-versions = "*"
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 [package.dependencies]
 pycparser = "*"
@@ -228,6 +406,10 @@ description = "Validate configuration and produce human readable error messages.
 category = "dev"
 optional = false
 python-versions = ">=3.6.1"
+files = [
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+]
 
 [[package]]
 name = "charset-normalizer"
@@ -236,6 +418,83 @@ description = "The Real First Universal Charset Detector. Open, modern and activ
 category = "main"
 optional = false
 python-versions = ">=3.7.0"
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 name = "click"
@@ -244,6 +503,10 @@ description = "Composable command line interface toolkit"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -255,6 +518,40 @@ description = "Extended pickling support for Python objects"
 category = "main"
 optional = false
 python-versions = ">=3.6"
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+]
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+[[package]]
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+description = "CMake is an open-source, cross-platform family of tools designed to build, test and package software"
+category = "main"
+optional = false
+python-versions = "*"
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 [[package]]
 name = "colorama"
@@ -263,6 +560,10 @@ description = "Cross-platform colored terminal text."
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
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+]
 
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 name = "comm"
@@ -271,6 +572,10 @@ description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-
 category = "dev"
 optional = false
 python-versions = ">=3.6"
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 traitlets = ">=5.3"
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 optional = false
 python-versions = ">=3.8"
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 numpy = ">=1.16"
@@ -305,22 +667,88 @@ description = "Composable style cycles"
 category = "main"
 optional = false
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+]
 
 [[package]]
 name = "decorator"
@@ -329,6 +757,10 @@ description = "Decorators for Humans"
 category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
+    {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
+]
 
 [[package]]
 name = "defusedxml"
@@ -337,6 +769,10 @@ description = "XML bomb protection for Python stdlib modules"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
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+    {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
+]
 
 [[package]]
 name = "distlib"
@@ -345,6 +781,10 @@ description = "Distribution utilities"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "distlib-0.3.6-py2.py3-none-any.whl", hash = "sha256:f35c4b692542ca110de7ef0bea44d73981caeb34ca0b9b6b2e6d7790dda8f80e"},
+    {file = "distlib-0.3.6.tar.gz", hash = "sha256:14bad2d9b04d3a36127ac97f30b12a19268f211063d8f8ee4f47108896e11b46"},
+]
 
 [[package]]
 name = "distro"
@@ -353,6 +793,10 @@ description = "Distro - an OS platform information API"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [[package]]
 name = "docutils"
@@ -361,6 +805,10 @@ description = "Docutils -- Python Documentation Utilities"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "docutils-0.19.tar.gz", hash = "sha256:33995a6753c30b7f577febfc2c50411fec6aac7f7ffeb7c4cfe5991072dcf9e6"},
+]
 
 [[package]]
 name = "eagerpy"
@@ -369,6 +817,10 @@ description = "EagerPy is a thin wrapper around PyTorch, TensorFlow Eager, JAX a
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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+    {file = "eagerpy-0.30.0.tar.gz", hash = "sha256:014c02b5a7f7e19f8471885cf8aa469f2e9cf518c88400f20b6b8db83d413106"},
+]
 
 [package.dependencies]
 numpy = "*"
@@ -384,6 +836,10 @@ description = "Backport of PEP 654 (exception groups)"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.extras]
 test = ["pytest (>=6)"]
@@ -395,10 +851,26 @@ description = "Get the currently executing AST node of a frame, and other inform
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+    {file = "executing-1.2.0.tar.gz", hash = "sha256:19da64c18d2d851112f09c287f8d3dbbdf725ab0e569077efb6cdcbd3497c107"},
+]
 
 [package.extras]
 tests = ["asttokens", "littleutils", "pytest", "rich"]
 
+[[package]]
+name = "farama-notifications"
+version = "0.0.4"
+description = "Notifications for all Farama Foundation maintained libraries."
+category = "main"
+optional = false
+python-versions = "*"
+files = [
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+]
+
 [[package]]
 name = "fastjsonschema"
 version = "2.16.3"
@@ -406,20 +878,28 @@ description = "Fastest Python implementation of JSON schema"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [package.extras]
 devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
 
 [[package]]
 name = "filelock"
-version = "3.10.7"
+version = "3.11.0"
 description = "A platform independent file lock."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.extras]
-docs = ["furo (>=2022.12.7)", "sphinx (>=6.1.3)", "sphinx-autodoc-typehints (>=1.22,!=1.23.4)"]
+docs = ["furo (>=2023.3.27)", "sphinx (>=6.1.3)", "sphinx-autodoc-typehints (>=1.22,!=1.23.4)"]
 testing = ["covdefaults (>=2.3)", "coverage (>=7.2.2)", "diff-cover (>=7.5)", "pytest (>=7.2.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)", "pytest-timeout (>=2.1)"]
 
 [[package]]
@@ -429,6 +909,10 @@ description = "Tools to manipulate font files"
 category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "fonttools-4.39.3-py3-none-any.whl", hash = "sha256:64c0c05c337f826183637570ac5ab49ee220eec66cf50248e8df527edfa95aeb"},
+    {file = "fonttools-4.39.3.zip", hash = "sha256:9234b9f57b74e31b192c3fc32ef1a40750a8fbc1cd9837a7b7bfc4ca4a5c51d7"},
+]
 
 [package.extras]
 all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.0.0)", "xattr", "zopfli (>=0.1.4)"]
@@ -451,6 +935,10 @@ description = "Foolbox is an adversarial attacks library that works natively wit
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "foolbox-3.3.3-py3-none-any.whl", hash = "sha256:30a5f0e9a63f5e0d82a5aabe849fdc62355f805bd49bc26dba3ba84fc3ae9b6f"},
+    {file = "foolbox-3.3.3.tar.gz", hash = "sha256:1a2ba1a2de06d64112a06cb5891c65e6161c4ef81e6ff74a789eb917fee6bfb9"},
+]
 
 [package.dependencies]
 eagerpy = ">=0.30.0"
@@ -471,6 +959,10 @@ description = "Validates fully-qualified domain names against RFC 1123, so that
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
+files = [
+    {file = "fqdn-1.5.1-py3-none-any.whl", hash = "sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014"},
+    {file = "fqdn-1.5.1.tar.gz", hash = "sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f"},
+]
 
 [[package]]
 name = "gitdb"
@@ -479,6 +971,10 @@ description = "Git Object Database"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "gitdb-4.0.10-py3-none-any.whl", hash = "sha256:c286cf298426064079ed96a9e4a9d39e7f3e9bf15ba60701e95f5492f28415c7"},
+    {file = "gitdb-4.0.10.tar.gz", hash = "sha256:6eb990b69df4e15bad899ea868dc46572c3f75339735663b81de79b06f17eb9a"},
+]
 
 [package.dependencies]
 smmap = ">=3.0.1,<6"
@@ -490,46 +986,46 @@ description = "GitPython is a Python library used to interact with Git repositor
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "GitPython-3.1.31-py3-none-any.whl", hash = "sha256:f04893614f6aa713a60cbbe1e6a97403ef633103cdd0ef5eb6efe0deb98dbe8d"},
+    {file = "GitPython-3.1.31.tar.gz", hash = "sha256:8ce3bcf69adfdf7c7d503e78fd3b1c492af782d58893b650adb2ac8912ddd573"},
+]
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
 
 [[package]]
 name = "gymnasium"
-version = "0.27.1"
+version = "0.28.1"
 description = "A standard API for reinforcement learning and a diverse set of reference environments (formerly Gym)."
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "gymnasium-0.28.1-py3-none-any.whl", hash = "sha256:7bc9a5bce1022f997d1dbc152fc91d1ac977bad9cc7794cdc25437010867cabf"},
+    {file = "gymnasium-0.28.1.tar.gz", hash = "sha256:4c2c745808792c8f45c6e88ad0a5504774394e0c126f6e3db555e720d3da6f24"},
+]
 
 [package.dependencies]
 cloudpickle = ">=1.2.0"
-gymnasium-notices = ">=0.0.1"
+farama-notifications = ">=0.0.1"
 importlib-metadata = {version = ">=4.8.0", markers = "python_version < \"3.10\""}
-jax-jumpy = ">=0.2.0"
+jax-jumpy = ">=1.0.0"
 numpy = ">=1.21.0"
 typing-extensions = ">=4.3.0"
 
 [package.extras]
 accept-rom-license = ["autorom[accept-rom-license] (>=0.4.2,<0.5.0)"]
-all = ["box2d-py (==2.3.5)", "imageio (>=2.14.1)", "jax (==0.3.24)", "jaxlib (==0.3.24)", "lz4 (>=3.1.0)", "matplotlib (>=3.0)", "moviepy (>=1.0.0)", "mujoco (>=2.3.1.post1)", "mujoco-py (>=2.1,<2.2)", "opencv-python (>=3.0)", "pygame (==2.1.3.dev8)", "shimmy[atari] (>=0.1.0,<1.0)", "swig (>=4.0.0,<5.0.0)", "torch (>=1.0.0)"]
+all = ["box2d-py (==2.3.5)", "imageio (>=2.14.1)", "jax (==0.3.24)", "jaxlib (==0.3.24)", "lz4 (>=3.1.0)", "matplotlib (>=3.0)", "moviepy (>=1.0.0)", "mujoco (>=2.3.2)", "mujoco-py (>=2.1,<2.2)", "opencv-python (>=3.0)", "pygame (==2.1.3)", "shimmy[atari] (>=0.1.0,<1.0)", "swig (>=4.0.0,<5.0.0)", "torch (>=1.0.0)"]
 atari = ["shimmy[atari] (>=0.1.0,<1.0)"]
-box2d = ["box2d-py (==2.3.5)", "pygame (==2.1.3.dev8)", "swig (>=4.0.0,<5.0.0)"]
-classic-control = ["pygame (==2.1.3.dev8)", "pygame (==2.1.3.dev8)"]
+box2d = ["box2d-py (==2.3.5)", "pygame (==2.1.3)", "swig (>=4.0.0,<5.0.0)"]
+classic-control = ["pygame (==2.1.3)", "pygame (==2.1.3)"]
 jax = ["jax (==0.3.24)", "jaxlib (==0.3.24)"]
-mujoco = ["imageio (>=2.14.1)", "mujoco (>=2.3.1.post1)"]
+mujoco = ["imageio (>=2.14.1)", "mujoco (>=2.3.2)"]
 mujoco-py = ["mujoco-py (>=2.1,<2.2)", "mujoco-py (>=2.1,<2.2)"]
 other = ["lz4 (>=3.1.0)", "matplotlib (>=3.0)", "moviepy (>=1.0.0)", "opencv-python (>=3.0)", "torch (>=1.0.0)"]
-testing = ["pytest (==7.1.3)"]
-toy-text = ["pygame (==2.1.3.dev8)", "pygame (==2.1.3.dev8)"]
-
-[[package]]
-name = "gymnasium-notices"
-version = "0.0.1"
-description = "Notices for gymnasium"
-category = "main"
-optional = false
-python-versions = "*"
+testing = ["pytest (==7.1.3)", "scipy (==1.7.3)"]
+toy-text = ["pygame (==2.1.3)", "pygame (==2.1.3)"]
 
 [[package]]
 name = "identify"
@@ -538,6 +1034,10 @@ description = "File identification library for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "identify-2.5.22-py2.py3-none-any.whl", hash = "sha256:f0faad595a4687053669c112004178149f6c326db71ee999ae4636685753ad2f"},
+    {file = "identify-2.5.22.tar.gz", hash = "sha256:f7a93d6cf98e29bd07663c60728e7a4057615068d7a639d132dc883b2d54d31e"},
+]
 
 [package.extras]
 license = ["ukkonen"]
@@ -549,6 +1049,10 @@ description = "Internationalized Domain Names in Applications (IDNA)"
 category = "main"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
+    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
+]
 
 [[package]]
 name = "imagecodecs"
@@ -557,6 +1061,30 @@ description = "Image transformation, compression, and decompression codecs"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "imagecodecs-2021.11.20-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:69c154ca16b92d5db99093648d6a4be83616a475a10ceb5ba465b72fb9b17aae"},
+    {file = "imagecodecs-2021.11.20-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d18a6a92eadbe195dced25a9736e7897dd958929c167634dd62a64994be4f158"},
+    {file = "imagecodecs-2021.11.20-cp310-cp310-win32.whl", hash = "sha256:079fe05120a8d2209595c405369f712904b3885fd03c882905204b008424fd9f"},
+    {file = "imagecodecs-2021.11.20-cp310-cp310-win_amd64.whl", hash = "sha256:d7b224a65c7cff7bed2b080630594ce19785579af11cd817fbe23cbb931d3e7c"},
+    {file = "imagecodecs-2021.11.20-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:740131d71b4b9dfc9190768870d9cea31091ca196034811b7f871decffb745aa"},
+    {file = "imagecodecs-2021.11.20-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b9b00fa5f834627a1d15bb48be86fe0925f35b0a6863c5af6347a1af0c9c0596"},
+    {file = "imagecodecs-2021.11.20-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:044a498ae8b854d59090c4dbd7ff2dbf8c1fbda16d504861a0eddc33b2d58a4a"},
+    {file = "imagecodecs-2021.11.20-cp37-cp37m-win32.whl", hash = "sha256:97802935e93e0d57cb404cb0371fcff31467ab31dc2ae165d50c584c17c87cb0"},
+    {file = "imagecodecs-2021.11.20-cp37-cp37m-win_amd64.whl", hash = "sha256:fe0405eb85e3f9c6ec6f18ebd12a0e151c6bb687dd1dbfbd3b64fc09750cbcee"},
+    {file = "imagecodecs-2021.11.20-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:7fcdb139fdec2941c536680adc9a923f635da7bd2c026bc0fef5627dcda6bcf9"},
+    {file = "imagecodecs-2021.11.20-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:115d28d3827513333af6edb7eb0e5c51f9f18296572ba05aa23ad99cfbea9e9e"},
+    {file = "imagecodecs-2021.11.20-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b5bc913197cd587303b178cdd95477bf5f12d68526f94d4a83f5140a6efd86a0"},
+    {file = "imagecodecs-2021.11.20-cp38-cp38-win32.whl", hash = "sha256:b80630f5c8d5131b1e5399816e8f93990e6e165fc332f0bf294a9c22650bdc5c"},
+    {file = "imagecodecs-2021.11.20-cp38-cp38-win_amd64.whl", hash = "sha256:ed5d68e08b013046d10319d80699f95a4f5933d15a6d09e0fab01428aaeadc58"},
+    {file = "imagecodecs-2021.11.20-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:3e305f655bb887b2739d4a36a19741da565bd2f539f3d13c1e7b3e65ecfc2e7a"},
+    {file = "imagecodecs-2021.11.20-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:14efa2310a1257c902a0b860b66369c569b36a6296d215b02e303c9df4ae74bc"},
+    {file = "imagecodecs-2021.11.20-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4d020a02db7c419e41fd1eb8b7ee1e9622e384a21c72476936348fae4d4fadc8"},
+    {file = "imagecodecs-2021.11.20-cp39-cp39-win32.whl", hash = "sha256:8993b7134f9fa5f63343cabaea20a5273a09359646693929ac8382c071d31a54"},
+    {file = "imagecodecs-2021.11.20-cp39-cp39-win_amd64.whl", hash = "sha256:539bf438d5b5e6f2d68829057304be729948b8e154e2d1e0195bb58bc361ed52"},
+    {file = "imagecodecs-2021.11.20-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8df54fb17925cb22eed608ece6f5121db6025f4527ea899dc58417f30ffc13a1"},
+    {file = "imagecodecs-2021.11.20-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:1e9c0e5d52c122e3ca7ee745fa1cae600469704d72134983a10adc818e03c543"},
+    {file = "imagecodecs-2021.11.20.tar.gz", hash = "sha256:04b378ddaafa3178d079b1a84f3d8fdce0980f85a17b89cb6c68bf3de687293c"},
+]
 
 [package.dependencies]
 numpy = ">=1.16.5"
@@ -571,6 +1099,10 @@ description = "Library for reading and writing a wide range of image, video, sci
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "imageio-2.27.0-py3-none-any.whl", hash = "sha256:24c6ad7d000e64eacc2861c402b6fb128f370cb0a6623cf796d83bca0d0d14d3"},
+    {file = "imageio-2.27.0.tar.gz", hash = "sha256:ee269c957785ef0373cc7a7323185956d83ec05e6cdf20b42a03ba7b74ac58c6"},
+]
 
 [package.dependencies]
 numpy = "*"
@@ -599,14 +1131,22 @@ description = "Getting image size from png/jpeg/jpeg2000/gif file"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "imagesize-1.4.1-py2.py3-none-any.whl", hash = "sha256:0d8d18d08f840c19d0ee7ca1fd82490fdc3729b7ac93f49870406ddde8ef8d8b"},
+    {file = "imagesize-1.4.1.tar.gz", hash = "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a"},
+]
 
 [[package]]
 name = "importlib-metadata"
-version = "6.1.0"
+version = "6.3.0"
 description = "Read metadata from Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "importlib_metadata-6.3.0-py3-none-any.whl", hash = "sha256:8f8bd2af397cf33bd344d35cfe7f489219b7d14fc79a3f854b75b8417e9226b0"},
+    {file = "importlib_metadata-6.3.0.tar.gz", hash = "sha256:23c2bcae4762dfb0bbe072d358faec24957901d75b6c4ab11172c0c982532402"},
+]
 
 [package.dependencies]
 zipp = ">=0.5"
@@ -623,6 +1163,10 @@ description = "Read resources from Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "importlib_resources-5.12.0-py3-none-any.whl", hash = "sha256:7b1deeebbf351c7578e09bf2f63fa2ce8b5ffec296e0d349139d43cca061a81a"},
+    {file = "importlib_resources-5.12.0.tar.gz", hash = "sha256:4be82589bf5c1d7999aedf2a45159d10cb3ca4f19b2271f8792bc8e6da7b22f6"},
+]
 
 [package.dependencies]
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
@@ -638,6 +1182,10 @@ description = "brain-dead simple config-ini parsing"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
+    {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
+]
 
 [[package]]
 name = "ipykernel"
@@ -646,6 +1194,10 @@ description = "IPython Kernel for Jupyter"
 category = "dev"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "ipykernel-6.22.0-py3-none-any.whl", hash = "sha256:1ae6047c1277508933078163721bbb479c3e7292778a04b4bacf0874550977d6"},
+    {file = "ipykernel-6.22.0.tar.gz", hash = "sha256:302558b81f1bc22dc259fb2a0c5c7cf2f4c0bdb21b50484348f7bafe7fb71421"},
+]
 
 [package.dependencies]
 appnope = {version = "*", markers = "platform_system == \"Darwin\""}
@@ -671,11 +1223,15 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio"
 
 [[package]]
 name = "ipython"
-version = "8.11.0"
+version = "8.12.0"
 description = "IPython: Productive Interactive Computing"
 category = "dev"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "ipython-8.12.0-py3-none-any.whl", hash = "sha256:1c183bf61b148b00bcebfa5d9b39312733ae97f6dad90d7e9b4d86c8647f498c"},
+    {file = "ipython-8.12.0.tar.gz", hash = "sha256:a950236df04ad75b5bc7f816f9af3d74dc118fd42f2ff7e80e8e60ca1f182e2d"},
+]
 
 [package.dependencies]
 appnope = {version = "*", markers = "sys_platform == \"darwin\""}
@@ -690,6 +1246,7 @@ prompt-toolkit = ">=3.0.30,<3.0.37 || >3.0.37,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5"
+typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
 
 [package.extras]
 all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
@@ -711,6 +1268,10 @@ description = "Vestigial utilities from IPython"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "ipython_genutils-0.2.0-py2.py3-none-any.whl", hash = "sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8"},
+    {file = "ipython_genutils-0.2.0.tar.gz", hash = "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"},
+]
 
 [[package]]
 name = "isoduration"
@@ -719,6 +1280,10 @@ description = "Operations with ISO 8601 durations"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042"},
+    {file = "isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9"},
+]
 
 [package.dependencies]
 arrow = ">=0.15.0"
@@ -730,6 +1295,10 @@ description = "A Python utility / library to sort Python imports."
 category = "dev"
 optional = false
 python-versions = ">=3.8.0"
+files = [
+    {file = "isort-5.12.0-py3-none-any.whl", hash = "sha256:f84c2818376e66cf843d497486ea8fed8700b340f308f076c6fb1229dff318b6"},
+    {file = "isort-5.12.0.tar.gz", hash = "sha256:8bef7dde241278824a6d83f44a544709b065191b95b6e50894bdc722fcba0504"},
+]
 
 [package.extras]
 colors = ["colorama (>=0.4.3)"]
@@ -744,6 +1313,10 @@ description = "Common backend for Jax or Numpy."
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "jax-jumpy-1.0.0.tar.gz", hash = "sha256:195fb955cc4c2b7f0b1453e3cb1fb1c414a51a407ffac7a51e69a73cb30d59ad"},
+    {file = "jax_jumpy-1.0.0-py3-none-any.whl", hash = "sha256:ab7e01454bba462de3c4d098e3e585c302a8f06bc36d9182ab4e7e4aa7067c5e"},
+]
 
 [package.dependencies]
 numpy = ">=1.18.0"
@@ -759,6 +1332,10 @@ description = "An autocompletion tool for Python that can be used for text edito
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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+    {file = "jedi-0.18.2.tar.gz", hash = "sha256:bae794c30d07f6d910d32a7048af09b5a39ed740918da923c6b780790ebac612"},
+]
 
 [package.dependencies]
 parso = ">=0.8.0,<0.9.0"
@@ -772,9 +1349,13 @@ testing = ["Django (<3.1)", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 name = "jinja2"
 version = "3.1.2"
 description = "A very fast and expressive template engine."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "Jinja2-3.1.2-py3-none-any.whl", hash = "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"},
+    {file = "Jinja2-3.1.2.tar.gz", hash = "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852"},
+]
 
 [package.dependencies]
 MarkupSafe = ">=2.0"
@@ -789,6 +1370,10 @@ description = "Lightweight pipelining with Python functions"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "joblib-1.2.0-py3-none-any.whl", hash = "sha256:091138ed78f800342968c523bdde947e7a305b8594b910a0fea2ab83c3c6d385"},
+    {file = "joblib-1.2.0.tar.gz", hash = "sha256:e1cee4a79e4af22881164f218d4311f60074197fb707e082e803b61f6d137018"},
+]
 
 [[package]]
 name = "json5"
@@ -797,6 +1382,10 @@ description = "A Python implementation of the JSON5 data format."
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "json5-0.9.11-py2.py3-none-any.whl", hash = "sha256:1aa54b80b5e507dfe31d12b7743a642e2ffa6f70bf73b8e3d7d1d5fba83d99bd"},
+    {file = "json5-0.9.11.tar.gz", hash = "sha256:4f1e196acc55b83985a51318489f345963c7ba84aa37607e49073066c562e99b"},
+]
 
 [package.extras]
 dev = ["hypothesis"]
@@ -808,6 +1397,10 @@ description = "Identify specific nodes in a JSON document (RFC 6901)"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "jsonpointer-2.3-py2.py3-none-any.whl", hash = "sha256:51801e558539b4e9cd268638c078c6c5746c9ac96bc38152d443400e4f3793e9"},
+    {file = "jsonpointer-2.3.tar.gz", hash = "sha256:97cba51526c829282218feb99dab1b1e6bdf8efd1c43dc9d57be093c0d69c99a"},
+]
 
 [[package]]
 name = "jsonschema"
@@ -816,6 +1409,10 @@ description = "An implementation of JSON Schema validation for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "jsonschema-4.17.3-py3-none-any.whl", hash = "sha256:a870ad254da1a8ca84b6a2905cac29d265f805acc57af304784962a2aa6508f6"},
+    {file = "jsonschema-4.17.3.tar.gz", hash = "sha256:0f864437ab8b6076ba6707453ef8f98a6a0d512a80e93f8abdb676f737ecb60d"},
+]
 
 [package.dependencies]
 attrs = ">=17.4.0"
@@ -842,6 +1439,10 @@ description = "Jupyter protocol implementation and client libraries"
 category = "dev"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "jupyter_client-8.1.0-py3-none-any.whl", hash = "sha256:d5b8e739d7816944be50f81121a109788a3d92732ecf1ad1e4dadebc948818fe"},
+    {file = "jupyter_client-8.1.0.tar.gz", hash = "sha256:3fbab64100a0dcac7701b1e0f1a4412f1ccb45546ff2ad9bc4fcbe4e19804811"},
+]
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
@@ -862,6 +1463,10 @@ description = "Jupyter core package. A base package on which Jupyter projects re
 category = "dev"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "jupyter_core-5.3.0-py3-none-any.whl", hash = "sha256:d4201af84559bc8c70cead287e1ab94aeef3c512848dde077b7684b54d67730d"},
+    {file = "jupyter_core-5.3.0.tar.gz", hash = "sha256:6db75be0c83edbf1b7c9f91ec266a9a24ef945da630f3120e1a0046dc13713fc"},
+]
 
 [package.dependencies]
 platformdirs = ">=2.5"
@@ -879,6 +1484,10 @@ description = "Jupyter Event System library"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "jupyter_events-0.6.3-py3-none-any.whl", hash = "sha256:57a2749f87ba387cd1bfd9b22a0875b889237dbf2edc2121ebb22bde47036c17"},
+    {file = "jupyter_events-0.6.3.tar.gz", hash = "sha256:9a6e9995f75d1b7146b436ea24d696ce3a35bfa8bfe45e0c33c334c79464d0b3"},
+]
 
 [package.dependencies]
 jsonschema = {version = ">=3.2.0", extras = ["format-nongpl"]}
@@ -900,6 +1509,10 @@ description = "The backend—i.e. core services, APIs, and REST endpoints—to J
 category = "dev"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "jupyter_server-2.5.0-py3-none-any.whl", hash = "sha256:e6bc1e9e96d7c55b9ce9699ff6cb9a910581fe7349e27c40389acb67632e24c0"},
+    {file = "jupyter_server-2.5.0.tar.gz", hash = "sha256:9fde612791f716fd34d610cd939704a9639643744751ba66e7ee8fdc9cead07e"},
+]
 
 [package.dependencies]
 anyio = ">=3.1.0"
@@ -927,11 +1540,15 @@ test = ["ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "
 
 [[package]]
 name = "jupyter-server-fileid"
-version = "0.8.0"
+version = "0.9.0"
 description = ""
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "jupyter_server_fileid-0.9.0.tar.gz", hash = "sha256:171538b7c7d08d11dbc57d4e6da196e0c258e4c2cd29249ef1e032bb423677f8"},
+]
 
 [package.dependencies]
 jupyter-events = ">=0.5.0"
@@ -948,6 +1565,10 @@ description = "A Jupyter Server Extension Providing Terminals."
 category = "dev"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "jupyter_server_terminals-0.4.4-py3-none-any.whl", hash = "sha256:75779164661cec02a8758a5311e18bb8eb70c4e86c6b699403100f1585a12a36"},
+    {file = "jupyter_server_terminals-0.4.4.tar.gz", hash = "sha256:57ab779797c25a7ba68e97bcfb5d7740f2b5e8a83b5e8102b10438041a7eac5d"},
+]
 
 [package.dependencies]
 pywinpty = {version = ">=2.0.3", markers = "os_name == \"nt\""}
@@ -964,6 +1585,10 @@ description = "A Jupyter Server Extension Providing Y Documents."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "jupyter_server_ydoc-0.8.0-py3-none-any.whl", hash = "sha256:969a3a1a77ed4e99487d60a74048dc9fa7d3b0dcd32e60885d835bbf7ba7be11"},
+    {file = "jupyter_server_ydoc-0.8.0.tar.gz", hash = "sha256:a6fe125091792d16c962cc3720c950c2b87fcc8c3ecf0c54c84e9a20b814526c"},
+]
 
 [package.dependencies]
 jupyter-server-fileid = ">=0.6.0,<1"
@@ -980,6 +1605,10 @@ description = "Document structures for collaborative editing using Ypy"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "jupyter_ydoc-0.2.3-py3-none-any.whl", hash = "sha256:3ac51abfe378c6aeb62a449e8f0241bede1205f0199b0d27429140cbba950f79"},
+    {file = "jupyter_ydoc-0.2.3.tar.gz", hash = "sha256:98db7785215873c64d7dfcb1b741f41df11994c4b3d7e2957e004b392d6f11ea"},
+]
 
 [package.dependencies]
 importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
@@ -991,11 +1620,15 @@ test = ["pre-commit", "pytest", "pytest-asyncio", "websockets (>=10.0)", "ypy-we
 
 [[package]]
 name = "jupyterlab"
-version = "3.6.2"
+version = "3.6.3"
 description = "JupyterLab computational environment"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "jupyterlab-3.6.3.tar.gz", hash = "sha256:373e9cfb8a72edd294be14f16662563a220cecf0fb26de7aab1af9a29b689b82"},
+]
 
 [package.dependencies]
 ipython = "*"
@@ -1021,14 +1654,22 @@ description = "Pygments theme using JupyterLab CSS variables"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.21.0"
+version = "2.22.0"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
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 babel = ">=2.10"
@@ -1052,35 +1693,215 @@ description = "A fast implementation of the Cassowary constraint solver"
 category = "main"
 optional = false
 python-versions = ">=3.7"
-
-[[package]]
-name = "lazy-loader"
-version = "0.2"
-description = "lazy_loader"
-category = "main"
-optional = false
-python-versions = ">=3.7"
-
-[package.extras]
-lint = ["pre-commit (>=3.1)"]
-test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
-
-[[package]]
-name = "markupsafe"
-version = "2.1.2"
-description = "Safely add untrusted strings to HTML/XML markup."
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[[package]]
-name = "matplotlib"
-version = "3.7.1"
-description = "Python plotting package"
-category = "main"
-optional = false
-python-versions = ">=3.8"
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+    {file = "matplotlib-3.7.1.tar.gz", hash = "sha256:7b73305f25eab4541bd7ee0b96d87e53ae9c9f1823be5659b806cd85786fe882"},
+]
+
 [package.dependencies]
 contourpy = ">=1.0.1"
 cycler = ">=0.10"
@@ -1092,7 +1913,6 @@ packaging = ">=20.0"
 pillow = ">=6.2.0"
 pyparsing = ">=2.3.1"
 python-dateutil = ">=2.7"
-setuptools_scm = ">=7"
 
 [[package]]
 name = "matplotlib-inline"
@@ -1101,6 +1921,10 @@ description = "Inline Matplotlib backend for Jupyter"
 category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "matplotlib-inline-0.1.6.tar.gz", hash = "sha256:f887e5f10ba98e8d2b150ddcf4702c1e5f8b3a20005eb0f74bfdbd360ee6f304"},
+    {file = "matplotlib_inline-0.1.6-py3-none-any.whl", hash = "sha256:f1f41aab5328aa5aaea9b16d083b128102f8712542f819fe7e6a420ff581b311"},
+]
 
 [package.dependencies]
 traitlets = "*"
@@ -1112,6 +1936,28 @@ description = "A sane Markdown parser with useful plugins and renderers"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+    {file = "mistune-2.0.5.tar.gz", hash = "sha256:0246113cb2492db875c6be56974a7c893333bf26cd92891c85f63151cee09d34"},
+]
+
+[[package]]
+name = "mpmath"
+version = "1.3.0"
+description = "Python library for arbitrary-precision floating-point arithmetic"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
+    {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
+]
+
+[package.extras]
+develop = ["codecov", "pycodestyle", "pytest (>=4.6)", "pytest-cov", "wheel"]
+docs = ["sphinx"]
+gmpy = ["gmpy2 (>=2.1.0a4)"]
+tests = ["pytest (>=4.6)"]
 
 [[package]]
 name = "mypy-extensions"
@@ -1120,14 +1966,22 @@ description = "Type system extensions for programs checked with the mypy type ch
 category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
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+]
 
 [[package]]
 name = "nbclassic"
-version = "0.5.3"
+version = "0.5.5"
 description = "Jupyter Notebook as a Jupyter Server extension."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "nbclassic-0.5.5.tar.gz", hash = "sha256:d2c91adc7909b0270c73e3e253d3687a6704b4f0a94bc156a37c85eba09f4d37"},
+]
 
 [package.dependencies]
 argon2-cffi = "*"
@@ -1155,11 +2009,15 @@ test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-jupyter", "pytest-p
 
 [[package]]
 name = "nbclient"
-version = "0.7.2"
+version = "0.7.3"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 category = "dev"
 optional = false
 python-versions = ">=3.7.0"
+files = [
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+    {file = "nbclient-0.7.3.tar.gz", hash = "sha256:26e41c6dca4d76701988bc34f64e1bfc2413ae6d368f13d7b5ac407efb08c755"},
+]
 
 [package.dependencies]
 jupyter-client = ">=6.1.12"
@@ -1169,16 +2027,20 @@ traitlets = ">=5.3"
 
 [package.extras]
 dev = ["pre-commit"]
-docs = ["autodoc-traits", "mock", "moto", "myst-parser", "nbclient[test]", "sphinx (>=1.7)", "sphinx-book-theme"]
-test = ["ipykernel", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest (>=7.0)", "pytest-asyncio", "pytest-cov (>=4.0)", "testpath", "xmltodict"]
+docs = ["autodoc-traits", "mock", "moto", "myst-parser", "nbclient[test]", "sphinx (>=1.7)", "sphinx-book-theme", "sphinxcontrib-spelling"]
+test = ["flaky", "ipykernel", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest (>=7.0)", "pytest-asyncio", "pytest-cov (>=4.0)", "testpath", "xmltodict"]
 
 [[package]]
 name = "nbconvert"
-version = "7.2.10"
+version = "7.3.1"
 description = "Converting Jupyter Notebooks"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "nbconvert-7.3.1.tar.gz", hash = "sha256:78685362b11d2e8058e70196fe83b09abed8df22d3e599cf271f4d39fdc48b9e"},
+]
 
 [package.dependencies]
 beautifulsoup4 = "*"
@@ -1214,6 +2076,10 @@ description = "The Jupyter Notebook format"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "nbformat-5.8.0-py3-none-any.whl", hash = "sha256:d910082bd3e0bffcf07eabf3683ed7dda0727a326c446eeb2922abe102e65162"},
+    {file = "nbformat-5.8.0.tar.gz", hash = "sha256:46dac64c781f1c34dfd8acba16547024110348f9fc7eab0f31981c2a3dc48d1f"},
+]
 
 [package.dependencies]
 fastjsonschema = "*"
@@ -1232,19 +2098,27 @@ description = "Patch asyncio to allow nested event loops"
 category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "nest_asyncio-1.5.6-py3-none-any.whl", hash = "sha256:b9a953fb40dceaa587d109609098db21900182b16440652454a146cffb06e8b8"},
+    {file = "nest_asyncio-1.5.6.tar.gz", hash = "sha256:d267cc1ff794403f7df692964d1d2a3fa9418ffea2a3f6859a439ff482fef290"},
+]
 
 [[package]]
 name = "networkx"
-version = "3.0"
+version = "3.1"
 description = "Python package for creating and manipulating graphs and networks"
 category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "networkx-3.1-py3-none-any.whl", hash = "sha256:4f33f68cb2afcf86f28a45f43efc27a9386b535d567d2127f8f61d51dec58d36"},
+    {file = "networkx-3.1.tar.gz", hash = "sha256:de346335408f84de0eada6ff9fafafff9bcda11f0a0dfaa931133debb146ab61"},
+]
 
 [package.extras]
 default = ["matplotlib (>=3.4)", "numpy (>=1.20)", "pandas (>=1.3)", "scipy (>=1.8)"]
-developer = ["mypy (>=0.991)", "pre-commit (>=2.20)"]
-doc = ["nb2plots (>=0.6)", "numpydoc (>=1.5)", "pillow (>=9.2)", "pydata-sphinx-theme (>=0.11)", "sphinx (==5.2.3)", "sphinx-gallery (>=0.11)", "texext (>=0.6.7)"]
+developer = ["mypy (>=1.1)", "pre-commit (>=3.2)"]
+doc = ["nb2plots (>=0.6)", "numpydoc (>=1.5)", "pillow (>=9.4)", "pydata-sphinx-theme (>=0.13)", "sphinx (>=6.1)", "sphinx-gallery (>=0.12)", "texext (>=0.6.7)"]
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 test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
@@ -1255,17 +2129,25 @@ description = "Node.js virtual environment builder"
 category = "dev"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
+files = [
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+    {file = "nodeenv-1.7.0.tar.gz", hash = "sha256:e0e7f7dfb85fc5394c6fe1e8fa98131a2473e04311a45afb6508f7cf1836fa2b"},
+]
 
 [package.dependencies]
 setuptools = "*"
 
 [[package]]
 name = "notebook"
-version = "6.5.3"
+version = "6.5.4"
 description = "A web-based notebook environment for interactive computing"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "notebook-6.5.4.tar.gz", hash = "sha256:517209568bd47261e2def27a140e97d49070602eea0d226a696f42a7f16c9a4e"},
+]
 
 [package.dependencies]
 argon2-cffi = "*"
@@ -1297,6 +2179,10 @@ description = "A shim layer for notebook traits and config"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "notebook_shim-0.2.2-py3-none-any.whl", hash = "sha256:9c6c30f74c4fbea6fce55c1be58e7fd0409b1c681b075dcedceb005db5026949"},
+    {file = "notebook_shim-0.2.2.tar.gz", hash = "sha256:090e0baf9a5582ff59b607af523ca2db68ff216da0c69956b62cab2ef4fc9c3f"},
+]
 
 [package.dependencies]
 jupyter-server = ">=1.8,<3"
@@ -1311,27 +2197,82 @@ description = "Fundamental package for array computing in Python"
 category = "main"
 optional = false
 python-versions = ">=3.8"
-
-[[package]]
-name = "nvidia-cublas-cu11"
-version = "11.10.3.66"
-description = "CUBLAS native runtime libraries"
-category = "main"
-optional = false
-python-versions = ">=3"
-
-[package.dependencies]
-setuptools = "*"
-wheel = "*"
-
-[[package]]
-name = "nvidia-cuda-nvrtc-cu11"
-version = "11.7.99"
-description = "NVRTC native runtime libraries"
-category = "main"
-optional = false
-python-versions = ">=3"
-
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 name = "parso"
@@ -1420,6 +2503,10 @@ description = "A Python Parser"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [package.extras]
 qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
@@ -1432,6 +2519,10 @@ description = "Utility library for gitignore style pattern matching of file path
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
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 name = "pexpect"
@@ -1440,6 +2531,10 @@ description = "Pexpect allows easy control of interactive console applications."
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [package.dependencies]
 ptyprocess = ">=0.5"
@@ -1451,17 +2546,89 @@ description = "Tiny 'shelve'-like database with concurrency support"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+]
 
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 description = "Python Imaging Library (Fork)"
 category = "main"
 optional = false
 python-versions = ">=3.7"
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+]
 
 [package.extras]
-docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinxext-opengraph"]
+docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
 
 [[package]]
@@ -1471,6 +2638,10 @@ description = "Resolve a name to an object."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "pkgutil_resolve_name-1.3.10-py3-none-any.whl", hash = "sha256:ca27cc078d25c5ad71a9de0a7a330146c4e014c2462d9af19c6b828280649c5e"},
+    {file = "pkgutil_resolve_name-1.3.10.tar.gz", hash = "sha256:357d6c9e6a755653cfd78893817c0853af365dd51ec97f3d358a819373bbd174"},
+]
 
 [[package]]
 name = "platformdirs"
@@ -1479,6 +2650,10 @@ description = "A small Python package for determining appropriate platform-speci
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "platformdirs-3.2.0-py3-none-any.whl", hash = "sha256:ebe11c0d7a805086e99506aa331612429a72ca7cd52a1f0d277dc4adc20cb10e"},
+    {file = "platformdirs-3.2.0.tar.gz", hash = "sha256:d5b638ca397f25f979350ff789db335903d7ea010ab28903f57b27e1b16c2b08"},
+]
 
 [package.extras]
 docs = ["furo (>=2022.12.7)", "proselint (>=0.13)", "sphinx (>=6.1.3)", "sphinx-autodoc-typehints (>=1.22,!=1.23.4)"]
@@ -1491,6 +2666,10 @@ description = "plugin and hook calling mechanisms for python"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "pluggy-1.0.0-py2.py3-none-any.whl", hash = "sha256:74134bbf457f031a36d68416e1509f34bd5ccc019f0bcc952c7b909d06b37bd3"},
+    {file = "pluggy-1.0.0.tar.gz", hash = "sha256:4224373bacce55f955a878bf9cfa763c1e360858e330072059e10bad68531159"},
+]
 
 [package.extras]
 dev = ["pre-commit", "tox"]
@@ -1503,6 +2682,10 @@ description = "A framework for managing and maintaining multi-language pre-commi
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.dependencies]
 cfgv = ">=2.0.0"
@@ -1518,6 +2701,10 @@ description = "Python client for the Prometheus monitoring system."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [package.extras]
 twisted = ["twisted"]
@@ -1529,6 +2716,10 @@ description = "Library for building powerful interactive command lines in Python
 category = "dev"
 optional = false
 python-versions = ">=3.7.0"
+files = [
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+]
 
 [package.dependencies]
 wcwidth = "*"
@@ -1540,6 +2731,30 @@ description = "Protocol Buffers"
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 python-versions = ">=3.7"
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 [[package]]
 name = "psutil"
@@ -1548,6 +2763,22 @@ description = "Cross-platform lib for process and system monitoring in Python."
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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 [package.extras]
 test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
@@ -1559,6 +2790,10 @@ description = "Run a subprocess in a pseudo terminal"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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 [[package]]
 name = "pure-eval"
@@ -1567,6 +2802,10 @@ description = "Safely evaluate AST nodes without side effects"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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 [package.extras]
 tests = ["pytest"]
@@ -1578,6 +2817,10 @@ description = "C parser in Python"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 name = "pyflakes"
@@ -1586,14 +2829,22 @@ description = "passive checker of Python programs"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
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 description = "Pygments is a syntax highlighting package written in Python."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
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 plugins = ["importlib-metadata"]
@@ -1605,6 +2856,10 @@ description = "pyparsing module - Classes and methods to define and execute pars
 category = "main"
 optional = false
 python-versions = ">=3.6.8"
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 [package.extras]
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@@ -1616,17 +2871,49 @@ description = "Persistent/Functional/Immutable data structures"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
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+
+[[package]]
 name = "pytest"
-version = "7.2.2"
+version = "7.3.0"
 description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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 [package.dependencies]
-attrs = ">=19.2.0"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
@@ -1635,7 +2922,7 @@ pluggy = ">=0.12,<2.0"
 tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
-testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"]
+testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"]
 
 [[package]]
 name = "python-dateutil"
@@ -1644,6 +2931,10 @@ description = "Extensions to the standard Python datetime module"
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+files = [
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 [package.dependencies]
 six = ">=1.5"
@@ -1655,6 +2946,10 @@ description = "A python library adding a json log formatter"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [[package]]
 name = "pytz"
@@ -1663,6 +2958,10 @@ description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [[package]]
 name = "pywavelets"
@@ -1671,6 +2970,33 @@ description = "PyWavelets, wavelet transform module"
 category = "main"
 optional = false
 python-versions = ">=3.8"
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@@ -1717,6 +3188,10 @@ description = "Python HTTP for Humans."
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+    {file = "Send2Trash-1.8.0.tar.gz", hash = "sha256:d2c24762fd3759860a0aff155e45871447ea58d2be6bdd39b5c8f966a0c99c2d"},
+]
 
 [package.extras]
 nativelib = ["pyobjc-framework-Cocoa", "pywin32"]
@@ -1865,30 +3450,16 @@ description = "Easily download, build, install, upgrade, and uninstall Python pa
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "setuptools-67.6.1-py3-none-any.whl", hash = "sha256:e728ca814a823bf7bf60162daf9db95b93d532948c4c0bea762ce62f60189078"},
+    {file = "setuptools-67.6.1.tar.gz", hash = "sha256:257de92a9d50a60b8e22abfcbb771571fde0dbf3ec234463212027a4eeecbe9a"},
+]
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
 testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
 
-[[package]]
-name = "setuptools-scm"
-version = "7.1.0"
-description = "the blessed package to manage your versions by scm tags"
-category = "main"
-optional = false
-python-versions = ">=3.7"
-
-[package.dependencies]
-packaging = ">=20.0"
-setuptools = "*"
-tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
-typing-extensions = "*"
-
-[package.extras]
-test = ["pytest (>=6.2)", "virtualenv (>20)"]
-toml = ["setuptools (>=42)"]
-
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -1896,6 +3467,10 @@ description = "Python 2 and 3 compatibility utilities"
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
+    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
+]
 
 [[package]]
 name = "smmap"
@@ -1904,6 +3479,10 @@ description = "A pure Python implementation of a sliding window memory map manag
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "smmap-5.0.0-py3-none-any.whl", hash = "sha256:2aba19d6a040e78d8b09de5c57e96207b09ed71d8e55ce0959eeee6c8e190d94"},
+    {file = "smmap-5.0.0.tar.gz", hash = "sha256:c840e62059cd3be204b0c9c9f74be2c09d5648eddd4580d9314c3ecde0b30936"},
+]
 
 [[package]]
 name = "sniffio"
@@ -1912,6 +3491,10 @@ description = "Sniff out which async library your code is running under"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "sniffio-1.3.0-py3-none-any.whl", hash = "sha256:eecefdce1e5bbfb7ad2eeaabf7c1eeb404d7757c379bd1f7e5cce9d8bf425384"},
+    {file = "sniffio-1.3.0.tar.gz", hash = "sha256:e60305c5e5d314f5389259b7f22aaa33d8f7dee49763119234af3755c55b9101"},
+]
 
 [[package]]
 name = "snowballstemmer"
@@ -1920,6 +3503,10 @@ description = "This package provides 29 stemmers for 28 languages generated from
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "snowballstemmer-2.2.0-py2.py3-none-any.whl", hash = "sha256:c8e1716e83cc398ae16824e5572ae04e0d9fc2c6b985fb0f900f5f0c96ecba1a"},
+    {file = "snowballstemmer-2.2.0.tar.gz", hash = "sha256:09b16deb8547d3412ad7b590689584cd0fe25ec8db3be37788be3810cbf19cb1"},
+]
 
 [[package]]
 name = "soupsieve"
@@ -1928,6 +3515,10 @@ description = "A modern CSS selector implementation for Beautiful Soup."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "soupsieve-2.4-py3-none-any.whl", hash = "sha256:49e5368c2cda80ee7e84da9dbe3e110b70a4575f196efb74e51b94549d921955"},
+    {file = "soupsieve-2.4.tar.gz", hash = "sha256:e28dba9ca6c7c00173e34e4ba57448f0688bb681b7c5e8bf4971daafc093d69a"},
+]
 
 [[package]]
 name = "sphinx"
@@ -1936,6 +3527,10 @@ description = "Python documentation generator"
 category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "Sphinx-3.4.3-py3-none-any.whl", hash = "sha256:c314c857e7cd47c856d2c5adff514ac2e6495f8b8e0f886a8a37e9305dfea0d8"},
+    {file = "Sphinx-3.4.3.tar.gz", hash = "sha256:41cad293f954f7d37f803d97eb184158cfd90f51195131e94875bc07cd08b93c"},
+]
 
 [package.dependencies]
 alabaster = ">=0.7,<0.8"
@@ -1968,6 +3563,10 @@ description = "Read the Docs theme for Sphinx"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "sphinx_rtd_theme-0.5.1-py2.py3-none-any.whl", hash = "sha256:fa6bebd5ab9a73da8e102509a86f3fcc36dec04a0b52ea80e5a033b2aba00113"},
+    {file = "sphinx_rtd_theme-0.5.1.tar.gz", hash = "sha256:eda689eda0c7301a80cf122dad28b1861e5605cbf455558f3775e1e8200e83a5"},
+]
 
 [package.dependencies]
 sphinx = "*"
@@ -1982,6 +3581,10 @@ description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple
 category = "dev"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "sphinxcontrib-applehelp-1.0.4.tar.gz", hash = "sha256:828f867945bbe39817c210a1abfd1bc4895c8b73fcaade56d45357a348a07d7e"},
+    {file = "sphinxcontrib_applehelp-1.0.4-py3-none-any.whl", hash = "sha256:29d341f67fb0f6f586b23ad80e072c8e6ad0b48417db2bde114a4c9746feb228"},
+]
 
 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
@@ -1994,6 +3597,10 @@ description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp
 category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "sphinxcontrib-devhelp-1.0.2.tar.gz", hash = "sha256:ff7f1afa7b9642e7060379360a67e9c41e8f3121f2ce9164266f61b9f4b338e4"},
+    {file = "sphinxcontrib_devhelp-1.0.2-py2.py3-none-any.whl", hash = "sha256:8165223f9a335cc1af7ffe1ed31d2871f325254c0423bc0c4c7cd1c1e4734a2e"},
+]
 
 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
@@ -2006,6 +3613,10 @@ description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML h
 category = "dev"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "sphinxcontrib-htmlhelp-2.0.1.tar.gz", hash = "sha256:0cbdd302815330058422b98a113195c9249825d681e18f11e8b1f78a2f11efff"},
+    {file = "sphinxcontrib_htmlhelp-2.0.1-py3-none-any.whl", hash = "sha256:c38cb46dccf316c79de6e5515e1770414b797162b23cd3d06e67020e1d2a6903"},
+]
 
 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
@@ -2018,6 +3629,10 @@ description = "A sphinx extension which renders display math in HTML via JavaScr
 category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "sphinxcontrib-jsmath-1.0.1.tar.gz", hash = "sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8"},
+    {file = "sphinxcontrib_jsmath-1.0.1-py2.py3-none-any.whl", hash = "sha256:2ec2eaebfb78f3f2078e73666b1415417a116cc848b72e5172e596c871103178"},
+]
 
 [package.extras]
 test = ["flake8", "mypy", "pytest"]
@@ -2029,6 +3644,10 @@ description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp d
 category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "sphinxcontrib-qthelp-1.0.3.tar.gz", hash = "sha256:4c33767ee058b70dba89a6fc5c1892c0d57a54be67ddd3e7875a18d14cba5a72"},
+    {file = "sphinxcontrib_qthelp-1.0.3-py2.py3-none-any.whl", hash = "sha256:bd9fc24bcb748a8d51fd4ecaade681350aa63009a347a8c14e637895444dfab6"},
+]
 
 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
@@ -2041,6 +3660,10 @@ description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs
 category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "sphinxcontrib-serializinghtml-1.1.5.tar.gz", hash = "sha256:aa5f6de5dfdf809ef505c4895e51ef5c9eac17d0f287933eb49ec495280b6952"},
+    {file = "sphinxcontrib_serializinghtml-1.1.5-py2.py3-none-any.whl", hash = "sha256:352a9a00ae864471d3a7ead8d7d79f5fc0b57e8b3f95e9867eb9eb28999b92fd"},
+]
 
 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
@@ -2053,6 +3676,10 @@ description = "Extract data from python stack frames and tracebacks for informat
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "stack_data-0.6.2-py3-none-any.whl", hash = "sha256:cbb2a53eb64e5785878201a97ed7c7b94883f48b87bfb0bbe8b623c74679e4a8"},
+    {file = "stack_data-0.6.2.tar.gz", hash = "sha256:32d2dd0376772d01b6cb9fc996f3c8b57a357089dec328ed4b6553d037eaf815"},
+]
 
 [package.dependencies]
 asttokens = ">=2.1.0"
@@ -2062,6 +3689,21 @@ pure-eval = "*"
 [package.extras]
 tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
+[[package]]
+name = "sympy"
+version = "1.11.1"
+description = "Computer algebra system (CAS) in Python"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "sympy-1.11.1-py3-none-any.whl", hash = "sha256:938f984ee2b1e8eae8a07b884c8b7a1146010040fccddc6539c54f401c8f6fcf"},
+    {file = "sympy-1.11.1.tar.gz", hash = "sha256:e32380dce63cb7c0108ed525570092fd45168bdae2faa17e528221ef72e88658"},
+]
+
+[package.dependencies]
+mpmath = ">=0.19"
+
 [[package]]
 name = "tensorboardx"
 version = "2.6"
@@ -2069,6 +3711,10 @@ description = "TensorBoardX lets you watch Tensors Flow without Tensorflow"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "tensorboardX-2.6-py2.py3-none-any.whl", hash = "sha256:24a7cd076488de1e9d15ef25371b8ebf90c4f8f622af2477c611198f03f4a606"},
+    {file = "tensorboardX-2.6.tar.gz", hash = "sha256:d4c036964dd2deb075a1909832b276daa383eab3f9db519ad90b99f5aea06b0c"},
+]
 
 [package.dependencies]
 numpy = "*"
@@ -2082,6 +3728,10 @@ description = "Tornado websocket backend for the Xterm.js Javascript terminal em
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "terminado-0.17.1-py3-none-any.whl", hash = "sha256:8650d44334eba354dd591129ca3124a6ba42c3d5b70df5051b6921d506fdaeae"},
+    {file = "terminado-0.17.1.tar.gz", hash = "sha256:6ccbbcd3a4f8a25a5ec04991f39a0b8db52dfcd487ea0e578d977e6752380333"},
+]
 
 [package.dependencies]
 ptyprocess = {version = "*", markers = "os_name != \"nt\""}
@@ -2099,6 +3749,10 @@ description = "threadpoolctl"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "threadpoolctl-3.1.0-py3-none-any.whl", hash = "sha256:8b99adda265feb6773280df41eece7b2e6561b772d21ffd52e372f999024907b"},
+    {file = "threadpoolctl-3.1.0.tar.gz", hash = "sha256:a335baacfaa4400ae1f0d8e3a58d6674d2f8828e3716bb2802c44955ad391380"},
+]
 
 [[package]]
 name = "tifffile"
@@ -2107,6 +3761,10 @@ description = "Read and write TIFF files"
 category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "tifffile-2023.3.21-py3-none-any.whl", hash = "sha256:b83af3dbe914663aeaf250e9751ae503154f2599dd27ed7a4df1b2dc7c148efa"},
+    {file = "tifffile-2023.3.21.tar.gz", hash = "sha256:16027be65e9d5a1b26bf106a98a639345fecf83ebac9004dc7e617647e4dbfeb"},
+]
 
 [package.dependencies]
 numpy = "*"
@@ -2121,6 +3779,10 @@ description = "A tiny CSS parser"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "tinycss2-1.2.1-py3-none-any.whl", hash = "sha256:2b80a96d41e7c3914b8cda8bc7f705a4d9c49275616e886103dd839dfc847847"},
+    {file = "tinycss2-1.2.1.tar.gz", hash = "sha256:8cff3a8f066c2ec677c06dbc7b45619804a6938478d9d73c284b29d14ecb0627"},
+]
 
 [package.dependencies]
 webencodings = ">=0.4"
@@ -2133,23 +3795,65 @@ test = ["flake8", "isort", "pytest"]
 name = "tomli"
 version = "2.0.1"
 description = "A lil' TOML parser"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
+    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
+]
 
 [[package]]
 name = "torch"
-version = "1.13.1"
+version = "2.0.0"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
 category = "main"
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.8.0"
+files = [
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+    {file = "torch-2.0.0-1-cp311-cp311-manylinux2014_aarch64.whl", hash = "sha256:bd42db2a48a20574d2c33489e120e9f32789c4dc13c514b0c44272972d14a2d7"},
+    {file = "torch-2.0.0-1-cp38-cp38-manylinux2014_aarch64.whl", hash = "sha256:8969aa8375bcbc0c2993e7ede0a7f889df9515f18b9b548433f412affed478d9"},
+    {file = "torch-2.0.0-1-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:ab2da16567cb55b67ae39e32d520d68ec736191d88ac79526ca5874754c32203"},
+    {file = "torch-2.0.0-cp310-cp310-manylinux1_x86_64.whl", hash = "sha256:7a9319a67294ef02459a19738bbfa8727bb5307b822dadd708bc2ccf6c901aca"},
+    {file = "torch-2.0.0-cp310-cp310-manylinux2014_aarch64.whl", hash = "sha256:9f01fe1f6263f31bd04e1757946fd63ad531ae37f28bb2dbf66f5c826ee089f4"},
+    {file = "torch-2.0.0-cp310-cp310-win_amd64.whl", hash = "sha256:527f4ae68df7b8301ee6b1158ca56350282ea633686537b30dbb5d7b4a52622a"},
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+    {file = "torch-2.0.0-cp38-cp38-win_amd64.whl", hash = "sha256:e54846aa63855298cfb1195487f032e413e7ac9cbfa978fda32354cc39551475"},
+    {file = "torch-2.0.0-cp38-none-macosx_10_9_x86_64.whl", hash = "sha256:cc788cbbbbc6eb4c90e52c550efd067586c2693092cf367c135b34893a64ae78"},
+    {file = "torch-2.0.0-cp38-none-macosx_11_0_arm64.whl", hash = "sha256:d292640f0fd72b7a31b2a6e3b635eb5065fcbedd4478f9cad1a1e7a9ec861d35"},
+    {file = "torch-2.0.0-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:6befaad784004b7af357e3d87fa0863c1f642866291f12a4c2af2de435e8ac5c"},
+    {file = "torch-2.0.0-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:a83b26bd6ae36fbf5fee3d56973d9816e2002e8a3b7d9205531167c28aaa38a7"},
+    {file = "torch-2.0.0-cp39-cp39-win_amd64.whl", hash = "sha256:c7e67195e1c3e33da53954b026e89a8e1ff3bc1aeb9eb32b677172d4a9b5dcbf"},
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+    {file = "torch-2.0.0-cp39-none-macosx_11_0_arm64.whl", hash = "sha256:297a4919aff1c0f98a58ebe969200f71350a1d4d4f986dbfd60c02ffce780e99"},
+]
 
 [package.dependencies]
-nvidia-cublas-cu11 = {version = "11.10.3.66", markers = "platform_system == \"Linux\""}
-nvidia-cuda-nvrtc-cu11 = {version = "11.7.99", markers = "platform_system == \"Linux\""}
-nvidia-cuda-runtime-cu11 = {version = "11.7.99", markers = "platform_system == \"Linux\""}
-nvidia-cudnn-cu11 = {version = "8.5.0.96", markers = "platform_system == \"Linux\""}
+filelock = "*"
+jinja2 = "*"
+networkx = "*"
+nvidia-cublas-cu11 = {version = "11.10.3.66", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-cupti-cu11 = {version = "11.7.101", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-nvrtc-cu11 = {version = "11.7.99", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-runtime-cu11 = {version = "11.7.99", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cudnn-cu11 = {version = "8.5.0.96", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cufft-cu11 = {version = "10.9.0.58", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-curand-cu11 = {version = "10.2.10.91", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusolver-cu11 = {version = "11.4.0.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusparse-cu11 = {version = "11.7.4.91", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nccl-cu11 = {version = "2.14.3", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvtx-cu11 = {version = "11.7.91", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+sympy = "*"
+triton = {version = "2.0.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 typing-extensions = "*"
 
 [package.extras]
@@ -2157,29 +3861,72 @@ opt-einsum = ["opt-einsum (>=3.3)"]
 
 [[package]]
 name = "torchaudio"
-version = "0.13.1"
+version = "2.0.1"
 description = "An audio package for PyTorch"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [package.dependencies]
-torch = "*"
+torch = "2.0.0"
 
 [[package]]
 name = "torchvision"
-version = "0.14.1"
+version = "0.15.1"
 description = "image and video datasets and models for torch deep learning"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
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+]
 
 [package.dependencies]
 numpy = "*"
 pillow = ">=5.3.0,<8.3.0 || >=8.4.0"
 requests = "*"
-torch = "1.13.1"
-typing-extensions = "*"
+torch = "2.0.0"
 
 [package.extras]
 scipy = ["scipy"]
@@ -2191,6 +3938,19 @@ description = "Tornado is a Python web framework and asynchronous networking lib
 category = "dev"
 optional = false
 python-versions = ">= 3.7"
+files = [
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+    {file = "tornado-6.2.tar.gz", hash = "sha256:9b630419bde84ec666bfd7ea0a4cb2a8a651c2d5cccdbdd1972a0c859dfc3c13"},
+]
 
 [[package]]
 name = "tqdm"
@@ -2199,6 +3959,10 @@ description = "Fast, Extensible Progress Meter"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "tqdm-4.65.0-py3-none-any.whl", hash = "sha256:c4f53a17fe37e132815abceec022631be8ffe1b9381c2e6e30aa70edc99e9671"},
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+]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -2216,11 +3980,53 @@ description = "Traitlets Python configuration system"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "traitlets-5.9.0-py3-none-any.whl", hash = "sha256:9e6ec080259b9a5940c797d58b613b5e31441c2257b87c2e795c5228ae80d2d8"},
+    {file = "traitlets-5.9.0.tar.gz", hash = "sha256:f6cde21a9c68cf756af02035f72d5a723bf607e862e7be33ece505abf4a3bad9"},
+]
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
 test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"]
 
+[[package]]
+name = "triton"
+version = "2.0.0"
+description = "A language and compiler for custom Deep Learning operations"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
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+]
+
+[package.dependencies]
+cmake = "*"
+filelock = "*"
+lit = "*"
+torch = "*"
+
+[package.extras]
+tests = ["autopep8", "flake8", "isort", "numpy", "pytest", "scipy (>=1.7.1)"]
+tutorials = ["matplotlib", "pandas", "tabulate"]
+
 [[package]]
 name = "typing-extensions"
 version = "4.5.0"
@@ -2228,6 +4034,10 @@ description = "Backported and Experimental Type Hints for Python 3.7+"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "typing_extensions-4.5.0-py3-none-any.whl", hash = "sha256:fb33085c39dd998ac16d1431ebc293a8b3eedd00fd4a32de0ff79002c19511b4"},
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+]
 
 [[package]]
 name = "uri-template"
@@ -2236,6 +4046,10 @@ description = "RFC 6570 URI Template Processor"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "uri_template-1.2.0-py3-none-any.whl", hash = "sha256:f1699c77b73b925cf4937eae31ab282a86dc885c333f2e942513f08f691fc7db"},
+    {file = "uri_template-1.2.0.tar.gz", hash = "sha256:934e4d09d108b70eb8a24410af8615294d09d279ce0e7cbcdaef1bd21f932b06"},
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+version = "3.15.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
     {file = "zipp-3.15.0-py3-none-any.whl", hash = "sha256:48904fc76a60e542af151aded95726c1a5c34ed43ab4134b597665c86d7ad556"},
     {file = "zipp-3.15.0.tar.gz", hash = "sha256:112929ad649da941c23de50f356a2b5570c954b65150642bccdd66bf194d224b"},
 ]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = ">=3.8,<3.11"
+content-hash = "da1dee57d3fccf91600d1722d00ac42f74d2c5576f0708ddfa741502c9d6cd2a"
diff --git a/pyproject.toml b/pyproject.toml
index aaaf3d55..9afc4cb8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,13 +14,13 @@ python = ">=3.8,<3.11"
 numpy = "^1.24.2"
 scipy = "^1.9.1"
 Cython = "^0.29.33"
-torch = "1.13.1"
-torchvision = "0.14.1"
-torchaudio = "0.13.1"
+torch = "2.0.0"
+torchvision = "0.15.1"
+torchaudio = "2.0.1"
 tensorboardX = "2.6"
 tqdm = "^4.65.0"
 matplotlib = "^3.7.1"
-gymnasium = "^0.27.1"
+gymnasium = "^0.28.1"
 scikit-build = "^0.16.7"
 scikit-image = "^0.20.0"
 scikit-learn = "^1.2.1"

From 37abaa5ed0fdbf1558a93eb2d4d5d812e867ca39 Mon Sep 17 00:00:00 2001
From: Hananel Hazan <hananel@hazan.org.il>
Date: Fri, 28 Apr 2023 15:11:33 -0400
Subject: [PATCH 3/8] remove torch._six string_classes

---
 bindsnet/datasets/collate.py       | 3 ---
 bindsnet/pipeline/base_pipeline.py | 3 +--
 2 files changed, 1 insertion(+), 5 deletions(-)

diff --git a/bindsnet/datasets/collate.py b/bindsnet/datasets/collate.py
index 7fa5add4..3f9c1211 100644
--- a/bindsnet/datasets/collate.py
+++ b/bindsnet/datasets/collate.py
@@ -10,7 +10,6 @@
 import collections
 
 import torch
-# from torch._six import string_classes
 from torch.utils.data._utils import collate as pytorch_collate
 
 
@@ -75,8 +74,6 @@ def time_aware_collate(batch):
         return torch.tensor(batch, dtype=torch.float64)
     elif isinstance(elem, int):
         return torch.tensor(batch)
-    elif isinstance(elem, string_classes):
-        return batch
     elif isinstance(elem, collections.Mapping):
         return {key: time_aware_collate([d[key] for d in batch]) for key in elem}
     elif isinstance(elem, tuple) and hasattr(elem, "_fields"):  # namedtuple
diff --git a/bindsnet/pipeline/base_pipeline.py b/bindsnet/pipeline/base_pipeline.py
index 31768e46..c8c38016 100644
--- a/bindsnet/pipeline/base_pipeline.py
+++ b/bindsnet/pipeline/base_pipeline.py
@@ -3,7 +3,6 @@
 from typing import Any, Dict, Tuple
 
 import torch
-# from torch._six import string_classes
 from bindsnet.network import Network
 from bindsnet.network.monitors import Monitor
 
@@ -22,7 +21,7 @@ def recursive_to(item, device):
 
     if isinstance(item, torch.Tensor):
         return item.to(device)
-    elif isinstance(item, (string_classes, int, float, bool)):
+    elif isinstance(item, (int, float, bool)):
         return item
     elif isinstance(item, collections.abc.Mapping):
         return {key: recursive_to(item[key], device) for key in item}

From 1e1bcbb7044123d6ec42f7f65a9a3ce09fa03a32 Mon Sep 17 00:00:00 2001
From: Hananel Hazan <hananel@hazan.org.il>
Date: Fri, 28 Apr 2023 15:49:44 -0400
Subject: [PATCH 4/8] black formater and poetry update

---
 examples/mnist/reservoir.py |   2 +-
 poetry.lock                 | 308 ++++++++++++++++++------------------
 2 files changed, 157 insertions(+), 153 deletions(-)

diff --git a/examples/mnist/reservoir.py b/examples/mnist/reservoir.py
index 8aed3d8b..b987ca31 100644
--- a/examples/mnist/reservoir.py
+++ b/examples/mnist/reservoir.py
@@ -187,7 +187,7 @@ def forward(self, x):
 
 
 # Create and train logistic regression model on reservoir outputs.
-model = NN(n_neurons*args.time, 10).to(device)
+model = NN(n_neurons * args.time, 10).to(device)
 criterion = torch.nn.MSELoss(reduction="sum")
 optimizer = torch.optim.SGD(model.parameters(), lr=1e-4, momentum=0.9)
 
diff --git a/poetry.lock b/poetry.lock
index 6053385b..d317b062 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -14,16 +14,20 @@ files = [
 
 [[package]]
 name = "aiosqlite"
-version = "0.18.0"
+version = "0.19.0"
 description = "asyncio bridge to the standard sqlite3 module"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "aiosqlite-0.18.0-py3-none-any.whl", hash = "sha256:c3511b841e3a2c5614900ba1d179f366826857586f78abd75e7cbeb88e75a557"},
-    {file = "aiosqlite-0.18.0.tar.gz", hash = "sha256:faa843ef5fb08bafe9a9b3859012d3d9d6f77ce3637899de20606b7fc39aa213"},
+    {file = "aiosqlite-0.19.0-py3-none-any.whl", hash = "sha256:edba222e03453e094a3ce605db1b970c4b3376264e56f32e2a4959f948d66a96"},
+    {file = "aiosqlite-0.19.0.tar.gz", hash = "sha256:95ee77b91c8d2808bd08a59fbebf66270e9090c3d92ffbf260dc0db0b979577d"},
 ]
 
+[package.extras]
+dev = ["aiounittest (==1.4.1)", "attribution (==1.6.2)", "black (==23.3.0)", "coverage[toml] (==7.2.3)", "flake8 (==5.0.4)", "flake8-bugbear (==23.3.12)", "flit (==3.7.1)", "mypy (==1.2.0)", "ufmt (==2.1.0)", "usort (==1.0.6)"]
+docs = ["sphinx (==6.1.3)", "sphinx-mdinclude (==0.5.3)"]
+
 [[package]]
 name = "alabaster"
 version = "0.7.13"
@@ -162,33 +166,33 @@ test = ["astroid", "pytest"]
 
 [[package]]
 name = "attrs"
-version = "22.2.0"
+version = "23.1.0"
 description = "Classes Without Boilerplate"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
-    {file = "attrs-22.2.0-py3-none-any.whl", hash = "sha256:29e95c7f6778868dbd49170f98f8818f78f3dc5e0e37c0b1f474e3561b240836"},
-    {file = "attrs-22.2.0.tar.gz", hash = "sha256:c9227bfc2f01993c03f68db37d1d15c9690188323c067c641f1a35ca58185f99"},
+    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
+    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
 ]
 
 [package.extras]
-cov = ["attrs[tests]", "coverage-enable-subprocess", "coverage[toml] (>=5.3)"]
-dev = ["attrs[docs,tests]"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope.interface"]
-tests = ["attrs[tests-no-zope]", "zope.interface"]
-tests-no-zope = ["cloudpickle", "cloudpickle", "hypothesis", "hypothesis", "mypy (>=0.971,<0.990)", "mypy (>=0.971,<0.990)", "pympler", "pympler", "pytest (>=4.3.0)", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-mypy-plugins", "pytest-xdist[psutil]", "pytest-xdist[psutil]"]
+cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
+dev = ["attrs[docs,tests]", "pre-commit"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
+tests = ["attrs[tests-no-zope]", "zope-interface"]
+tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "autoflake"
-version = "2.0.2"
+version = "2.1.1"
 description = "Removes unused imports and unused variables"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "autoflake-2.0.2-py3-none-any.whl", hash = "sha256:a82d8efdcbbb7129a8a23238c529fb9d9919c562e26bb7963ea6890fbfff7d02"},
-    {file = "autoflake-2.0.2.tar.gz", hash = "sha256:e0164421ff13f805f08a023e249d84200bd00463d213b490906bfefa67e83830"},
+    {file = "autoflake-2.1.1-py3-none-any.whl", hash = "sha256:94e330a2bcf5ac01384fb2bf98bea60c6383eaa59ea62be486e376622deba985"},
+    {file = "autoflake-2.1.1.tar.gz", hash = "sha256:75524b48d42d6537041d91f17573b8a98cb645642f9f05c7fcc68de10b1cade3"},
 ]
 
 [package.dependencies]
@@ -888,19 +892,19 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.11.0"
+version = "3.12.0"
 description = "A platform independent file lock."
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "filelock-3.11.0-py3-none-any.whl", hash = "sha256:f08a52314748335c6460fc8fe40cd5638b85001225db78c2aa01c8c0db83b318"},
-    {file = "filelock-3.11.0.tar.gz", hash = "sha256:3618c0da67adcc0506b015fd11ef7faf1b493f0b40d87728e19986b536890c37"},
+    {file = "filelock-3.12.0-py3-none-any.whl", hash = "sha256:ad98852315c2ab702aeb628412cbf7e95b7ce8c3bf9565670b4eaecf1db370a9"},
+    {file = "filelock-3.12.0.tar.gz", hash = "sha256:fc03ae43288c013d2ea83c8597001b1129db351aad9c57fe2409327916b8e718"},
 ]
 
 [package.extras]
-docs = ["furo (>=2023.3.27)", "sphinx (>=6.1.3)", "sphinx-autodoc-typehints (>=1.22,!=1.23.4)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.2.2)", "diff-cover (>=7.5)", "pytest (>=7.2.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)", "pytest-timeout (>=2.1)"]
+docs = ["furo (>=2023.3.27)", "sphinx (>=6.1.3)", "sphinx-autodoc-typehints (>=1.23,!=1.23.4)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.2.3)", "diff-cover (>=7.5)", "pytest (>=7.3.1)", "pytest-cov (>=4)", "pytest-mock (>=3.10)", "pytest-timeout (>=2.1)"]
 
 [[package]]
 name = "fonttools"
@@ -1029,14 +1033,14 @@ toy-text = ["pygame (==2.1.3)", "pygame (==2.1.3)"]
 
 [[package]]
 name = "identify"
-version = "2.5.22"
+version = "2.5.23"
 description = "File identification library for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "identify-2.5.22-py2.py3-none-any.whl", hash = "sha256:f0faad595a4687053669c112004178149f6c326db71ee999ae4636685753ad2f"},
-    {file = "identify-2.5.22.tar.gz", hash = "sha256:f7a93d6cf98e29bd07663c60728e7a4057615068d7a639d132dc883b2d54d31e"},
+    {file = "identify-2.5.23-py2.py3-none-any.whl", hash = "sha256:17d9351c028a781456965e781ed2a435755cac655df1ebd930f7186b54399312"},
+    {file = "identify-2.5.23.tar.gz", hash = "sha256:50b01b9d5f73c6b53e5fa2caf9f543d3e657a9d0bbdeb203ebb8d45960ba7433"},
 ]
 
 [package.extras]
@@ -1094,14 +1098,14 @@ all = ["matplotlib (>=3.2)", "numcodecs", "tifffile (>=2021.1.11)"]
 
 [[package]]
 name = "imageio"
-version = "2.27.0"
+version = "2.28.0"
 description = "Library for reading and writing a wide range of image, video, scientific, and volumetric data formats."
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "imageio-2.27.0-py3-none-any.whl", hash = "sha256:24c6ad7d000e64eacc2861c402b6fb128f370cb0a6623cf796d83bca0d0d14d3"},
-    {file = "imageio-2.27.0.tar.gz", hash = "sha256:ee269c957785ef0373cc7a7323185956d83ec05e6cdf20b42a03ba7b74ac58c6"},
+    {file = "imageio-2.28.0-py3-none-any.whl", hash = "sha256:889d9eca66ac9f664d480b78447db1774e7f386bd3b0a06be7e32362d5390f4c"},
+    {file = "imageio-2.28.0.tar.gz", hash = "sha256:467763bdb6e614d1ea8b4565e42c53fb2eb2fd4307a4601e97102a958c09812a"},
 ]
 
 [package.dependencies]
@@ -1138,14 +1142,14 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "6.3.0"
+version = "6.6.0"
 description = "Read metadata from Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "importlib_metadata-6.3.0-py3-none-any.whl", hash = "sha256:8f8bd2af397cf33bd344d35cfe7f489219b7d14fc79a3f854b75b8417e9226b0"},
-    {file = "importlib_metadata-6.3.0.tar.gz", hash = "sha256:23c2bcae4762dfb0bbe072d358faec24957901d75b6c4ab11172c0c982532402"},
+    {file = "importlib_metadata-6.6.0-py3-none-any.whl", hash = "sha256:43dd286a2cd8995d5eaef7fee2066340423b818ed3fd70adf0bad5f1fac53fed"},
+    {file = "importlib_metadata-6.6.0.tar.gz", hash = "sha256:92501cdf9cc66ebd3e612f1b4f0c0765dfa42f0fa38ffb319b6bd84dd675d705"},
 ]
 
 [package.dependencies]
@@ -1223,14 +1227,14 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio"
 
 [[package]]
 name = "ipython"
-version = "8.12.0"
+version = "8.13.0"
 description = "IPython: Productive Interactive Computing"
 category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipython-8.12.0-py3-none-any.whl", hash = "sha256:1c183bf61b148b00bcebfa5d9b39312733ae97f6dad90d7e9b4d86c8647f498c"},
-    {file = "ipython-8.12.0.tar.gz", hash = "sha256:a950236df04ad75b5bc7f816f9af3d74dc118fd42f2ff7e80e8e60ca1f182e2d"},
+    {file = "ipython-8.13.0-py3-none-any.whl", hash = "sha256:a0a8a30376cee8019c6e22bc0ab4320762f5f5e4d7abed0ea3ee4b95e3982ad5"},
+    {file = "ipython-8.13.0.tar.gz", hash = "sha256:8d56026b882958db8eab089654f0c045d1237622313a1506da136fb0cce4270f"},
 ]
 
 [package.dependencies]
@@ -1434,14 +1438,14 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jupyter-client"
-version = "8.1.0"
+version = "8.2.0"
 description = "Jupyter protocol implementation and client libraries"
 category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_client-8.1.0-py3-none-any.whl", hash = "sha256:d5b8e739d7816944be50f81121a109788a3d92732ecf1ad1e4dadebc948818fe"},
-    {file = "jupyter_client-8.1.0.tar.gz", hash = "sha256:3fbab64100a0dcac7701b1e0f1a4412f1ccb45546ff2ad9bc4fcbe4e19804811"},
+    {file = "jupyter_client-8.2.0-py3-none-any.whl", hash = "sha256:b18219aa695d39e2ad570533e0d71fb7881d35a873051054a84ee2a17c4b7389"},
+    {file = "jupyter_client-8.2.0.tar.gz", hash = "sha256:9fe233834edd0e6c0aa5f05ca2ab4bdea1842bfd2d8a932878212fc5301ddaf0"},
 ]
 
 [package.dependencies]
@@ -1454,7 +1458,7 @@ traitlets = ">=5.3"
 
 [package.extras]
 docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["codecov", "coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-core"
@@ -1600,14 +1604,14 @@ test = ["coverage", "jupyter-server[test] (>=2.0.0a0)", "pytest (>=7.0)", "pytes
 
 [[package]]
 name = "jupyter-ydoc"
-version = "0.2.3"
+version = "0.2.4"
 description = "Document structures for collaborative editing using Ypy"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jupyter_ydoc-0.2.3-py3-none-any.whl", hash = "sha256:3ac51abfe378c6aeb62a449e8f0241bede1205f0199b0d27429140cbba950f79"},
-    {file = "jupyter_ydoc-0.2.3.tar.gz", hash = "sha256:98db7785215873c64d7dfcb1b741f41df11994c4b3d7e2957e004b392d6f11ea"},
+    {file = "jupyter_ydoc-0.2.4-py3-none-any.whl", hash = "sha256:d1a51c73ead6f6417bec0450f53c577a66abe8d43e9c2d8a1acaf7a17259f843"},
+    {file = "jupyter_ydoc-0.2.4.tar.gz", hash = "sha256:a3f670a69135e90493ffb91d6788efe2632bf42c6cc42a25f25c2e6eddd55a0e"},
 ]
 
 [package.dependencies]
@@ -1661,14 +1665,14 @@ files = [
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.22.0"
+version = "2.22.1"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jupyterlab_server-2.22.0-py3-none-any.whl", hash = "sha256:f4a7263ada89958854631a64bed45285caeac482925233159709f643c5871490"},
-    {file = "jupyterlab_server-2.22.0.tar.gz", hash = "sha256:0f9f6752b0c534a7b22a6542b984fa6a2c18ab4d4e0a4c79f191138506a9a75f"},
+    {file = "jupyterlab_server-2.22.1-py3-none-any.whl", hash = "sha256:1c8eb55c7cd70a50a51fef42a7b4e26ef2f7fc48728f0290604bd89b1dd156e6"},
+    {file = "jupyterlab_server-2.22.1.tar.gz", hash = "sha256:dfaaf898af84b9d01ae9583b813f378b96ee90c3a66f24c5186ea5d1bbdb2089"},
 ]
 
 [package.dependencies]
@@ -1684,7 +1688,7 @@ requests = ">=2.28"
 [package.extras]
 docs = ["autodoc-traits", "docutils (<0.20)", "jinja2 (<3.2.0)", "mistune (<3)", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinxcontrib-openapi"]
 openapi = ["openapi-core (>=0.16.1,<0.17.0)", "ruamel-yaml"]
-test = ["codecov", "hatch", "ipykernel", "jupyterlab-server[openapi]", "openapi-spec-validator (>=0.5.1,<0.6.0)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
+test = ["hatch", "ipykernel", "jupyterlab-server[openapi]", "openapi-spec-validator (>=0.5.1,<0.6.0)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
 
 [[package]]
 name = "kiwisolver"
@@ -1782,13 +1786,13 @@ test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "lit"
-version = "16.0.1"
+version = "16.0.2"
 description = "A Software Testing Tool"
 category = "main"
 optional = false
 python-versions = "*"
 files = [
-    {file = "lit-16.0.1.tar.gz", hash = "sha256:630a47291b714cb115015df23ab04267c24fe59aec7ecd7e637d5c75cdb45c91"},
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 ]
 
 [[package]]
@@ -1973,14 +1977,14 @@ files = [
 
 [[package]]
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-version = "0.5.5"
+version = "0.5.6"
 description = "Jupyter Notebook as a Jupyter Server extension."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1994,7 +1998,7 @@ jupyter-server = ">=1.8"
 nbconvert = ">=5"
 nbformat = "*"
 nest-asyncio = ">=1.5"
-notebook-shim = ">=0.1.0"
+notebook-shim = ">=0.2.3"
 prometheus-client = "*"
 pyzmq = ">=17"
 Send2Trash = ">=1.8.0"
@@ -2009,14 +2013,14 @@ test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-jupyter", "pytest-p
 
 [[package]]
 name = "nbclient"
-version = "0.7.3"
+version = "0.7.4"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 category = "dev"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -2174,58 +2178,58 @@ test = ["coverage", "nbval", "pytest", "pytest-cov", "requests", "requests-unixs
 
 [[package]]
 name = "notebook-shim"
-version = "0.2.2"
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 [package.dependencies]
 jupyter-server = ">=1.8,<3"
 
 [package.extras]
-test = ["pytest", "pytest-console-scripts", "pytest-tornasync"]
+test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"]
 
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 ]
 
 [[package]]
@@ -2426,14 +2430,14 @@ numpy = [
 
 [[package]]
 name = "packaging"
-version = "23.0"
+version = "23.1"
 description = "Core utilities for Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
@@ -2645,19 +2649,19 @@ files = [
 
 [[package]]
 name = "platformdirs"
-version = "3.2.0"
+version = "3.5.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.3.1)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"]
 
 [[package]]
 name = "pluggy"
@@ -2758,26 +2762,26 @@ files = [
 
 [[package]]
 name = "psutil"
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+version = "5.9.5"
 description = "Cross-platform lib for process and system monitoring in Python."
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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+    {file = "psutil-5.9.5-cp36-abi3-win32.whl", hash = "sha256:104a5cc0e31baa2bcf67900be36acde157756b9c44017b86b2c049f11957887d"},
+    {file = "psutil-5.9.5-cp36-abi3-win_amd64.whl", hash = "sha256:b258c0c1c9d145a1d5ceffab1134441c4c5113b2417fafff7315a917a026c3c9"},
+    {file = "psutil-5.9.5-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:c607bb3b57dc779d55e1554846352b4e358c10fff3abf3514a7a6601beebdb30"},
+    {file = "psutil-5.9.5.tar.gz", hash = "sha256:5410638e4df39c54d957fc51ce03048acd8e6d60abc0f5107af51e5fb566eb3c"},
 ]
 
 [package.extras]
@@ -2836,14 +2840,14 @@ files = [
 
 [[package]]
 name = "pygments"
-version = "2.15.0"
+version = "2.15.1"
 description = "Pygments is a syntax highlighting package written in Python."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "Pygments-2.15.0-py3-none-any.whl", hash = "sha256:77a3299119af881904cd5ecd1ac6a66214b6e9bed1f2db16993b54adede64094"},
-    {file = "Pygments-2.15.0.tar.gz", hash = "sha256:f7e36cffc4c517fbc252861b9a6e4644ca0e5abadf9a113c72d1358ad09b9500"},
+    {file = "Pygments-2.15.1-py3-none-any.whl", hash = "sha256:db2db3deb4b4179f399a09054b023b6a586b76499d36965813c71aa8ed7b5fd1"},
+    {file = "Pygments-2.15.1.tar.gz", hash = "sha256:8ace4d3c1dd481894b2005f560ead0f9f19ee64fe983366be1a21e171d12775c"},
 ]
 
 [package.extras]
@@ -2903,14 +2907,14 @@ files = [
 
 [[package]]
 name = "pytest"
-version = "7.3.0"
+version = "7.3.1"
 description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "pytest-7.3.0-py3-none-any.whl", hash = "sha256:933051fa1bfbd38a21e73c3960cebdad4cf59483ddba7696c48509727e17f201"},
-    {file = "pytest-7.3.0.tar.gz", hash = "sha256:58ecc27ebf0ea643ebfdf7fb1249335da761a00c9f955bcd922349bcb68ee57d"},
+    {file = "pytest-7.3.1-py3-none-any.whl", hash = "sha256:3799fa815351fea3a5e96ac7e503a96fa51cc9942c3753cda7651b93c1cfa362"},
+    {file = "pytest-7.3.1.tar.gz", hash = "sha256:434afafd78b1d78ed0addf160ad2b77a30d35d4bdf8af234fe621919d9ed15e3"},
 ]
 
 [package.dependencies]
@@ -3183,14 +3187,14 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "requests"
-version = "2.28.2"
+version = "2.29.0"
 description = "Python HTTP for Humans."
 category = "main"
 optional = false
-python-versions = ">=3.7, <4"
+python-versions = ">=3.7"
 files = [
-    {file = "requests-2.28.2-py3-none-any.whl", hash = "sha256:64299f4909223da747622c030b781c0d7811e359c37124b4bd368fb8c6518baa"},
-    {file = "requests-2.28.2.tar.gz", hash = "sha256:98b1b2782e3c6c4904938b84c0eb932721069dfdb9134313beff7c83c2df24bf"},
+    {file = "requests-2.29.0-py3-none-any.whl", hash = "sha256:e8f3c9be120d3333921d213eef078af392fba3933ab7ed2d1cba3b56f2568c3b"},
+    {file = "requests-2.29.0.tar.gz", hash = "sha256:f2e34a75f4749019bb0e3effb66683630e4ffeaf75819fb51bebef1bf5aef059"},
 ]
 
 [package.dependencies]
@@ -3428,14 +3432,14 @@ test = ["asv", "gmpy2", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeo
 
 [[package]]
 name = "send2trash"
-version = "1.8.0"
-description = "Send file to trash natively under Mac OS X, Windows and Linux."
+version = "1.8.2"
+description = "Send file to trash natively under Mac OS X, Windows and Linux"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 files = [
-    {file = "Send2Trash-1.8.0-py3-none-any.whl", hash = "sha256:f20eaadfdb517eaca5ce077640cb261c7d2698385a6a0f072a4a5447fd49fa08"},
-    {file = "Send2Trash-1.8.0.tar.gz", hash = "sha256:d2c24762fd3759860a0aff155e45871447ea58d2be6bdd39b5c8f966a0c99c2d"},
+    {file = "Send2Trash-1.8.2-py3-none-any.whl", hash = "sha256:a384719d99c07ce1eefd6905d2decb6f8b7ed054025bb0e618919f945de4f679"},
+    {file = "Send2Trash-1.8.2.tar.gz", hash = "sha256:c132d59fa44b9ca2b1699af5c86f57ce9f4c5eb56629d5d55fbb7a35f84e2312"},
 ]
 
 [package.extras]
@@ -3445,14 +3449,14 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "67.6.1"
+version = "67.7.2"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "setuptools-67.6.1-py3-none-any.whl", hash = "sha256:e728ca814a823bf7bf60162daf9db95b93d532948c4c0bea762ce62f60189078"},
-    {file = "setuptools-67.6.1.tar.gz", hash = "sha256:257de92a9d50a60b8e22abfcbb771571fde0dbf3ec234463212027a4eeecbe9a"},
+    {file = "setuptools-67.7.2-py3-none-any.whl", hash = "sha256:23aaf86b85ca52ceb801d32703f12d77517b2556af839621c641fca11287952b"},
+    {file = "setuptools-67.7.2.tar.gz", hash = "sha256:f104fa03692a2602fa0fec6c6a9e63b6c8a968de13e17c026957dd1f53d80990"},
 ]
 
 [package.extras]
@@ -3510,14 +3514,14 @@ files = [
 
 [[package]]
 name = "soupsieve"
-version = "2.4"
+version = "2.4.1"
 description = "A modern CSS selector implementation for Beautiful Soup."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "soupsieve-2.4-py3-none-any.whl", hash = "sha256:49e5368c2cda80ee7e84da9dbe3e110b70a4575f196efb74e51b94549d921955"},
-    {file = "soupsieve-2.4.tar.gz", hash = "sha256:e28dba9ca6c7c00173e34e4ba57448f0688bb681b7c5e8bf4971daafc093d69a"},
+    {file = "soupsieve-2.4.1-py3-none-any.whl", hash = "sha256:1c1bfee6819544a3447586c889157365a27e10d88cde3ad3da0cf0ddf646feb8"},
+    {file = "soupsieve-2.4.1.tar.gz", hash = "sha256:89d12b2d5dfcd2c9e8c22326da9d9aa9cb3dfab0a83a024f05704076ee8d35ea"},
 ]
 
 [[package]]
@@ -3756,14 +3760,14 @@ files = [
 
 [[package]]
 name = "tifffile"
-version = "2023.3.21"
+version = "2023.4.12"
 description = "Read and write TIFF files"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "tifffile-2023.3.21-py3-none-any.whl", hash = "sha256:b83af3dbe914663aeaf250e9751ae503154f2599dd27ed7a4df1b2dc7c148efa"},
-    {file = "tifffile-2023.3.21.tar.gz", hash = "sha256:16027be65e9d5a1b26bf106a98a639345fecf83ebac9004dc7e617647e4dbfeb"},
+    {file = "tifffile-2023.4.12-py3-none-any.whl", hash = "sha256:3161954746fe32c4f4244d0fb2eb0a272f3a3760b78882a42faa83ac5e6e0b74"},
+    {file = "tifffile-2023.4.12.tar.gz", hash = "sha256:2fa99f9890caab919d932a0acaa9d0f5843dc2ef3594e212963932e20713badd"},
 ]
 
 [package.dependencies]
@@ -3933,23 +3937,23 @@ scipy = ["scipy"]
 
 [[package]]
 name = "tornado"
-version = "6.2"
+version = "6.3.1"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 category = "dev"
 optional = false
-python-versions = ">= 3.7"
+python-versions = ">= 3.8"
 files = [
-    {file = "tornado-6.2-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:20f638fd8cc85f3cbae3c732326e96addff0a15e22d80f049e00121651e82e72"},
-    {file = "tornado-6.2-cp37-abi3-macosx_10_9_x86_64.whl", hash = "sha256:87dcafae3e884462f90c90ecc200defe5e580a7fbbb4365eda7c7c1eb809ebc9"},
-    {file = "tornado-6.2-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ba09ef14ca9893954244fd872798b4ccb2367c165946ce2dd7376aebdde8e3ac"},
-    {file = "tornado-6.2-cp37-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b8150f721c101abdef99073bf66d3903e292d851bee51910839831caba341a75"},
-    {file = "tornado-6.2-cp37-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d3a2f5999215a3a06a4fc218026cd84c61b8b2b40ac5296a6db1f1451ef04c1e"},
-    {file = "tornado-6.2-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:5f8c52d219d4995388119af7ccaa0bcec289535747620116a58d830e7c25d8a8"},
-    {file = "tornado-6.2-cp37-abi3-musllinux_1_1_i686.whl", hash = "sha256:6fdfabffd8dfcb6cf887428849d30cf19a3ea34c2c248461e1f7d718ad30b66b"},
-    {file = "tornado-6.2-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:1d54d13ab8414ed44de07efecb97d4ef7c39f7438cf5e976ccd356bebb1b5fca"},
-    {file = "tornado-6.2-cp37-abi3-win32.whl", hash = "sha256:5c87076709343557ef8032934ce5f637dbb552efa7b21d08e89ae7619ed0eb23"},
-    {file = "tornado-6.2-cp37-abi3-win_amd64.whl", hash = "sha256:e5f923aa6a47e133d1cf87d60700889d7eae68988704e20c75fb2d65677a8e4b"},
-    {file = "tornado-6.2.tar.gz", hash = "sha256:9b630419bde84ec666bfd7ea0a4cb2a8a651c2d5cccdbdd1972a0c859dfc3c13"},
+    {file = "tornado-6.3.1-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:db181eb3df8738613ff0a26f49e1b394aade05034b01200a63e9662f347d4415"},
+    {file = "tornado-6.3.1-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:b4e7b956f9b5e6f9feb643ea04f07e7c6b49301e03e0023eedb01fa8cf52f579"},
+    {file = "tornado-6.3.1-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9661aa8bc0e9d83d757cd95b6f6d1ece8ca9fd1ccdd34db2de381e25bf818233"},
+    {file = "tornado-6.3.1-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:81c17e0cc396908a5e25dc8e9c5e4936e6dfd544c9290be48bd054c79bcad51e"},
+    {file = "tornado-6.3.1-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a27a1cfa9997923f80bdd962b3aab048ac486ad8cfb2f237964f8ab7f7eb824b"},
+    {file = "tornado-6.3.1-cp38-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:d7117f3c7ba5d05813b17a1f04efc8e108a1b811ccfddd9134cc68553c414864"},
+    {file = "tornado-6.3.1-cp38-abi3-musllinux_1_1_i686.whl", hash = "sha256:ffdce65a281fd708da5a9def3bfb8f364766847fa7ed806821a69094c9629e8a"},
+    {file = "tornado-6.3.1-cp38-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:90f569a35a8ec19bde53aa596952071f445da678ec8596af763b9b9ce07605e6"},
+    {file = "tornado-6.3.1-cp38-abi3-win32.whl", hash = "sha256:3455133b9ff262fd0a75630af0a8ee13564f25fb4fd3d9ce239b8a7d3d027bf8"},
+    {file = "tornado-6.3.1-cp38-abi3-win_amd64.whl", hash = "sha256:1285f0691143f7ab97150831455d4db17a267b59649f7bd9700282cba3d5e771"},
+    {file = "tornado-6.3.1.tar.gz", hash = "sha256:5e2f49ad371595957c50e42dd7e5c14d64a6843a3cf27352b69c706d1b5918af"},
 ]
 
 [[package]]
@@ -4073,24 +4077,24 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.21.0"
+version = "20.23.0"
 description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "virtualenv-20.21.0-py3-none-any.whl", hash = "sha256:31712f8f2a17bd06234fa97fdf19609e789dd4e3e4bf108c3da71d710651adbc"},
-    {file = "virtualenv-20.21.0.tar.gz", hash = "sha256:f50e3e60f990a0757c9b68333c9fdaa72d7188caa417f96af9e52407831a3b68"},
+    {file = "virtualenv-20.23.0-py3-none-any.whl", hash = "sha256:6abec7670e5802a528357fdc75b26b9f57d5d92f29c5462ba0fbe45feacc685e"},
+    {file = "virtualenv-20.23.0.tar.gz", hash = "sha256:a85caa554ced0c0afbd0d638e7e2d7b5f92d23478d05d17a76daeac8f279f924"},
 ]
 
 [package.dependencies]
 distlib = ">=0.3.6,<1"
-filelock = ">=3.4.1,<4"
-platformdirs = ">=2.4,<4"
+filelock = ">=3.11,<4"
+platformdirs = ">=3.2,<4"
 
 [package.extras]
-docs = ["furo (>=2022.12.7)", "proselint (>=0.13)", "sphinx (>=6.1.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=22.12)"]
-test = ["covdefaults (>=2.2.2)", "coverage (>=7.1)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23)", "pytest (>=7.2.1)", "pytest-env (>=0.8.1)", "pytest-freezegun (>=0.4.2)", "pytest-mock (>=3.10)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)"]
+docs = ["furo (>=2023.3.27)", "proselint (>=0.13)", "sphinx (>=6.1.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=22.12)"]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.3)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.3.1)", "pytest-env (>=0.8.1)", "pytest-freezegun (>=0.4.2)", "pytest-mock (>=3.10)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=67.7.1)", "time-machine (>=2.9)"]
 
 [[package]]
 name = "wcwidth"

From c6601abb58ba5f3c0570de682833eab8ccfbb0f9 Mon Sep 17 00:00:00 2001
From: Hananel Hazan <hananel@hazan.org.il>
Date: Fri, 5 May 2023 15:37:21 -0400
Subject: [PATCH 5/8] poerty update

---
 poetry.lock | 53 +++++++++++++++++++++++++++--------------------------
 1 file changed, 27 insertions(+), 26 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index d317b062..acf032a9 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1033,14 +1033,14 @@ toy-text = ["pygame (==2.1.3)", "pygame (==2.1.3)"]
 
 [[package]]
 name = "identify"
-version = "2.5.23"
+version = "2.5.24"
 description = "File identification library for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "identify-2.5.23-py2.py3-none-any.whl", hash = "sha256:17d9351c028a781456965e781ed2a435755cac655df1ebd930f7186b54399312"},
-    {file = "identify-2.5.23.tar.gz", hash = "sha256:50b01b9d5f73c6b53e5fa2caf9f543d3e657a9d0bbdeb203ebb8d45960ba7433"},
+    {file = "identify-2.5.24-py2.py3-none-any.whl", hash = "sha256:986dbfb38b1140e763e413e6feb44cd731faf72d1909543178aa79b0e258265d"},
+    {file = "identify-2.5.24.tar.gz", hash = "sha256:0aac67d5b4812498056d28a9a512a483f5085cc28640b02b258a59dac34301d4"},
 ]
 
 [package.extras]
@@ -1098,14 +1098,14 @@ all = ["matplotlib (>=3.2)", "numcodecs", "tifffile (>=2021.1.11)"]
 
 [[package]]
 name = "imageio"
-version = "2.28.0"
+version = "2.28.1"
 description = "Library for reading and writing a wide range of image, video, scientific, and volumetric data formats."
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "imageio-2.28.0-py3-none-any.whl", hash = "sha256:889d9eca66ac9f664d480b78447db1774e7f386bd3b0a06be7e32362d5390f4c"},
-    {file = "imageio-2.28.0.tar.gz", hash = "sha256:467763bdb6e614d1ea8b4565e42c53fb2eb2fd4307a4601e97102a958c09812a"},
+    {file = "imageio-2.28.1-py3-none-any.whl", hash = "sha256:b9b456146aab459e648cde633b81bf487eb45248948f79c033e55af3bf1e6d70"},
+    {file = "imageio-2.28.1.tar.gz", hash = "sha256:5db5087be5c814ecf7e2c7d30a1a15c97eca97d8c26f31ddc54d767d4a43bce8"},
 ]
 
 [package.dependencies]
@@ -1116,16 +1116,16 @@ pillow = ">=8.3.2"
 all-plugins = ["astropy", "av", "imageio-ffmpeg", "psutil", "tifffile"]
 all-plugins-pypy = ["av", "imageio-ffmpeg", "psutil", "tifffile"]
 build = ["wheel"]
-dev = ["black", "flake8", "fsspec[github]", "invoke", "pytest", "pytest-cov"]
+dev = ["black", "flake8", "fsspec[github]", "pytest", "pytest-cov"]
 docs = ["numpydoc", "pydata-sphinx-theme", "sphinx (<6)"]
 ffmpeg = ["imageio-ffmpeg", "psutil"]
 fits = ["astropy"]
-full = ["astropy", "av", "black", "flake8", "fsspec[github]", "gdal", "imageio-ffmpeg", "invoke", "itk", "numpydoc", "psutil", "pydata-sphinx-theme", "pytest", "pytest-cov", "sphinx (<6)", "tifffile", "wheel"]
+full = ["astropy", "av", "black", "flake8", "fsspec[github]", "gdal", "imageio-ffmpeg", "itk", "numpydoc", "psutil", "pydata-sphinx-theme", "pytest", "pytest-cov", "sphinx (<6)", "tifffile", "wheel"]
 gdal = ["gdal"]
 itk = ["itk"]
 linting = ["black", "flake8"]
 pyav = ["av"]
-test = ["fsspec[github]", "invoke", "pytest", "pytest-cov"]
+test = ["fsspec[github]", "pytest", "pytest-cov"]
 tifffile = ["tifffile"]
 
 [[package]]
@@ -1227,14 +1227,14 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio"
 
 [[package]]
 name = "ipython"
-version = "8.13.0"
+version = "8.12.2"
 description = "IPython: Productive Interactive Computing"
 category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipython-8.13.0-py3-none-any.whl", hash = "sha256:a0a8a30376cee8019c6e22bc0ab4320762f5f5e4d7abed0ea3ee4b95e3982ad5"},
-    {file = "ipython-8.13.0.tar.gz", hash = "sha256:8d56026b882958db8eab089654f0c045d1237622313a1506da136fb0cce4270f"},
+    {file = "ipython-8.12.2-py3-none-any.whl", hash = "sha256:ea8801f15dfe4ffb76dea1b09b847430ffd70d827b41735c64a0638a04103bfc"},
+    {file = "ipython-8.12.2.tar.gz", hash = "sha256:c7b80eb7f5a855a88efc971fda506ff7a91c280b42cdae26643e0f601ea281ea"},
 ]
 
 [package.dependencies]
@@ -1977,14 +1977,14 @@ files = [
 
 [[package]]
 name = "nbclassic"
-version = "0.5.6"
+version = "1.0.0"
 description = "Jupyter Notebook as a Jupyter Server extension."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "nbclassic-0.5.6-py3-none-any.whl", hash = "sha256:e3c8b7de80046c4a36a74662a5e325386d345289906c618366d8154e03dc2322"},
-    {file = "nbclassic-0.5.6.tar.gz", hash = "sha256:aab53fa1bea084fb6ade5c538b011a4f070c69f88d72878a8e8fb356f152509f"},
+    {file = "nbclassic-1.0.0-py3-none-any.whl", hash = "sha256:f99e4769b4750076cd4235c044b61232110733322384a94a63791d2e7beacc66"},
+    {file = "nbclassic-1.0.0.tar.gz", hash = "sha256:0ae11eb2319455d805596bf320336cda9554b41d99ab9a3c31bf8180bffa30e3"},
 ]
 
 [package.dependencies]
@@ -3187,21 +3187,21 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "requests"
-version = "2.29.0"
+version = "2.30.0"
 description = "Python HTTP for Humans."
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "requests-2.29.0-py3-none-any.whl", hash = "sha256:e8f3c9be120d3333921d213eef078af392fba3933ab7ed2d1cba3b56f2568c3b"},
-    {file = "requests-2.29.0.tar.gz", hash = "sha256:f2e34a75f4749019bb0e3effb66683630e4ffeaf75819fb51bebef1bf5aef059"},
+    {file = "requests-2.30.0-py3-none-any.whl", hash = "sha256:10e94cc4f3121ee6da529d358cdaeaff2f1c409cd377dbc72b825852f2f7e294"},
+    {file = "requests-2.30.0.tar.gz", hash = "sha256:239d7d4458afcb28a692cdd298d87542235f4ca8d36d03a15bfc128a6559a2f4"},
 ]
 
 [package.dependencies]
 certifi = ">=2017.4.17"
 charset-normalizer = ">=2,<4"
 idna = ">=2.5,<4"
-urllib3 = ">=1.21.1,<1.27"
+urllib3 = ">=1.21.1,<3"
 
 [package.extras]
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
@@ -4060,20 +4060,21 @@ dev = ["flake8 (<4.0.0)", "flake8-annotations", "flake8-bugbear", "flake8-commas
 
 [[package]]
 name = "urllib3"
-version = "1.26.15"
+version = "2.0.2"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.7"
 files = [
-    {file = "urllib3-1.26.15-py2.py3-none-any.whl", hash = "sha256:aa751d169e23c7479ce47a0cb0da579e3ede798f994f5816a74e4f4500dcea42"},
-    {file = "urllib3-1.26.15.tar.gz", hash = "sha256:8a388717b9476f934a21484e8c8e61875ab60644d29b9b39e11e4b9dc1c6b305"},
+    {file = "urllib3-2.0.2-py3-none-any.whl", hash = "sha256:d055c2f9d38dc53c808f6fdc8eab7360b6fdbbde02340ed25cfbcd817c62469e"},
+    {file = "urllib3-2.0.2.tar.gz", hash = "sha256:61717a1095d7e155cdb737ac7bb2f4324a858a1e2e6466f6d03ff630ca68d3cc"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
-secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
-socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+secure = ["certifi", "cryptography (>=1.9)", "idna (>=2.0.0)", "pyopenssl (>=17.1.0)", "urllib3-secure-extra"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"

From b4fbdae367af462dc825c04af58c29e6aa8a285f Mon Sep 17 00:00:00 2001
From: Hananel Hazan <hananel@hazan.org.il>
Date: Fri, 5 May 2023 17:25:29 -0400
Subject: [PATCH 6/8] ver inc

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 9afc4cb8..64b7fdd9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "bindsnet"
-version = "0.3.1"
+version = "0.3.2"
 description = "Spiking neural networks for ML in Python"
 authors = [ "Hananel Hazan <hananel@hazan.org.il>", "Daniel Saunders", "Darpan Sanghavi", "Hassaan Khan" ]
 license = "AGPL-3.0-only"

From 551bb781c12c4f31b0a428a5fc097c6782059dc2 Mon Sep 17 00:00:00 2001
From: Hananel Hazan <hananel@hazan.org.il>
Date: Fri, 12 May 2023 13:39:37 -0400
Subject: [PATCH 7/8] generating poetry lock

---
 poetry.lock | 54 ++++++++++++++++++++++++++---------------------------
 1 file changed, 27 insertions(+), 27 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index acf032a9..79e023a1 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -316,14 +316,14 @@ css = ["tinycss2 (>=1.1.0,<1.2)"]
 
 [[package]]
 name = "certifi"
-version = "2022.12.7"
+version = "2023.5.7"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2022.12.7-py3-none-any.whl", hash = "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"},
-    {file = "certifi-2022.12.7.tar.gz", hash = "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3"},
+    {file = "certifi-2023.5.7-py3-none-any.whl", hash = "sha256:c6c2e98f5c7869efca1f8916fed228dd91539f9f1b444c314c06eef02980c716"},
+    {file = "certifi-2023.5.7.tar.gz", hash = "sha256:0f0d56dc5a6ad56fd4ba36484d6cc34451e1c6548c61daad8c320169f91eddc7"},
 ]
 
 [[package]]
@@ -804,14 +804,14 @@ files = [
 
 [[package]]
 name = "docutils"
-version = "0.19"
+version = "0.20"
 description = "Docutils -- Python Documentation Utilities"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "docutils-0.19-py3-none-any.whl", hash = "sha256:5e1de4d849fee02c63b040a4a3fd567f4ab104defd8a5511fbbc24a8a017efbc"},
-    {file = "docutils-0.19.tar.gz", hash = "sha256:33995a6753c30b7f577febfc2c50411fec6aac7f7ffeb7c4cfe5991072dcf9e6"},
+    {file = "docutils-0.20-py3-none-any.whl", hash = "sha256:a428f10de4de4774389734c986a01b4af2d802d26717108b0f1b9356862937c5"},
+    {file = "docutils-0.20.tar.gz", hash = "sha256:f75a5a52fbcacd81b47e42888ad2b380748aaccfb3f13af0fe69deb759f01eb6"},
 ]
 
 [[package]]
@@ -908,14 +908,14 @@ testing = ["covdefaults (>=2.3)", "coverage (>=7.2.3)", "diff-cover (>=7.5)", "p
 
 [[package]]
 name = "fonttools"
-version = "4.39.3"
+version = "4.39.4"
 description = "Tools to manipulate font files"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "fonttools-4.39.3-py3-none-any.whl", hash = "sha256:64c0c05c337f826183637570ac5ab49ee220eec66cf50248e8df527edfa95aeb"},
-    {file = "fonttools-4.39.3.zip", hash = "sha256:9234b9f57b74e31b192c3fc32ef1a40750a8fbc1cd9837a7b7bfc4ca4a5c51d7"},
+    {file = "fonttools-4.39.4-py3-none-any.whl", hash = "sha256:106caf6167c4597556b31a8d9175a3fdc0356fdcd70ab19973c3b0d4c893c461"},
+    {file = "fonttools-4.39.4.zip", hash = "sha256:dba8d7cdb8e2bac1b3da28c5ed5960de09e59a2fe7e63bb73f5a59e57b0430d2"},
 ]
 
 [package.extras]
@@ -1193,14 +1193,14 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.22.0"
+version = "6.23.0"
 description = "IPython Kernel for Jupyter"
 category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.22.0-py3-none-any.whl", hash = "sha256:1ae6047c1277508933078163721bbb479c3e7292778a04b4bacf0874550977d6"},
-    {file = "ipykernel-6.22.0.tar.gz", hash = "sha256:302558b81f1bc22dc259fb2a0c5c7cf2f4c0bdb21b50484348f7bafe7fb71421"},
+    {file = "ipykernel-6.23.0-py3-none-any.whl", hash = "sha256:fc886f1dcdc0ec17f277e4d21fd071c857d381adcb04f3f3735d25325ca323c6"},
+    {file = "ipykernel-6.23.0.tar.gz", hash = "sha256:bd6f487d9e2744c84f6e667d46462d7647a4c862e70e08282f05a52b9d4b705f"},
 ]
 
 [package.dependencies]
@@ -1786,13 +1786,13 @@ test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "lit"
-version = "16.0.2"
+version = "16.0.3"
 description = "A Software Testing Tool"
 category = "main"
 optional = false
 python-versions = "*"
 files = [
-    {file = "lit-16.0.2.tar.gz", hash = "sha256:d743ef55cb58764bba85768c502e2d68d87aeb4303d508a18abaa8a35077ab25"},
+    {file = "lit-16.0.3.tar.gz", hash = "sha256:25524fe51fa3261212cfd86a8891429ed0460e247384c5a2001612d08e362e00"},
 ]
 
 [[package]]
@@ -2036,14 +2036,14 @@ test = ["flaky", "ipykernel", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "p
 
 [[package]]
 name = "nbconvert"
-version = "7.3.1"
+version = "7.4.0"
 description = "Converting Jupyter Notebooks"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "nbconvert-7.3.1-py3-none-any.whl", hash = "sha256:d2e95904666f1ff77d36105b9de4e0801726f93b862d5b28f69e93d99ad3b19c"},
-    {file = "nbconvert-7.3.1.tar.gz", hash = "sha256:78685362b11d2e8058e70196fe83b09abed8df22d3e599cf271f4d39fdc48b9e"},
+    {file = "nbconvert-7.4.0-py3-none-any.whl", hash = "sha256:af5064a9db524f9f12f4e8be7f0799524bd5b14c1adea37e34e83c95127cc818"},
+    {file = "nbconvert-7.4.0.tar.gz", hash = "sha256:51b6c77b507b177b73f6729dba15676e42c4e92bcb00edc8cc982ee72e7d89d7"},
 ]
 
 [package.dependencies]
@@ -2128,14 +2128,14 @@ test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "nodeenv"
-version = "1.7.0"
+version = "1.8.0"
 description = "Node.js virtual environment builder"
 category = "dev"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
 files = [
-    {file = "nodeenv-1.7.0-py2.py3-none-any.whl", hash = "sha256:27083a7b96a25f2f5e1d8cb4b6317ee8aeda3bdd121394e5ac54e498028a042e"},
-    {file = "nodeenv-1.7.0.tar.gz", hash = "sha256:e0e7f7dfb85fc5394c6fe1e8fa98131a2473e04311a45afb6508f7cf1836fa2b"},
+    {file = "nodeenv-1.8.0-py2.py3-none-any.whl", hash = "sha256:df865724bb3c3adc86b3876fa209771517b0cfe596beff01a92700e0e8be4cec"},
+    {file = "nodeenv-1.8.0.tar.gz", hash = "sha256:d51e0c37e64fbf47d017feac3145cdbb58836d7eee8c6f6d3b6880c5456227d2"},
 ]
 
 [package.dependencies]
@@ -2649,18 +2649,18 @@ files = [
 
 [[package]]
 name = "platformdirs"
-version = "3.5.0"
+version = "3.5.1"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "platformdirs-3.5.0-py3-none-any.whl", hash = "sha256:47692bc24c1958e8b0f13dd727307cff1db103fca36399f457da8e05f222fdc4"},
-    {file = "platformdirs-3.5.0.tar.gz", hash = "sha256:7954a68d0ba23558d753f73437c55f89027cf8f5108c19844d4b82e5af396335"},
+    {file = "platformdirs-3.5.1-py3-none-any.whl", hash = "sha256:e2378146f1964972c03c085bb5662ae80b2b8c06226c54b2ff4aa9483e8a13a5"},
+    {file = "platformdirs-3.5.1.tar.gz", hash = "sha256:412dae91f52a6f84830f39a8078cecd0e866cb72294a5c66808e74d5e88d251f"},
 ]
 
 [package.extras]
-docs = ["furo (>=2023.3.27)", "proselint (>=0.13)", "sphinx (>=6.1.3)", "sphinx-autodoc-typehints (>=1.23,!=1.23.4)"]
+docs = ["furo (>=2023.3.27)", "proselint (>=0.13)", "sphinx (>=6.2.1)", "sphinx-autodoc-typehints (>=1.23,!=1.23.4)"]
 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.3.1)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"]
 
 [[package]]
@@ -3695,14 +3695,14 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "sympy"
-version = "1.11.1"
+version = "1.12"
 description = "Computer algebra system (CAS) in Python"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "sympy-1.11.1-py3-none-any.whl", hash = "sha256:938f984ee2b1e8eae8a07b884c8b7a1146010040fccddc6539c54f401c8f6fcf"},
-    {file = "sympy-1.11.1.tar.gz", hash = "sha256:e32380dce63cb7c0108ed525570092fd45168bdae2faa17e528221ef72e88658"},
+    {file = "sympy-1.12-py3-none-any.whl", hash = "sha256:c3588cd4295d0c0f603d0f2ae780587e64e2efeedb3521e46b9bb1d08d184fa5"},
+    {file = "sympy-1.12.tar.gz", hash = "sha256:ebf595c8dac3e0fdc4152c51878b498396ec7f30e7a914d6071e674d49420fb8"},
 ]
 
 [package.dependencies]

From efaa6388344cdd6fbd4191fb419d1c6f4239965d Mon Sep 17 00:00:00 2001
From: Hananel Hazan <hananel@hazan.org.il>
Date: Fri, 12 May 2023 13:48:57 -0400
Subject: [PATCH 8/8] poetry git update

---
 .github/workflows/python-app.yml    | 2 +-
 .github/workflows/pythonpackage.yml | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/python-app.yml b/.github/workflows/python-app.yml
index 8ab0a1b1..bb4067f9 100644
--- a/.github/workflows/python-app.yml
+++ b/.github/workflows/python-app.yml
@@ -22,7 +22,7 @@ jobs:
         python-version: 3.9
     - name: Install Poetry
       env:
-        POETRY_VERSION: 1.1.13
+        POETRY_VERSION: 1.4.2
       run: |
         curl -sSL https://raw.githubusercontent.com/python-poetry/poetry/master/install-poetry.py | python - &&\
             poetry config virtualenvs.create false
diff --git a/.github/workflows/pythonpackage.yml b/.github/workflows/pythonpackage.yml
index 7ee7a562..00143d0d 100644
--- a/.github/workflows/pythonpackage.yml
+++ b/.github/workflows/pythonpackage.yml
@@ -19,7 +19,7 @@ jobs:
         python-version: ${{ matrix.python-version }}
     - name: Install Poetry
       env:
-        POETRY_VERSION: 1.1.13
+        POETRY_VERSION: 1.4.2
       run: |
         curl -sSL https://raw.githubusercontent.com/python-poetry/poetry/master/install-poetry.py | python - &&\
             poetry config virtualenvs.create false