From 1fd4f97acbb304072561398c3a3246f39c2f8a9f Mon Sep 17 00:00:00 2001
From: Hananel Hazan <Hananel@Hazan.org.il>
Date: Mon, 25 Jul 2022 12:30:25 -0400
Subject: [PATCH 1/9] poetry update

---
 poetry.lock | 113 ++++++++++++----------------------------------------
 1 file changed, 25 insertions(+), 88 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 906ae388..bb33205e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -327,7 +327,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "executing"
-version = "0.8.3"
+version = "0.9.0"
 description = "Get the currently executing AST node of a frame, and other information"
 category = "dev"
 optional = false
@@ -335,7 +335,7 @@ python-versions = "*"
 
 [[package]]
 name = "fastjsonschema"
-version = "2.15.3"
+version = "2.16.1"
 description = "Fastest Python implementation of JSON schema"
 category = "dev"
 optional = false
@@ -444,7 +444,7 @@ robotics = ["mujoco_py (>=1.50)", "imageio"]
 
 [[package]]
 name = "identify"
-version = "2.5.1"
+version = "2.5.2"
 description = "File identification library for Python"
 category = "dev"
 optional = false
@@ -477,7 +477,7 @@ all = ["matplotlib (>=3.2)", "tifffile (>=2021.1.11)", "numcodecs"]
 
 [[package]]
 name = "imageio"
-version = "2.19.3"
+version = "2.19.5"
 description = "Library for reading and writing a wide range of image, video, scientific, and volumetric data formats."
 category = "main"
 optional = false
@@ -530,7 +530,7 @@ testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-
 
 [[package]]
 name = "importlib-resources"
-version = "5.8.0"
+version = "5.9.0"
 description = "Read resources from Python packages"
 category = "dev"
 optional = false
@@ -540,8 +540,8 @@ python-versions = ">=3.7"
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
 
 [[package]]
 name = "iniconfig"
@@ -764,7 +764,7 @@ test = ["coverage", "ipykernel", "pre-commit", "pytest-console-scripts", "pytest
 
 [[package]]
 name = "jupyterlab"
-version = "3.4.3"
+version = "3.4.4"
 description = "JupyterLab computational environment"
 category = "dev"
 optional = false
@@ -776,12 +776,13 @@ jinja2 = ">=2.1"
 jupyter-core = "*"
 jupyter-server = ">=1.16,<2.0"
 jupyterlab-server = ">=2.10,<3.0"
-nbclassic = ">=0.2,<1.0"
+nbclassic = "*"
+notebook = "<7"
 packaging = "*"
 tornado = ">=6.1.0"
 
 [package.extras]
-test = ["check-manifest", "coverage", "jupyterlab-server", "pytest (>=6.0)", "pytest-cov", "pytest-console-scripts", "pytest-check-links (>=0.5)", "requests", "requests-cache", "virtualenv", "pre-commit"]
+test = ["check-manifest", "coverage", "jupyterlab-server", "pre-commit", "pytest (>=6.0)", "pytest-cov", "pytest-console-scripts", "pytest-check-links (>=0.5)", "requests", "requests-cache", "virtualenv"]
 ui-tests = ["build"]
 
 [[package]]
@@ -816,7 +817,7 @@ test = ["codecov", "ipykernel", "jupyter-server", "openapi-core (>=0.14.2)", "op
 
 [[package]]
 name = "kiwisolver"
-version = "1.4.3"
+version = "1.4.4"
 description = "A fast implementation of the Cassowary constraint solver"
 category = "main"
 optional = false
@@ -986,7 +987,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "networkx"
-version = "2.8.4"
+version = "2.8.5"
 description = "Python package for creating and manipulating graphs and networks"
 category = "main"
 optional = false
@@ -1069,7 +1070,7 @@ python-versions = ">=3.6"
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.21.2", markers = "python_version >= \"3.6\" and platform_system == \"Darwin\" and platform_machine == \"arm64\""},
+    {version = ">=1.21.2", markers = "python_version >= \"3.10\" or python_version >= \"3.6\" and platform_system == \"Darwin\" and platform_machine == \"arm64\""},
     {version = ">=1.19.3", markers = "python_version >= \"3.6\" and platform_system == \"Linux\" and platform_machine == \"aarch64\" or python_version >= \"3.9\""},
     {version = ">=1.14.5", markers = "python_version >= \"3.7\""},
     {version = ">=1.17.3", markers = "python_version >= \"3.8\""},
@@ -1099,6 +1100,7 @@ numpy = [
     {version = ">=1.18.5", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
     {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""},
     {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
 ]
 python-dateutil = ">=2.8.1"
 pytz = ">=2020.1"
@@ -1940,8 +1942,8 @@ testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-
 
 [metadata]
 lock-version = "1.1"
-python-versions = ">=3.8,<3.10"
-content-hash = "a299f4986b7a6684107fa2b7e2dad28a6c65f2d254cf568c006cb6e14b48b6a8"
+python-versions = ">=3.8,<3.11"
+content-hash = "f39ae7630304b0529e4d07900551bbe48e1a3be6b6b794d8d5565f4969cf1d14"
 
 [metadata.files]
 alabaster = [
@@ -2191,14 +2193,8 @@ entrypoints = [
     {file = "entrypoints-0.4-py3-none-any.whl", hash = "sha256:f174b5ff827504fd3cd97cc3f8649f3693f51538c7e4bdf3ef002c8429d42f9f"},
     {file = "entrypoints-0.4.tar.gz", hash = "sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4"},
 ]
-executing = [
-    {file = "executing-0.8.3-py2.py3-none-any.whl", hash = "sha256:d1eef132db1b83649a3905ca6dd8897f71ac6f8cac79a7e58a1a09cf137546c9"},
-    {file = "executing-0.8.3.tar.gz", hash = "sha256:c6554e21c6b060590a6d3be4b82fb78f8f0194d809de5ea7df1c093763311501"},
-]
-fastjsonschema = [
-    {file = "fastjsonschema-2.15.3-py3-none-any.whl", hash = "sha256:ddb0b1d8243e6e3abb822bd14e447a89f4ab7439342912d590444831fa00b6a0"},
-    {file = "fastjsonschema-2.15.3.tar.gz", hash = "sha256:0a572f0836962d844c1fc435e200b2e4f4677e4e6611a2e3bdd01ba697c275ec"},
-]
+executing = []
+fastjsonschema = []
 filelock = [
     {file = "filelock-3.7.1-py3-none-any.whl", hash = "sha256:37def7b658813cda163b56fc564cdc75e86d338246458c4c28ae84cabefa2404"},
     {file = "filelock-3.7.1.tar.gz", hash = "sha256:3a0fd85166ad9dbab54c9aec96737b744106dc5f15c0b09a6744a445299fcf04"},
@@ -2219,10 +2215,7 @@ gitpython = [
 gym = [
     {file = "gym-0.10.11.tar.gz", hash = "sha256:69f8281e250cf3d841e725a024aa8277706a9387e8739e57f5d6f4b18eb51a2d"},
 ]
-identify = [
-    {file = "identify-2.5.1-py2.py3-none-any.whl", hash = "sha256:0dca2ea3e4381c435ef9c33ba100a78a9b40c0bab11189c7cf121f75815efeaa"},
-    {file = "identify-2.5.1.tar.gz", hash = "sha256:3d11b16f3fe19f52039fb7e39c9c884b21cb1b586988114fbe42671f03de3e82"},
-]
+identify = []
 idna = [
     {file = "idna-3.3-py3-none-any.whl", hash = "sha256:84d9dd047ffa80596e0f246e2eab0b391788b0503584e8945f2368256d2735ff"},
     {file = "idna-3.3.tar.gz", hash = "sha256:9d643ff0a55b762d5cdb124b8eaa99c66322e2157b69160bc32796e824360e6d"},
@@ -2251,10 +2244,7 @@ imagecodecs = [
     {file = "imagecodecs-2021.11.20-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:1e9c0e5d52c122e3ca7ee745fa1cae600469704d72134983a10adc818e03c543"},
     {file = "imagecodecs-2021.11.20.tar.gz", hash = "sha256:04b378ddaafa3178d079b1a84f3d8fdce0980f85a17b89cb6c68bf3de687293c"},
 ]
-imageio = [
-    {file = "imageio-2.19.3-py3-none-any.whl", hash = "sha256:d36ab8616175a093676693a4dbc85c6cc767f981c9ce93041422569c76d06347"},
-    {file = "imageio-2.19.3.tar.gz", hash = "sha256:0c9df80e42f2ee68bea92001e7fcf612aa149910efe040eb757f5ce323250ae1"},
-]
+imageio = []
 imagesize = [
     {file = "imagesize-1.4.1-py2.py3-none-any.whl", hash = "sha256:0d8d18d08f840c19d0ee7ca1fd82490fdc3729b7ac93f49870406ddde8ef8d8b"},
     {file = "imagesize-1.4.1.tar.gz", hash = "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a"},
@@ -2263,10 +2253,7 @@ importlib-metadata = [
     {file = "importlib_metadata-4.12.0-py3-none-any.whl", hash = "sha256:7401a975809ea1fdc658c3aa4f78cc2195a0e019c5cbc4c06122884e9ae80c23"},
     {file = "importlib_metadata-4.12.0.tar.gz", hash = "sha256:637245b8bab2b6502fcbc752cc4b7a6f6243bb02b31c5c26156ad103d3d45670"},
 ]
-importlib-resources = [
-    {file = "importlib_resources-5.8.0-py3-none-any.whl", hash = "sha256:7952325ffd516c05a8ad0858c74dff2c3343f136fe66a6002b2623dd1d43f223"},
-    {file = "importlib_resources-5.8.0.tar.gz", hash = "sha256:568c9f16cb204f9decc8d6d24a572eeea27dacbb4cee9e6b03a8025736769751"},
-]
+importlib-resources = []
 iniconfig = [
     {file = "iniconfig-1.1.1-py2.py3-none-any.whl", hash = "sha256:011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3"},
     {file = "iniconfig-1.1.1.tar.gz", hash = "sha256:bc3af051d7d14b2ee5ef9969666def0cd1a000e121eaea580d4a313df4b37f32"},
@@ -2306,10 +2293,7 @@ jupyter-client = [
 ]
 jupyter-core = []
 jupyter-server = []
-jupyterlab = [
-    {file = "jupyterlab-3.4.3-py3-none-any.whl", hash = "sha256:f028f4c6a4171785c4a1d592ca9bf36812047703e4aa981482cd3872eb0fc169"},
-    {file = "jupyterlab-3.4.3.tar.gz", hash = "sha256:e2dcc40e94366dde5de4b19e8c43ee133cf041b852d01a3625a7cf29532da49d"},
-]
+jupyterlab = []
 jupyterlab-pygments = [
     {file = "jupyterlab_pygments-0.2.2-py2.py3-none-any.whl", hash = "sha256:2405800db07c9f770863bcf8049a529c3dd4d3e28536638bd7c1c01d2748309f"},
     {file = "jupyterlab_pygments-0.2.2.tar.gz", hash = "sha256:7405d7fde60819d905a9fa8ce89e4cd830e318cdad22a0030f7a901da705585d"},
@@ -2318,51 +2302,7 @@ jupyterlab-server = [
     {file = "jupyterlab_server-2.15.0-py3-none-any.whl", hash = "sha256:0e327d7a346874fd8e94c1bcbd69906d18a8558df8f13115c5afd183c3107756"},
     {file = "jupyterlab_server-2.15.0.tar.gz", hash = "sha256:a91c515e0e7971a8f7c3c9834b748857f7dac502f93604bf283987991fd987ef"},
 ]
-kiwisolver = [
-    {file = "kiwisolver-1.4.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:fd2842a0faed9ab9aba0922c951906132d9384be89690570f0ed18cd4f20e658"},
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-    {file = "kiwisolver-1.4.3-cp39-cp39-win_amd64.whl", hash = "sha256:8395064d63b26947fa2c9faeea9c3eee35e52148c5339c37987e1d96fbf009b3"},
-    {file = "kiwisolver-1.4.3-pp37-pypy37_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:325fa1b15098e44fe4590a6c5c09a212ca10c6ebb5d96f7447d675f6c8340e4e"},
-    {file = "kiwisolver-1.4.3-pp37-pypy37_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:654280c5f41831ddcc5a331c0e3ce2e480bbc3d7c93c18ecf6236313aae2d61a"},
-    {file = "kiwisolver-1.4.3-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1ae7aa0784aeadfbd693c27993727792fbe1455b84d49970bad5886b42976b18"},
-    {file = "kiwisolver-1.4.3-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:130c6c35eded399d3967cf8a542c20b671f5ba85bd6f210f8b939f868360e9eb"},
-    {file = "kiwisolver-1.4.3.tar.gz", hash = "sha256:ab8a15c2750ae8d53e31f77a94f846d0a00772240f1c12817411fa2344351f86"},
-]
+kiwisolver = []
 markupsafe = [
     {file = "MarkupSafe-2.1.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:86b1f75c4e7c2ac2ccdaec2b9022845dbb81880ca318bb7a0a01fbf7813e3812"},
     {file = "MarkupSafe-2.1.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:f121a1420d4e173a5d96e47e9a0c0dcff965afdf1626d28de1460815f7c4ee7a"},
@@ -2471,10 +2411,7 @@ nest-asyncio = [
     {file = "nest_asyncio-1.5.5-py3-none-any.whl", hash = "sha256:b98e3ec1b246135e4642eceffa5a6c23a3ab12c82ff816a92c612d68205813b2"},
     {file = "nest_asyncio-1.5.5.tar.gz", hash = "sha256:e442291cd942698be619823a17a86a5759eabe1f8613084790de189fe9e16d65"},
 ]
-networkx = [
-    {file = "networkx-2.8.4-py3-none-any.whl", hash = "sha256:6933b9b3174a0bdf03c911bb4a1ee43a86ce3edeb813e37e1d4c553b3f4a2c4f"},
-    {file = "networkx-2.8.4.tar.gz", hash = "sha256:5e53f027c0d567cf1f884dbb283224df525644e43afd1145d64c9d88a3584762"},
-]
+networkx = []
 nodeenv = [
     {file = "nodeenv-1.7.0-py2.py3-none-any.whl", hash = "sha256:27083a7b96a25f2f5e1d8cb4b6317ee8aeda3bdd121394e5ac54e498028a042e"},
     {file = "nodeenv-1.7.0.tar.gz", hash = "sha256:e0e7f7dfb85fc5394c6fe1e8fa98131a2473e04311a45afb6508f7cf1836fa2b"},

From 78316e30972e79ba57a35d16f14269133c88031e Mon Sep 17 00:00:00 2001
From: Hananel Hazan <Hananel@Hazan.org.il>
Date: Fri, 23 Sep 2022 11:19:17 -0400
Subject: [PATCH 2/9] update example params update poetry

---
 examples/mnist/batch_eth_mnist.py |   6 +-
 examples/mnist/eth_mnist.py       |   2 +-
 poetry.lock                       | 698 ++++++++----------------------
 pyproject.toml                    |   2 +-
 4 files changed, 194 insertions(+), 514 deletions(-)

diff --git a/examples/mnist/batch_eth_mnist.py b/examples/mnist/batch_eth_mnist.py
index ee037c6a..e487b67b 100644
--- a/examples/mnist/batch_eth_mnist.py
+++ b/examples/mnist/batch_eth_mnist.py
@@ -28,7 +28,7 @@
 parser.add_argument("--seed", type=int, default=0)
 parser.add_argument("--n_neurons", type=int, default=100)
 parser.add_argument("--batch_size", type=int, default=32)
-parser.add_argument("--n_epochs", type=int, default=1)
+parser.add_argument("--n_epochs", type=int, default=2)
 parser.add_argument("--n_test", type=int, default=10000)
 parser.add_argument("--n_train", type=int, default=60000)
 parser.add_argument("--n_workers", type=int, default=-1)
@@ -36,9 +36,9 @@
 parser.add_argument("--exc", type=float, default=22.5)
 parser.add_argument("--inh", type=float, default=120)
 parser.add_argument("--theta_plus", type=float, default=0.05)
-parser.add_argument("--time", type=int, default=100)
+parser.add_argument("--time", type=int, default=250)
 parser.add_argument("--dt", type=int, default=1.0)
-parser.add_argument("--intensity", type=float, default=128)
+parser.add_argument("--intensity", type=float, default=64)
 parser.add_argument("--progress_interval", type=int, default=10)
 parser.add_argument("--train", dest="train", action="store_true")
 parser.add_argument("--test", dest="train", action="store_false")
diff --git a/examples/mnist/eth_mnist.py b/examples/mnist/eth_mnist.py
index 5dfd1bbe..0bda5d58 100644
--- a/examples/mnist/eth_mnist.py
+++ b/examples/mnist/eth_mnist.py
@@ -42,7 +42,7 @@
 parser.add_argument("--test", dest="train", action="store_false")
 parser.add_argument("--plot", dest="plot", action="store_true")
 parser.add_argument("--gpu", dest="gpu", action="store_true")
-parser.set_defaults(plot=True, gpu=True)
+parser.set_defaults(plot=False, gpu=True)
 
 args = parser.parse_args()
 
diff --git a/poetry.lock b/poetry.lock
index bb33205e..9fba3ef3 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -64,7 +64,7 @@ tests = ["pytest"]
 
 [[package]]
 name = "asttokens"
-version = "2.0.5"
+version = "2.0.8"
 description = "Annotate AST trees with source code positions"
 category = "dev"
 optional = false
@@ -74,40 +74,33 @@ python-versions = "*"
 six = "*"
 
 [package.extras]
-test = ["astroid", "pytest"]
-
-[[package]]
-name = "atomicwrites"
-version = "1.4.1"
-description = "Atomic file writes."
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+test = ["astroid (<=2.5.3)", "pytest"]
 
 [[package]]
 name = "attrs"
-version = "21.4.0"
+version = "22.1.0"
 description = "Classes Without Boilerplate"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.5"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
 docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "cloudpickle"]
 
 [[package]]
 name = "autoflake"
-version = "1.4"
+version = "1.6.1"
 description = "Removes unused imports and unused variables"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
 
 [package.dependencies]
 pyflakes = ">=1.1.0"
+tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "babel"
@@ -145,7 +138,7 @@ lxml = ["lxml"]
 
 [[package]]
 name = "black"
-version = "22.6.0"
+version = "22.8.0"
 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
@@ -183,7 +176,7 @@ dev = ["build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "pip-tools (=
 
 [[package]]
 name = "certifi"
-version = "2022.6.15"
+version = "2022.9.14"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
@@ -210,7 +203,7 @@ python-versions = ">=3.6.1"
 
 [[package]]
 name = "charset-normalizer"
-version = "2.1.0"
+version = "2.1.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "main"
 optional = false
@@ -238,6 +231,24 @@ category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
+[[package]]
+name = "contourpy"
+version = "1.0.5"
+description = "Python library for calculating contours of 2D quadrilateral grids"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+numpy = ">=1.16"
+
+[package.extras]
+test-no-codebase = ["pillow", "matplotlib", "pytest"]
+test-minimal = ["pytest"]
+test = ["isort", "flake8", "pillow", "matplotlib", "pytest"]
+docs = ["sphinx-rtd-theme", "sphinx", "docutils (<0.18)"]
+bokeh = ["selenium", "bokeh"]
+
 [[package]]
 name = "cycler"
 version = "0.11.0"
@@ -248,7 +259,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "cython"
-version = "0.29.30"
+version = "0.29.32"
 description = "The Cython compiler for writing C extensions for the Python language."
 category = "main"
 optional = false
@@ -256,7 +267,7 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "debugpy"
-version = "1.6.2"
+version = "1.6.3"
 description = "An implementation of the Debug Adapter Protocol for Python"
 category = "dev"
 optional = false
@@ -280,7 +291,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [[package]]
 name = "distlib"
-version = "0.3.5"
+version = "0.3.6"
 description = "Distribution utilities"
 category = "dev"
 optional = false
@@ -327,7 +338,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "executing"
-version = "0.9.0"
+version = "1.0.0"
 description = "Get the currently executing AST node of a frame, and other information"
 category = "dev"
 optional = false
@@ -335,7 +346,7 @@ python-versions = "*"
 
 [[package]]
 name = "fastjsonschema"
-version = "2.16.1"
+version = "2.16.2"
 description = "Fastest Python implementation of JSON schema"
 category = "dev"
 optional = false
@@ -346,19 +357,19 @@ devel = ["colorama", "jsonschema", "json-spec", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.7.1"
+version = "3.8.0"
 description = "A platform independent file lock."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2021.8.17b43)", "sphinx (>=4.1)", "sphinx-autodoc-typehints (>=1.12)"]
-testing = ["covdefaults (>=1.2.0)", "coverage (>=4)", "pytest (>=4)", "pytest-cov", "pytest-timeout (>=1.4.2)"]
+testing = ["pytest-timeout (>=2.1)", "pytest-cov (>=3)", "pytest (>=7.1.2)", "coverage (>=6.4.2)", "covdefaults (>=2.2)"]
+docs = ["sphinx-autodoc-typehints (>=1.19.1)", "sphinx (>=5.1.1)", "furo (>=2022.6.21)"]
 
 [[package]]
 name = "fonttools"
-version = "4.34.4"
+version = "4.37.3"
 description = "Tools to manipulate font files"
 category = "main"
 optional = false
@@ -444,7 +455,7 @@ robotics = ["mujoco_py (>=1.50)", "imageio"]
 
 [[package]]
 name = "identify"
-version = "2.5.2"
+version = "2.5.5"
 description = "File identification library for Python"
 category = "dev"
 optional = false
@@ -455,7 +466,7 @@ license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.3"
+version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "main"
 optional = false
@@ -477,7 +488,7 @@ all = ["matplotlib (>=3.2)", "tifffile (>=2021.1.11)", "numcodecs"]
 
 [[package]]
 name = "imageio"
-version = "2.19.5"
+version = "2.22.0"
 description = "Library for reading and writing a wide range of image, video, scientific, and volumetric data formats."
 category = "main"
 optional = false
@@ -553,7 +564,7 @@ python-versions = "*"
 
 [[package]]
 name = "ipykernel"
-version = "6.15.1"
+version = "6.15.3"
 description = "IPython Kernel for Jupyter"
 category = "dev"
 optional = false
@@ -577,7 +588,7 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest-cov", "pytest-timeout", "p
 
 [[package]]
 name = "ipython"
-version = "8.4.0"
+version = "8.5.0"
 description = "IPython: Productive Interactive Computing"
 category = "dev"
 optional = false
@@ -592,7 +603,7 @@ jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
 pickleshare = "*"
-prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
+prompt-toolkit = ">3.0.1,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5"
@@ -663,15 +674,15 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "joblib"
-version = "1.1.0"
+version = "1.2.0"
 description = "Lightweight pipelining with Python functions"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "json5"
-version = "0.9.8"
+version = "0.9.10"
 description = "A Python implementation of the JSON5 data format."
 category = "dev"
 optional = false
@@ -682,7 +693,7 @@ dev = ["hypothesis"]
 
 [[package]]
 name = "jsonschema"
-version = "4.7.2"
+version = "4.16.0"
 description = "An implementation of JSON Schema validation for Python"
 category = "dev"
 optional = false
@@ -691,6 +702,7 @@ python-versions = ">=3.7"
 [package.dependencies]
 attrs = ">=17.4.0"
 importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
+pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
 pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
 
 [package.extras]
@@ -699,7 +711,7 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jupyter-client"
-version = "7.3.4"
+version = "7.3.5"
 description = "Jupyter protocol implementation and client libraries"
 category = "dev"
 optional = false
@@ -711,7 +723,7 @@ jupyter-core = ">=4.9.2"
 nest-asyncio = ">=1.5.4"
 python-dateutil = ">=2.8.2"
 pyzmq = ">=23.0"
-tornado = ">=6.0"
+tornado = ">=6.2"
 traitlets = "*"
 
 [package.extras]
@@ -764,7 +776,7 @@ test = ["coverage", "ipykernel", "pre-commit", "pytest-console-scripts", "pytest
 
 [[package]]
 name = "jupyterlab"
-version = "3.4.4"
+version = "3.4.7"
 description = "JupyterLab computational environment"
 category = "dev"
 optional = false
@@ -779,6 +791,7 @@ jupyterlab-server = ">=2.10,<3.0"
 nbclassic = "*"
 notebook = "<7"
 packaging = "*"
+tomli = "*"
 tornado = ">=6.1.0"
 
 [package.extras]
@@ -795,7 +808,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.15.0"
+version = "2.15.1"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 category = "dev"
 optional = false
@@ -823,6 +836,20 @@ category = "main"
 optional = false
 python-versions = ">=3.7"
 
+[[package]]
+name = "lxml"
+version = "4.9.1"
+description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, != 3.4.*"
+
+[package.extras]
+source = ["Cython (>=0.29.7)"]
+htmlsoup = ["beautifulsoup4"]
+html5 = ["html5lib"]
+cssselect = ["cssselect (>=0.7)"]
+
 [[package]]
 name = "markupsafe"
 version = "2.1.1"
@@ -833,26 +860,27 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "matplotlib"
-version = "3.5.2"
+version = "3.6.0"
 description = "Python plotting package"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
+contourpy = ">=1.0.1"
 cycler = ">=0.10"
 fonttools = ">=4.22.0"
 kiwisolver = ">=1.0.1"
-numpy = ">=1.17"
+numpy = ">=1.19"
 packaging = ">=20.0"
 pillow = ">=6.2.0"
 pyparsing = ">=2.2.1"
 python-dateutil = ">=2.7"
-setuptools_scm = ">=4"
+setuptools_scm = ">=7"
 
 [[package]]
 name = "matplotlib-inline"
-version = "0.1.3"
+version = "0.1.6"
 description = "Inline Matplotlib backend for Jupyter"
 category = "dev"
 optional = false
@@ -863,8 +891,8 @@ traitlets = "*"
 
 [[package]]
 name = "mistune"
-version = "0.8.4"
-description = "The fastest markdown parser in pure Python"
+version = "2.0.4"
+description = "A sane Markdown parser with useful plugins and renderers"
 category = "dev"
 optional = false
 python-versions = "*"
@@ -911,7 +939,7 @@ test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium (==4.1.
 
 [[package]]
 name = "nbclient"
-version = "0.6.6"
+version = "0.6.8"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 category = "dev"
 optional = false
@@ -925,11 +953,11 @@ traitlets = ">=5.2.2"
 
 [package.extras]
 sphinx = ["autodoc-traits", "mock", "moto", "myst-parser", "Sphinx (>=1.7)", "sphinx-book-theme"]
-test = ["black", "check-manifest", "flake8", "ipykernel", "ipython (<8.0.0)", "ipywidgets (<8.0.0)", "mypy", "pip (>=18.1)", "pre-commit", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "setuptools (>=60.0)", "testpath", "twine (>=1.11.0)", "xmltodict"]
+test = ["black", "check-manifest", "flake8", "ipykernel", "ipython", "ipywidgets", "mypy", "nbconvert", "pip (>=18.1)", "pre-commit", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "setuptools (>=60.0)", "testpath", "twine (>=1.11.0)", "xmltodict"]
 
 [[package]]
 name = "nbconvert"
-version = "6.5.0"
+version = "7.0.0"
 description = "Converting Jupyter Notebooks"
 category = "dev"
 optional = false
@@ -939,12 +967,13 @@ python-versions = ">=3.7"
 beautifulsoup4 = "*"
 bleach = "*"
 defusedxml = "*"
-entrypoints = ">=0.2.2"
+importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
 jinja2 = ">=3.0"
 jupyter-core = ">=4.7"
 jupyterlab-pygments = "*"
-MarkupSafe = ">=2.0"
-mistune = ">=0.8.1,<2"
+lxml = "*"
+markupsafe = ">=2.0"
+mistune = ">=2.0.3,<3"
 nbclient = ">=0.5.0"
 nbformat = ">=5.1"
 packaging = "*"
@@ -954,15 +983,17 @@ tinycss2 = "*"
 traitlets = ">=5.0"
 
 [package.extras]
-all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "tornado (>=6.1)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
-docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
+all = ["ipykernel", "ipython", "ipywidgets (>=7)", "nbsphinx (>=0.2.12)", "pre-commit", "pyppeteer (>=1,<1.1)", "pyqtwebengine (>=5.15)", "pytest", "pytest-cov", "pytest-dependency", "sphinx-rtd-theme", "sphinx (==5.0.2)", "tornado (>=6.1)"]
+docs = ["ipython", "nbsphinx (>=0.2.12)", "sphinx-rtd-theme", "sphinx (==5.0.2)"]
+qtpdf = ["pyqtwebengine (>=5.15)"]
+qtpng = ["pyqtwebengine (>=5.15)"]
 serve = ["tornado (>=6.1)"]
-test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)"]
+test = ["ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "pytest", "pytest-cov", "pytest-dependency"]
 webpdf = ["pyppeteer (>=1,<1.1)"]
 
 [[package]]
 name = "nbformat"
-version = "5.4.0"
+version = "5.6.0"
 description = "The Jupyter Notebook format"
 category = "dev"
 optional = false
@@ -975,7 +1006,7 @@ jupyter-core = "*"
 traitlets = ">=5.1"
 
 [package.extras]
-test = ["check-manifest", "testpath", "pytest", "pre-commit"]
+test = ["check-manifest", "pep440", "pre-commit", "pytest", "testpath"]
 
 [[package]]
 name = "nest-asyncio"
@@ -987,7 +1018,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "networkx"
-version = "2.8.5"
+version = "2.8.6"
 description = "Python package for creating and manipulating graphs and networks"
 category = "main"
 optional = false
@@ -995,7 +1026,7 @@ python-versions = ">=3.8"
 
 [package.extras]
 default = ["numpy (>=1.19)", "scipy (>=1.8)", "matplotlib (>=3.4)", "pandas (>=1.3)"]
-developer = ["pre-commit (>=2.19)", "mypy (>=0.960)"]
+developer = ["pre-commit (>=2.20)", "mypy (>=0.961)"]
 doc = ["sphinx (>=5)", "pydata-sphinx-theme (>=0.9)", "sphinx-gallery (>=0.10)", "numpydoc (>=1.4)", "pillow (>=9.1)", "nb2plots (>=0.6)", "texext (>=0.6.6)"]
 extra = ["lxml (>=4.6)", "pygraphviz (>=1.9)", "pydot (>=1.4.2)", "sympy (>=1.10)"]
 test = ["pytest (>=7.1)", "pytest-cov (>=3.0)", "codecov (>=2.1)"]
@@ -1054,7 +1085,7 @@ test = ["pytest", "pytest-tornasync", "pytest-console-scripts"]
 
 [[package]]
 name = "numpy"
-version = "1.23.1"
+version = "1.23.3"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "main"
 optional = false
@@ -1089,7 +1120,7 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
 [[package]]
 name = "pandas"
-version = "1.4.3"
+version = "1.5.0"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "main"
 optional = false
@@ -1097,16 +1128,14 @@ python-versions = ">=3.8"
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.18.5", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
-    {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""},
-    {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
     {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
+    {version = ">=1.20.3", markers = "python_version < \"3.10\""},
 ]
 python-dateutil = ">=2.8.1"
 pytz = ">=2020.1"
 
 [package.extras]
-test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
+test = ["pytest-xdist (>=1.31)", "pytest (>=6.0)", "hypothesis (>=5.5.3)"]
 
 [[package]]
 name = "pandocfilters"
@@ -1130,11 +1159,11 @@ testing = ["docopt", "pytest (<6.0.0)"]
 
 [[package]]
 name = "pathspec"
-version = "0.9.0"
+version = "0.10.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = ">=3.7"
 
 [[package]]
 name = "pexpect"
@@ -1167,6 +1196,14 @@ python-versions = ">=3.7"
 docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinxext-opengraph"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
 
+[[package]]
+name = "pkgutil-resolve-name"
+version = "1.3.10"
+description = "Resolve a name to an object."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "platformdirs"
 version = "2.5.2"
@@ -1220,7 +1257,7 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.30"
+version = "3.0.31"
 description = "Library for building powerful interactive command lines in Python"
 category = "dev"
 optional = false
@@ -1239,7 +1276,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "psutil"
-version = "5.9.1"
+version = "5.9.2"
 description = "Cross-platform lib for process and system monitoring in Python."
 category = "dev"
 optional = false
@@ -1285,15 +1322,15 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "pyflakes"
-version = "2.4.0"
+version = "2.5.0"
 description = "passive checker of Python programs"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "pyglet"
-version = "1.5.26"
+version = "1.5.27"
 description = "Cross-platform windowing and multimedia library"
 category = "main"
 optional = false
@@ -1301,12 +1338,15 @@ python-versions = "*"
 
 [[package]]
 name = "pygments"
-version = "2.12.0"
+version = "2.13.0"
 description = "Pygments is a syntax highlighting package written in Python."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 
+[package.extras]
+plugins = ["importlib-metadata"]
+
 [[package]]
 name = "pyparsing"
 version = "3.0.9"
@@ -1328,14 +1368,13 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "pytest"
-version = "7.1.2"
+version = "7.1.3"
 description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.dependencies]
-atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
 attrs = ">=19.2.0"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 iniconfig = "*"
@@ -1360,7 +1399,7 @@ six = ">=1.5"
 
 [[package]]
 name = "pytz"
-version = "2022.1"
+version = "2022.2.1"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
@@ -1368,11 +1407,11 @@ python-versions = "*"
 
 [[package]]
 name = "pywavelets"
-version = "1.3.0"
+version = "1.4.1"
 description = "PyWavelets, wavelet transform module"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
 numpy = ">=1.17.3"
@@ -1387,7 +1426,7 @@ python-versions = "*"
 
 [[package]]
 name = "pywinpty"
-version = "2.0.6"
+version = "2.0.8"
 description = "Pseudo terminal support for Windows from Python."
 category = "dev"
 optional = false
@@ -1403,7 +1442,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "pyzmq"
-version = "23.2.0"
+version = "24.0.1"
 description = "Python bindings for 0MQ"
 category = "dev"
 optional = false
@@ -1492,14 +1531,14 @@ tests = ["matplotlib (>=2.1.1)", "scikit-image (>=0.13)", "pandas (>=0.25.0)", "
 
 [[package]]
 name = "scipy"
-version = "1.8.1"
+version = "1.9.1"
 description = "SciPy: Scientific Library for Python"
 category = "main"
 optional = false
-python-versions = ">=3.8,<3.11"
+python-versions = ">=3.8,<3.12"
 
 [package.dependencies]
-numpy = ">=1.17.3,<1.25.0"
+numpy = ">=1.18.5,<1.25.0"
 
 [[package]]
 name = "send2trash"
@@ -1549,11 +1588,11 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "sniffio"
-version = "1.2.0"
+version = "1.3.0"
 description = "Sniff out which async library your code is running under"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 
 [[package]]
 name = "snowballstemmer"
@@ -1689,7 +1728,7 @@ test = ["pytest"]
 
 [[package]]
 name = "stack-data"
-version = "0.3.0"
+version = "0.5.0"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 category = "dev"
 optional = false
@@ -1701,7 +1740,7 @@ executing = "*"
 pure-eval = "*"
 
 [package.extras]
-tests = ["pytest", "typeguard", "pygments", "littleutils", "cython"]
+tests = ["cython", "littleutils", "pygments", "typeguard", "pytest"]
 
 [[package]]
 name = "tensorboardx"
@@ -1741,7 +1780,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "tifffile"
-version = "2022.5.4"
+version = "2022.8.12"
 description = "Read and write TIFF files"
 category = "main"
 optional = false
@@ -1751,7 +1790,7 @@ python-versions = ">=3.8"
 numpy = ">=1.19.2"
 
 [package.extras]
-all = ["imagecodecs (>=2021.11.20)", "matplotlib (>=3.3)", "lxml"]
+all = ["imagecodecs (>=2022.2.22)", "matplotlib (>=3.3)", "lxml"]
 
 [[package]]
 name = "tinycss2"
@@ -1834,7 +1873,7 @@ python-versions = ">= 3.7"
 
 [[package]]
 name = "tqdm"
-version = "4.64.0"
+version = "4.64.1"
 description = "Fast, Extensible Progress Meter"
 category = "main"
 optional = false
@@ -1851,7 +1890,7 @@ telegram = ["requests"]
 
 [[package]]
 name = "traitlets"
-version = "5.3.0"
+version = "5.4.0"
 description = ""
 category = "dev"
 optional = false
@@ -1870,7 +1909,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "urllib3"
-version = "1.26.10"
+version = "1.26.12"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "main"
 optional = false
@@ -1878,26 +1917,25 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*,
 
 [package.extras]
 brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
-secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
+secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "urllib3-secure-extra", "ipaddress"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.15.1"
+version = "20.16.5"
 description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = ">=3.6"
 
 [package.dependencies]
-distlib = ">=0.3.1,<1"
-filelock = ">=3.2,<4"
-platformdirs = ">=2,<3"
-six = ">=1.9.0,<2"
+distlib = ">=0.3.5,<1"
+filelock = ">=3.4.1,<4"
+platformdirs = ">=2.4,<3"
 
 [package.extras]
-docs = ["proselint (>=0.10.2)", "sphinx (>=3)", "sphinx-argparse (>=0.2.5)", "sphinx-rtd-theme (>=0.4.3)", "towncrier (>=21.3)"]
-testing = ["coverage (>=4)", "coverage-enable-subprocess (>=1)", "flaky (>=3)", "pytest (>=4)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.1)", "pytest-mock (>=2)", "pytest-randomly (>=1)", "pytest-timeout (>=1)", "packaging (>=20.0)"]
+docs = ["proselint (>=0.13)", "sphinx (>=5.1.1)", "sphinx-argparse (>=0.3.1)", "sphinx-rtd-theme (>=1)", "towncrier (>=21.9)"]
+testing = ["coverage (>=6.2)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=21.3)", "pytest (>=7.0.1)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.2)", "pytest-mock (>=3.6.1)", "pytest-randomly (>=3.10.3)", "pytest-timeout (>=2.1)"]
 
 [[package]]
 name = "wcwidth"
@@ -1917,16 +1955,16 @@ python-versions = "*"
 
 [[package]]
 name = "websocket-client"
-version = "1.3.3"
+version = "1.4.1"
 description = "WebSocket client for Python with low level API options"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["Sphinx (>=3.4)", "sphinx-rtd-theme (>=0.5)"]
-optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
+optional = ["wsaccel", "python-socks"]
+docs = ["sphinx-rtd-theme (>=0.5)", "Sphinx (>=3.4)"]
 
 [[package]]
 name = "zipp"
@@ -1943,7 +1981,7 @@ testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-
 [metadata]
 lock-version = "1.1"
 python-versions = ">=3.8,<3.11"
-content-hash = "f39ae7630304b0529e4d07900551bbe48e1a3be6b6b794d8d5565f4969cf1d14"
+content-hash = "970f565c71bcc9752a233a721f6f5da6c251ac792fb092a2e9bdfcaa8a212278"
 
 [metadata.files]
 alabaster = [
@@ -1985,18 +2023,9 @@ argon2-cffi-bindings = [
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 ]
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-]
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-]
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-]
+asttokens = []
+attrs = []
+autoflake = []
 babel = [
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@@ -2009,39 +2038,12 @@ beautifulsoup4 = [
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 urllib3 = []
-virtualenv = [
-    {file = "virtualenv-20.15.1-py2.py3-none-any.whl", hash = "sha256:b30aefac647e86af6d82bfc944c556f8f1a9c90427b2fb4e3bfbf338cb82becf"},
-    {file = "virtualenv-20.15.1.tar.gz", hash = "sha256:288171134a2ff3bfb1a2f54f119e77cd1b81c29fc1265a2356f3e8d14c7d58c4"},
-]
+virtualenv = []
 wcwidth = [
     {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
     {file = "wcwidth-0.2.5.tar.gz", hash = "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"},
@@ -3108,8 +2791,5 @@ webencodings = [
     {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
 ]
-websocket-client = [
-    {file = "websocket-client-1.3.3.tar.gz", hash = "sha256:d58c5f284d6a9bf8379dab423259fe8f85b70d5fa5d2916d5791a84594b122b1"},
-    {file = "websocket_client-1.3.3-py3-none-any.whl", hash = "sha256:5d55652dc1d0b3c734f044337d929aaf83f4f9138816ec680c1aefefb4dc4877"},
-]
+websocket-client = []
 zipp = []
diff --git a/pyproject.toml b/pyproject.toml
index 9b1e13a1..4da2548a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -32,7 +32,7 @@ foolbox = "^3.3.1"
 pytest = "^7.1.2"
 pre-commit = "^2.14.0"
 notebook = "^6.4.12"
-jupyterlab = "^3.1.9"
+jupyterlab = "^3.4.5"
 isort = "^5.9.3"
 black = "^22.3.0"
 autoflake = "^1.4"

From 8a233d2115089dc0bfe048a1fbbb8613f2e59a05 Mon Sep 17 00:00:00 2001
From: Hananel Hazan <Hananel@Hazan.org.il>
Date: Fri, 23 Sep 2022 11:19:44 -0400
Subject: [PATCH 3/9] update example params

---
 examples/mnist/batch_eth_mnist.py | 8 ++++----
 examples/mnist/eth_mnist.py       | 2 +-
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/examples/mnist/batch_eth_mnist.py b/examples/mnist/batch_eth_mnist.py
index e487b67b..6a57359a 100644
--- a/examples/mnist/batch_eth_mnist.py
+++ b/examples/mnist/batch_eth_mnist.py
@@ -28,7 +28,7 @@
 parser.add_argument("--seed", type=int, default=0)
 parser.add_argument("--n_neurons", type=int, default=100)
 parser.add_argument("--batch_size", type=int, default=32)
-parser.add_argument("--n_epochs", type=int, default=2)
+parser.add_argument("--n_epochs", type=int, default=1)
 parser.add_argument("--n_test", type=int, default=10000)
 parser.add_argument("--n_train", type=int, default=60000)
 parser.add_argument("--n_workers", type=int, default=-1)
@@ -36,15 +36,15 @@
 parser.add_argument("--exc", type=float, default=22.5)
 parser.add_argument("--inh", type=float, default=120)
 parser.add_argument("--theta_plus", type=float, default=0.05)
-parser.add_argument("--time", type=int, default=250)
+parser.add_argument("--time", type=int, default=100)
 parser.add_argument("--dt", type=int, default=1.0)
-parser.add_argument("--intensity", type=float, default=64)
+parser.add_argument("--intensity", type=float, default=128)
 parser.add_argument("--progress_interval", type=int, default=10)
 parser.add_argument("--train", dest="train", action="store_true")
 parser.add_argument("--test", dest="train", action="store_false")
 parser.add_argument("--plot", dest="plot", action="store_true")
 parser.add_argument("--gpu", dest="gpu", action="store_true")
-parser.set_defaults(plot=False, gpu=True)
+parser.set_defaults(plot=True, gpu=True)
 
 args = parser.parse_args()
 
diff --git a/examples/mnist/eth_mnist.py b/examples/mnist/eth_mnist.py
index 0bda5d58..5dfd1bbe 100644
--- a/examples/mnist/eth_mnist.py
+++ b/examples/mnist/eth_mnist.py
@@ -42,7 +42,7 @@
 parser.add_argument("--test", dest="train", action="store_false")
 parser.add_argument("--plot", dest="plot", action="store_true")
 parser.add_argument("--gpu", dest="gpu", action="store_true")
-parser.set_defaults(plot=False, gpu=True)
+parser.set_defaults(plot=True, gpu=True)
 
 args = parser.parse_args()
 

From db43e1fa56ad94c9202f7fb53425319bd82821ef Mon Sep 17 00:00:00 2001
From: Hananel Hazan <Hananel@Hazan.org.il>
Date: Mon, 3 Oct 2022 12:34:08 -0400
Subject: [PATCH 4/9] poetry update

---
 poetry.lock | 60 ++++++++++++++++++++++++-----------------------------
 1 file changed, 27 insertions(+), 33 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 9fba3ef3..7d8360a4 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -176,7 +176,7 @@ dev = ["build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "pip-tools (=
 
 [[package]]
 name = "certifi"
-version = "2022.9.14"
+version = "2022.9.24"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
@@ -338,12 +338,15 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "executing"
-version = "1.0.0"
+version = "1.1.0"
 description = "Get the currently executing AST node of a frame, and other information"
 category = "dev"
 optional = false
 python-versions = "*"
 
+[package.extras]
+tests = ["rich", "littleutils", "pytest", "asttokens"]
+
 [[package]]
 name = "fastjsonschema"
 version = "2.16.2"
@@ -369,7 +372,7 @@ docs = ["sphinx-autodoc-typehints (>=1.19.1)", "sphinx (>=5.1.1)", "furo (>=2022
 
 [[package]]
 name = "fonttools"
-version = "4.37.3"
+version = "4.37.4"
 description = "Tools to manipulate font files"
 category = "main"
 optional = false
@@ -488,7 +491,7 @@ all = ["matplotlib (>=3.2)", "tifffile (>=2021.1.11)", "numcodecs"]
 
 [[package]]
 name = "imageio"
-version = "2.22.0"
+version = "2.22.1"
 description = "Library for reading and writing a wide range of image, video, scientific, and volumetric data formats."
 category = "main"
 optional = false
@@ -525,7 +528,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "importlib-metadata"
-version = "4.12.0"
+version = "5.0.0"
 description = "Read metadata from Python packages"
 category = "dev"
 optional = false
@@ -535,9 +538,9 @@ python-versions = ">=3.7"
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+docs = ["sphinx (>=3.5)", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "furo", "jaraco.tidelift (>=1.4)"]
 perf = ["ipython"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "flake8 (<5)", "pytest-cov", "pytest-enabler (>=1.3)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
 
 [[package]]
 name = "importlib-resources"
@@ -564,7 +567,7 @@ python-versions = "*"
 
 [[package]]
 name = "ipykernel"
-version = "6.15.3"
+version = "6.16.0"
 description = "IPython Kernel for Jupyter"
 category = "dev"
 optional = false
@@ -747,7 +750,7 @@ test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-server"
-version = "1.18.1"
+version = "1.19.1"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 category = "dev"
 optional = false
@@ -808,7 +811,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.15.1"
+version = "2.15.2"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 category = "dev"
 optional = false
@@ -826,7 +829,7 @@ requests = "*"
 
 [package.extras]
 openapi = ["openapi-core (>=0.14.2)", "ruamel-yaml"]
-test = ["codecov", "ipykernel", "jupyter-server", "openapi-core (>=0.14.2)", "openapi-spec-validator (<0.5)", "pytest-console-scripts", "pytest-cov", "pytest (>=5.3.2)", "ruamel-yaml", "strict-rfc3339"]
+test = ["codecov", "ipykernel", "jupyter-server", "openapi-core (>=0.14.2,<0.15.0)", "openapi-spec-validator (<0.5)", "pytest-console-scripts", "pytest-cov", "pytest (>=5.3.2)", "ruamel-yaml", "strict-rfc3339"]
 
 [[package]]
 name = "kiwisolver"
@@ -907,7 +910,7 @@ python-versions = "*"
 
 [[package]]
 name = "nbclassic"
-version = "0.4.3"
+version = "0.4.4"
 description = "A web-based notebook environment for interactive computing"
 category = "dev"
 optional = false
@@ -933,9 +936,9 @@ tornado = ">=6.1"
 traitlets = ">=4.2.1"
 
 [package.extras]
-docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"]
+test = ["requests-unixsocket", "pytest-tornasync", "pytest-cov", "selenium (==4.1.5)", "nbval", "testpath", "requests", "coverage", "pytest"]
 json-logging = ["json-logging"]
-test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium (==4.1.5)", "pytest-cov", "pytest-tornasync", "requests-unixsocket"]
+docs = ["myst-parser", "sphinx-rtd-theme", "sphinxcontrib-github-alt", "nbsphinx", "sphinx"]
 
 [[package]]
 name = "nbclient"
@@ -993,7 +996,7 @@ webpdf = ["pyppeteer (>=1,<1.1)"]
 
 [[package]]
 name = "nbformat"
-version = "5.6.0"
+version = "5.6.1"
 description = "The Jupyter Notebook format"
 category = "dev"
 optional = false
@@ -1010,7 +1013,7 @@ test = ["check-manifest", "pep440", "pre-commit", "pytest", "testpath"]
 
 [[package]]
 name = "nest-asyncio"
-version = "1.5.5"
+version = "1.5.6"
 description = "Patch asyncio to allow nested event loops"
 category = "dev"
 optional = false
@@ -1018,7 +1021,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "networkx"
-version = "2.8.6"
+version = "2.8.7"
 description = "Python package for creating and manipulating graphs and networks"
 category = "main"
 optional = false
@@ -1026,7 +1029,7 @@ python-versions = ">=3.8"
 
 [package.extras]
 default = ["numpy (>=1.19)", "scipy (>=1.8)", "matplotlib (>=3.4)", "pandas (>=1.3)"]
-developer = ["pre-commit (>=2.20)", "mypy (>=0.961)"]
+developer = ["pre-commit (>=2.20)", "mypy (>=0.981)"]
 doc = ["sphinx (>=5)", "pydata-sphinx-theme (>=0.9)", "sphinx-gallery (>=0.10)", "numpydoc (>=1.4)", "pillow (>=9.1)", "nb2plots (>=0.6)", "texext (>=0.6.6)"]
 extra = ["lxml (>=4.6)", "pygraphviz (>=1.9)", "pydot (>=1.4.2)", "sympy (>=1.10)"]
 test = ["pytest (>=7.1)", "pytest-cov (>=3.0)", "codecov (>=2.1)"]
@@ -1399,7 +1402,7 @@ six = ">=1.5"
 
 [[package]]
 name = "pytz"
-version = "2022.2.1"
+version = "2022.4"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
@@ -1728,7 +1731,7 @@ test = ["pytest"]
 
 [[package]]
 name = "stack-data"
-version = "0.5.0"
+version = "0.5.1"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 category = "dev"
 optional = false
@@ -1756,7 +1759,7 @@ protobuf = ">=3.8.0,<=3.20.1"
 
 [[package]]
 name = "terminado"
-version = "0.15.0"
+version = "0.16.0"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
 category = "dev"
 optional = false
@@ -2202,10 +2205,7 @@ imagesize = [
     {file = "imagesize-1.4.1-py2.py3-none-any.whl", hash = "sha256:0d8d18d08f840c19d0ee7ca1fd82490fdc3729b7ac93f49870406ddde8ef8d8b"},
     {file = "imagesize-1.4.1.tar.gz", hash = "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a"},
 ]
-importlib-metadata = [
-    {file = "importlib_metadata-4.12.0-py3-none-any.whl", hash = "sha256:7401a975809ea1fdc658c3aa4f78cc2195a0e019c5cbc4c06122884e9ae80c23"},
-    {file = "importlib_metadata-4.12.0.tar.gz", hash = "sha256:637245b8bab2b6502fcbc752cc4b7a6f6243bb02b31c5c26156ad103d3d45670"},
-]
+importlib-metadata = []
 importlib-resources = []
 iniconfig = [
     {file = "iniconfig-1.1.1-py2.py3-none-any.whl", hash = "sha256:011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3"},
@@ -2296,10 +2296,7 @@ nbclassic = []
 nbclient = []
 nbconvert = []
 nbformat = []
-nest-asyncio = [
-    {file = "nest_asyncio-1.5.5-py3-none-any.whl", hash = "sha256:b98e3ec1b246135e4642eceffa5a6c23a3ab12c82ff816a92c612d68205813b2"},
-    {file = "nest_asyncio-1.5.5.tar.gz", hash = "sha256:e442291cd942698be619823a17a86a5759eabe1f8613084790de189fe9e16d65"},
-]
+nest-asyncio = []
 networkx = []
 nodeenv = [
     {file = "nodeenv-1.7.0-py2.py3-none-any.whl", hash = "sha256:27083a7b96a25f2f5e1d8cb4b6317ee8aeda3bdd121394e5ac54e498028a042e"},
@@ -2677,10 +2674,7 @@ tensorboardx = [
     {file = "tensorboardX-2.5.1-py2.py3-none-any.whl", hash = "sha256:8808133ccca673cd04076f6f2a85cf2d39bb2d0393a0f20d0f9cbb06d472b57e"},
     {file = "tensorboardX-2.5.1.tar.gz", hash = "sha256:ea85a3446f22ce8a917fe4fa4d8a7a96222ef84ac835267d038c34bb99f6d61b"},
 ]
-terminado = [
-    {file = "terminado-0.15.0-py3-none-any.whl", hash = "sha256:0d5f126fbfdb5887b25ae7d9d07b0d716b1cc0ccaacc71c1f3c14d228e065197"},
-    {file = "terminado-0.15.0.tar.gz", hash = "sha256:ab4eeedccfcc1e6134bfee86106af90852c69d602884ea3a1e8ca6d4486e9bfe"},
-]
+terminado = []
 threadpoolctl = [
     {file = "threadpoolctl-3.1.0-py3-none-any.whl", hash = "sha256:8b99adda265feb6773280df41eece7b2e6561b772d21ffd52e372f999024907b"},
     {file = "threadpoolctl-3.1.0.tar.gz", hash = "sha256:a335baacfaa4400ae1f0d8e3a58d6674d2f8828e3716bb2802c44955ad391380"},

From deee206c43b18f5fe01e51cc58f84522f0757659 Mon Sep 17 00:00:00 2001
From: Hananel Hazan <Hananel@Hazan.org.il>
Date: Wed, 2 Nov 2022 08:27:48 -0400
Subject: [PATCH 5/9] requirements update

---
 poetry.lock | 2684 +++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 2684 insertions(+)
 create mode 100644 poetry.lock

diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 00000000..ab043504
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,2684 @@
+[[package]]
+name = "alabaster"
+version = "0.7.12"
+description = "A configurable sidebar-enabled Sphinx theme"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "anyio"
+version = "3.6.2"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+category = "dev"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+idna = ">=2.8"
+sniffio = ">=1.1"
+
+[package.extras]
+doc = ["packaging", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
+test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
+trio = ["trio (>=0.16,<0.22)"]
+
+[[package]]
+name = "appnope"
+version = "0.1.3"
+description = "Disable App Nap on macOS >= 10.9"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "argon2-cffi"
+version = "21.3.0"
+description = "The secure Argon2 password hashing algorithm."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+argon2-cffi-bindings = "*"
+
+[package.extras]
+dev = ["pre-commit", "cogapp", "tomli", "coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "sphinx-notfound-page", "furo"]
+docs = ["sphinx", "sphinx-notfound-page", "furo"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
+
+[[package]]
+name = "argon2-cffi-bindings"
+version = "21.2.0"
+description = "Low-level CFFI bindings for Argon2"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = ">=1.0.1"
+
+[package.extras]
+dev = ["pytest", "cogapp", "pre-commit", "wheel"]
+tests = ["pytest"]
+
+[[package]]
+name = "asttokens"
+version = "2.1.0"
+description = "Annotate AST trees with source code positions"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
+[package.extras]
+test = ["astroid (<=2.5.3)", "pytest"]
+
+[[package]]
+name = "attrs"
+version = "22.1.0"
+description = "Classes Without Boilerplate"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[package.extras]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
+docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "cloudpickle"]
+
+[[package]]
+name = "autoflake"
+version = "1.7.7"
+description = "Removes unused imports and unused variables"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+pyflakes = ">=1.1.0"
+tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
+
+[[package]]
+name = "babel"
+version = "2.11.0"
+description = "Internationalization utilities"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+pytz = ">=2015.7"
+
+[[package]]
+name = "backcall"
+version = "0.2.0"
+description = "Specifications for callback functions passed in to an API"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "beautifulsoup4"
+version = "4.11.1"
+description = "Screen-scraping library"
+category = "dev"
+optional = false
+python-versions = ">=3.6.0"
+
+[package.dependencies]
+soupsieve = ">1.2"
+
+[package.extras]
+html5lib = ["html5lib"]
+lxml = ["lxml"]
+
+[[package]]
+name = "black"
+version = "22.10.0"
+description = "The uncompromising code formatter."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+click = ">=8.0.0"
+mypy-extensions = ">=0.4.3"
+pathspec = ">=0.9.0"
+platformdirs = ">=2"
+tomli = {version = ">=1.1.0", markers = "python_full_version < \"3.11.0a7\""}
+typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+colorama = ["colorama (>=0.4.3)"]
+d = ["aiohttp (>=3.7.4)"]
+jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
+uvloop = ["uvloop (>=0.15.2)"]
+
+[[package]]
+name = "bleach"
+version = "5.0.1"
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+]
+tqdm = []
+traitlets = []
+typing-extensions = []
+urllib3 = []
+virtualenv = []
+wcwidth = [
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+    {file = "wcwidth-0.2.5.tar.gz", hash = "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"},
+]
+webencodings = [
+    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
+    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
+]
+websocket-client = []
+zipp = []

From 2348b5ade206ceaf5f5e4d168e9d55ad013188c9 Mon Sep 17 00:00:00 2001
From: Hananel Hazan <Hananel@Hazan.org.il>
Date: Wed, 9 Nov 2022 13:06:13 -0500
Subject: [PATCH 6/9] poerty update

---
 poetry.lock | 69 ++++++++++++++++++++---------------------------------
 1 file changed, 26 insertions(+), 43 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index ab043504..3aa3dc7c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -338,7 +338,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "exceptiongroup"
-version = "1.0.0"
+version = "1.0.1"
 description = "Backport of PEP 654 (exception groups)"
 category = "dev"
 optional = false
@@ -502,7 +502,7 @@ all = ["matplotlib (>=3.2)", "tifffile (>=2021.1.11)", "numcodecs"]
 
 [[package]]
 name = "imageio"
-version = "2.22.3"
+version = "2.22.4"
 description = "Library for reading and writing a wide range of image, video, scientific, and volumetric data formats."
 category = "main"
 optional = false
@@ -578,7 +578,7 @@ python-versions = "*"
 
 [[package]]
 name = "ipykernel"
-version = "6.17.0"
+version = "6.17.1"
 description = "IPython Kernel for Jupyter"
 category = "dev"
 optional = false
@@ -747,13 +747,14 @@ test = ["codecov", "coverage", "ipykernel (>=6.12)", "ipython", "mypy", "pre-com
 
 [[package]]
 name = "jupyter-core"
-version = "4.11.2"
+version = "5.0.0"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
+platformdirs = "*"
 pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
 traitlets = "*"
 
@@ -762,8 +763,8 @@ test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-server"
-version = "1.21.0"
-description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
+version = "1.23.1"
+description = "=?utf-8?q?The_backend=E2=80=94i=2Ee=2E_core_services=2C_APIs=2C_and_REST_endpoints=E2=80=94to_Jupyter_web_applications=2E?="
 category = "dev"
 optional = false
 python-versions = ">=3.7"
@@ -862,7 +863,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "matplotlib"
-version = "3.6.1"
+version = "3.6.2"
 description = "Python plotting package"
 category = "main"
 optional = false
@@ -909,7 +910,7 @@ python-versions = "*"
 
 [[package]]
 name = "nbclassic"
-version = "0.4.7"
+version = "0.4.8"
 description = "A web-based notebook environment for interactive computing"
 category = "dev"
 optional = false
@@ -937,7 +938,7 @@ traitlets = ">=4.2.1"
 [package.extras]
 docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"]
 json-logging = ["json-logging"]
-test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium (==4.1.5)", "pytest-cov", "pytest-tornasync", "requests-unixsocket"]
+test = ["pytest", "coverage", "requests", "testpath", "nbval", "pytest-playwright", "pytest-cov", "pytest-tornasync", "requests-unixsocket"]
 
 [[package]]
 name = "nbclient"
@@ -959,7 +960,7 @@ test = ["black", "check-manifest", "flake8", "ipykernel", "ipython", "ipywidgets
 
 [[package]]
 name = "nbconvert"
-version = "7.2.3"
+version = "7.2.4"
 description = "Converting Jupyter Notebooks"
 category = "dev"
 optional = false
@@ -1073,7 +1074,7 @@ test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium (==4.1.
 
 [[package]]
 name = "notebook-shim"
-version = "0.2.0"
+version = "0.2.2"
 description = "A shim layer for notebook traits and config"
 category = "dev"
 optional = false
@@ -1208,15 +1209,15 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "platformdirs"
-version = "2.5.2"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "2.5.3"
+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"
 
 [package.extras]
-docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)", "sphinx (>=4)"]
-test = ["appdirs (==1.4.4)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)", "pytest (>=6)"]
+docs = ["furo (>=2022.9.29)", "proselint (>=0.13)", "sphinx-autodoc-typehints (>=1.19.4)", "sphinx (>=5.3)"]
+test = ["appdirs (==1.4.4)", "pytest-cov (>=4)", "pytest-mock (>=3.10)", "pytest (>=7.2)"]
 
 [[package]]
 name = "pluggy"
@@ -1259,7 +1260,7 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.31"
+version = "3.0.32"
 description = "Library for building powerful interactive command lines in Python"
 category = "dev"
 optional = false
@@ -1278,7 +1279,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "psutil"
-version = "5.9.3"
+version = "5.9.4"
 description = "Cross-platform lib for process and system monitoring in Python."
 category = "dev"
 optional = false
@@ -1362,7 +1363,7 @@ diagrams = ["railroad-diagrams", "jinja2"]
 
 [[package]]
 name = "pyrsistent"
-version = "0.19.1"
+version = "0.19.2"
 description = "Persistent/Functional/Immutable data structures"
 category = "dev"
 optional = false
@@ -1420,7 +1421,7 @@ numpy = ">=1.17.3"
 
 [[package]]
 name = "pywin32"
-version = "304"
+version = "305"
 description = "Python for Window Extensions"
 category = "dev"
 optional = false
@@ -1964,16 +1965,16 @@ python-versions = "*"
 
 [[package]]
 name = "websocket-client"
-version = "1.4.1"
+version = "1.4.2"
 description = "WebSocket client for Python with low level API options"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
+docs = ["Sphinx (>=3.4)", "sphinx-rtd-theme (>=0.5)"]
+optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
-optional = ["wsaccel", "python-socks"]
-docs = ["sphinx-rtd-theme (>=0.5)", "Sphinx (>=3.4)"]
 
 [[package]]
 name = "zipp"
@@ -2329,10 +2330,7 @@ pickleshare = [
 ]
 pillow = []
 pkgutil-resolve-name = []
-platformdirs = [
-    {file = "platformdirs-2.5.2-py3-none-any.whl", hash = "sha256:027d8e83a2d7de06bbac4e5ef7e023c02b863d7ea5d079477e722bb41ab25788"},
-    {file = "platformdirs-2.5.2.tar.gz", hash = "sha256:58c8abb07dcb441e6ee4b11d8df0ac856038f944ab98b7be6b27b2a3c7feef19"},
-]
+platformdirs = []
 pluggy = [
     {file = "pluggy-1.0.0-py2.py3-none-any.whl", hash = "sha256:74134bbf457f031a36d68416e1509f34bd5ccc019f0bcc952c7b909d06b37bd3"},
     {file = "pluggy-1.0.0.tar.gz", hash = "sha256:4224373bacce55f955a878bf9cfa763c1e360858e330072059e10bad68531159"},
@@ -2398,22 +2396,7 @@ python-dateutil = [
 ]
 pytz = []
 pywavelets = []
-pywin32 = [
-    {file = "pywin32-304-cp310-cp310-win32.whl", hash = "sha256:3c7bacf5e24298c86314f03fa20e16558a4e4138fc34615d7de4070c23e65af3"},
-    {file = "pywin32-304-cp310-cp310-win_amd64.whl", hash = "sha256:4f32145913a2447736dad62495199a8e280a77a0ca662daa2332acf849f0be48"},
-    {file = "pywin32-304-cp310-cp310-win_arm64.whl", hash = "sha256:d3ee45adff48e0551d1aa60d2ec066fec006083b791f5c3527c40cd8aefac71f"},
-    {file = "pywin32-304-cp311-cp311-win32.whl", hash = "sha256:30c53d6ce44c12a316a06c153ea74152d3b1342610f1b99d40ba2795e5af0269"},
-    {file = "pywin32-304-cp311-cp311-win_amd64.whl", hash = "sha256:7ffa0c0fa4ae4077e8b8aa73800540ef8c24530057768c3ac57c609f99a14fd4"},
-    {file = "pywin32-304-cp311-cp311-win_arm64.whl", hash = "sha256:cbbe34dad39bdbaa2889a424d28752f1b4971939b14b1bb48cbf0182a3bcfc43"},
-    {file = "pywin32-304-cp36-cp36m-win32.whl", hash = "sha256:be253e7b14bc601718f014d2832e4c18a5b023cbe72db826da63df76b77507a1"},
-    {file = "pywin32-304-cp36-cp36m-win_amd64.whl", hash = "sha256:de9827c23321dcf43d2f288f09f3b6d772fee11e809015bdae9e69fe13213988"},
-    {file = "pywin32-304-cp37-cp37m-win32.whl", hash = "sha256:f64c0377cf01b61bd5e76c25e1480ca8ab3b73f0c4add50538d332afdf8f69c5"},
-    {file = "pywin32-304-cp37-cp37m-win_amd64.whl", hash = "sha256:bb2ea2aa81e96eee6a6b79d87e1d1648d3f8b87f9a64499e0b92b30d141e76df"},
-    {file = "pywin32-304-cp38-cp38-win32.whl", hash = "sha256:94037b5259701988954931333aafd39cf897e990852115656b014ce72e052e96"},
-    {file = "pywin32-304-cp38-cp38-win_amd64.whl", hash = "sha256:ead865a2e179b30fb717831f73cf4373401fc62fbc3455a0889a7ddac848f83e"},
-    {file = "pywin32-304-cp39-cp39-win32.whl", hash = "sha256:25746d841201fd9f96b648a248f731c1dec851c9a08b8e33da8b56148e4c65cc"},
-    {file = "pywin32-304-cp39-cp39-win_amd64.whl", hash = "sha256:d24a3382f013b21aa24a5cfbfad5a2cd9926610c0affde3e8ab5b3d7dbcf4ac9"},
-]
+pywin32 = []
 pywinpty = []
 pyyaml = [
     {file = "PyYAML-6.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d4db7c7aef085872ef65a8fd7d6d09a14ae91f691dec3e87ee5ee0539d516f53"},

From 52e83a0ebacb89ac51d731127d7ec4ebc4ce277b Mon Sep 17 00:00:00 2001
From: Hananel Hazan <Hananel@Hazan.org.il>
Date: Thu, 10 Nov 2022 15:05:03 -0500
Subject: [PATCH 7/9] poetry update

---
 poetry.lock | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/poetry.lock b/poetry.lock
index 3aa3dc7c..2a2e5905 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -726,7 +726,7 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jupyter-client"
-version = "7.4.4"
+version = "7.4.5"
 description = "Jupyter protocol implementation and client libraries"
 category = "dev"
 optional = false

From d04acf5ad4cbe0f5c773225c6ce4e0cea6e327ff Mon Sep 17 00:00:00 2001
From: Hananel Hazan <Hananel@Hazan.org.il>
Date: Fri, 11 Nov 2022 10:59:07 -0500
Subject: [PATCH 8/9] poetry update

---
 poetry.lock | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 2a2e5905..87dbfcd0 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -824,7 +824,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.16.2"
+version = "2.16.3"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 category = "dev"
 optional = false
@@ -843,7 +843,7 @@ requests = "*"
 [package.extras]
 docs = ["autodoc-traits", "docutils (<0.19)", "jinja2 (<3.1.0)", "mistune (<1)", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinxcontrib-openapi"]
 openapi = ["openapi-core (>=0.14.2)", "ruamel-yaml"]
-test = ["codecov", "ipykernel", "jupyter-server", "openapi-core (>=0.14.2,<0.15.0)", "openapi-spec-validator (<0.5)", "pytest-console-scripts", "pytest-cov", "pytest (>=7.0)", "ruamel-yaml", "strict-rfc3339"]
+test = ["codecov", "ipykernel", "jupyter-server", "openapi-core (>=0.14.2,<0.15.0)", "openapi-spec-validator (<0.5)", "pytest-console-scripts", "pytest-cov", "pytest (>=7.0)", "requests-mock", "ruamel-yaml", "strict-rfc3339"]
 
 [[package]]
 name = "kiwisolver"

From a6af3ae9112eb9d7120c549a723a383e1c868257 Mon Sep 17 00:00:00 2001
From: Hananel Hazan <hananel@hazan.org.il>
Date: Tue, 15 Nov 2022 17:22:21 -0500
Subject: [PATCH 9/9] pytorch and poetry update

---
 poetry.lock    | 1379 +++++++++++++++++++++++++++++++++++++++---------
 pyproject.toml |    6 +-
 2 files changed, 1134 insertions(+), 251 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 87dbfcd0..de82d92d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -19,8 +19,8 @@ idna = ">=2.8"
 sniffio = ">=1.1"
 
 [package.extras]
-doc = ["packaging", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
-test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
+doc = ["packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["contextlib2", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (<0.15)", "uvloop (>=0.15)"]
 trio = ["trio (>=0.16,<0.22)"]
 
 [[package]]
@@ -43,8 +43,8 @@ python-versions = ">=3.6"
 argon2-cffi-bindings = "*"
 
 [package.extras]
-dev = ["pre-commit", "cogapp", "tomli", "coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "sphinx-notfound-page", "furo"]
-docs = ["sphinx", "sphinx-notfound-page", "furo"]
+dev = ["cogapp", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "pre-commit", "pytest", "sphinx", "sphinx-notfound-page", "tomli"]
+docs = ["furo", "sphinx", "sphinx-notfound-page"]
 tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
 
 [[package]]
@@ -59,7 +59,7 @@ python-versions = ">=3.6"
 cffi = ">=1.0.1"
 
 [package.extras]
-dev = ["pytest", "cogapp", "pre-commit", "wheel"]
+dev = ["cogapp", "pre-commit", "pytest", "wheel"]
 tests = ["pytest"]
 
 [[package]]
@@ -85,10 +85,10 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
-docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "cloudpickle"]
+dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
+docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
+tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"]
+tests-no-zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "autoflake"
@@ -172,7 +172,7 @@ webencodings = "*"
 
 [package.extras]
 css = ["tinycss2 (>=1.1.0,<1.2)"]
-dev = ["build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "pip-tools (==6.6.2)", "pytest (==7.1.2)", "Sphinx (==4.3.2)", "tox (==3.25.0)", "twine (==4.0.1)", "wheel (==0.37.1)", "black (==22.3.0)", "mypy (==0.961)"]
+dev = ["Sphinx (==4.3.2)", "black (==22.3.0)", "build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "mypy (==0.961)", "pip-tools (==6.6.2)", "pytest (==7.1.2)", "tox (==3.25.0)", "twine (==4.0.1)", "wheel (==0.37.1)"]
 
 [[package]]
 name = "certifi"
@@ -210,7 +210,7 @@ optional = false
 python-versions = ">=3.6.0"
 
 [package.extras]
-unicode_backport = ["unicodedata2"]
+unicode-backport = ["unicodedata2"]
 
 [[package]]
 name = "click"
@@ -245,9 +245,9 @@ numpy = ">=1.16"
 [package.extras]
 bokeh = ["bokeh", "selenium"]
 docs = ["docutils (<0.18)", "sphinx (<=5.2.0)", "sphinx-rtd-theme"]
-test = ["pytest", "matplotlib", "pillow", "flake8", "isort"]
+test = ["Pillow", "flake8", "isort", "matplotlib", "pytest"]
 test-minimal = ["pytest"]
-test-no-codebase = ["pytest", "matplotlib", "pillow"]
+test-no-codebase = ["Pillow", "matplotlib", "pytest"]
 
 [[package]]
 name = "cycler"
@@ -338,7 +338,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "exceptiongroup"
-version = "1.0.1"
+version = "1.0.4"
 description = "Backport of PEP 654 (exception groups)"
 category = "dev"
 optional = false
@@ -356,7 +356,7 @@ optional = false
 python-versions = "*"
 
 [package.extras]
-tests = ["asttokens", "pytest", "littleutils", "rich"]
+tests = ["asttokens", "littleutils", "pytest", "rich"]
 
 [[package]]
 name = "fastjsonschema"
@@ -367,7 +367,7 @@ optional = false
 python-versions = "*"
 
 [package.extras]
-devel = ["colorama", "jsonschema", "json-spec", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
+devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
 
 [[package]]
 name = "filelock"
@@ -378,8 +378,8 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-testing = ["pytest-timeout (>=2.1)", "pytest-cov (>=3)", "pytest (>=7.1.2)", "coverage (>=6.4.2)", "covdefaults (>=2.2)"]
-docs = ["sphinx-autodoc-typehints (>=1.19.1)", "sphinx (>=5.1.1)", "furo (>=2022.6.21)"]
+docs = ["furo (>=2022.6.21)", "sphinx (>=5.1.1)", "sphinx-autodoc-typehints (>=1.19.1)"]
+testing = ["covdefaults (>=2.2)", "coverage (>=6.4.2)", "pytest (>=7.1.2)", "pytest-cov (>=3)", "pytest-timeout (>=2.1)"]
 
 [[package]]
 name = "fonttools"
@@ -390,9 +390,9 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "uharfbuzz (>=0.23.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=14.0.0)", "xattr"]
+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 (>=14.0.0)", "xattr", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["scipy", "munkres"]
+interpolatable = ["munkres", "scipy"]
 lxml = ["lxml (>=4.0,<5)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
@@ -401,7 +401,7 @@ symfont = ["sympy"]
 type1 = ["xattr"]
 ufo = ["fs (>=2.2.0,<3)"]
 unicode = ["unicodedata2 (>=14.0.0)"]
-woff = ["zopfli (>=0.1.4)", "brotlicffi (>=0.8.0)", "brotli (>=1.0.1)"]
+woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
 [[package]]
 name = "foolbox"
@@ -417,6 +417,7 @@ GitPython = ">=3.0.7"
 numpy = "*"
 requests = ">=2.24.0"
 scipy = "*"
+setuptools = "*"
 typing-extensions = ">=3.7.4.1"
 
 [package.extras]
@@ -460,12 +461,12 @@ scipy = "*"
 six = "*"
 
 [package.extras]
-all = ["box2d-py (>=2.3.5)", "mujoco_py (>=1.50)", "imageio", "pyopengl", "atari_py (>=0.1.4)", "pillow", "pyopengl", "mujoco_py (>=1.50)", "imageio"]
-atari = ["atari_py (>=0.1.4)", "pillow", "pyopengl"]
+all = ["Pillow", "PyOpenGL", "PyOpenGL", "atari_py (>=0.1.4)", "box2d-py (>=2.3.5)", "imageio", "imageio", "mujoco_py (>=1.50)", "mujoco_py (>=1.50)"]
+atari = ["Pillow", "PyOpenGL", "atari_py (>=0.1.4)"]
 box2d = ["box2d-py (>=2.3.5)"]
-classic_control = ["pyopengl"]
-mujoco = ["mujoco_py (>=1.50)", "imageio"]
-robotics = ["mujoco_py (>=1.50)", "imageio"]
+classic-control = ["PyOpenGL"]
+mujoco = ["imageio", "mujoco_py (>=1.50)"]
+robotics = ["imageio", "mujoco_py (>=1.50)"]
 
 [[package]]
 name = "identify"
@@ -498,7 +499,7 @@ python-versions = ">=3.7"
 numpy = ">=1.16.5"
 
 [package.extras]
-all = ["matplotlib (>=3.2)", "tifffile (>=2021.1.11)", "numcodecs"]
+all = ["matplotlib (>=3.2)", "numcodecs", "tifffile (>=2021.1.11)"]
 
 [[package]]
 name = "imageio"
@@ -516,17 +517,17 @@ pillow = ">=8.3.2"
 all-plugins = ["astropy", "av (!=10.0.0)", "imageio-ffmpeg", "opencv-python", "psutil", "tifffile"]
 all-plugins-pypy = ["av (!=10.0.0)", "imageio-ffmpeg", "psutil", "tifffile"]
 build = ["wheel"]
-dev = ["invoke", "pytest", "pytest-cov", "fsspec", "black", "flake8"]
-docs = ["sphinx", "numpydoc", "pydata-sphinx-theme"]
+dev = ["black", "flake8", "fsspec[github]", "invoke", "pytest", "pytest-cov"]
+docs = ["numpydoc", "pydata-sphinx-theme", "sphinx"]
 ffmpeg = ["imageio-ffmpeg", "psutil"]
 fits = ["astropy"]
-full = ["astropy", "av (!=10.0.0)", "black", "flake8", "fsspec", "gdal", "imageio-ffmpeg", "invoke", "itk", "numpydoc", "opencv-python", "psutil", "pydata-sphinx-theme", "pytest", "pytest-cov", "sphinx", "tifffile", "wheel"]
+full = ["astropy", "av (!=10.0.0)", "black", "flake8", "fsspec[github]", "gdal", "imageio-ffmpeg", "invoke", "itk", "numpydoc", "opencv-python", "psutil", "pydata-sphinx-theme", "pytest", "pytest-cov", "sphinx", "tifffile", "wheel"]
 gdal = ["gdal"]
 itk = ["itk"]
 linting = ["black", "flake8"]
 opencv = ["opencv-python"]
 pyav = ["av (!=10.0.0)"]
-test = ["invoke", "pytest", "pytest-cov", "fsspec"]
+test = ["fsspec[github]", "invoke", "pytest", "pytest-cov"]
 tifffile = ["tifffile"]
 
 [[package]]
@@ -549,9 +550,9 @@ python-versions = ">=3.7"
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx (>=3.5)", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "furo", "jaraco.tidelift (>=1.4)"]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
 perf = ["ipython"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "flake8 (<5)", "pytest-cov", "pytest-enabler (>=1.3)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
+testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "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 (>=0.9.2)"]
 
 [[package]]
 name = "importlib-resources"
@@ -565,8 +566,8 @@ python-versions = ">=3.7"
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
-docs = ["sphinx (>=3.5)", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "furo", "jaraco.tidelift (>=1.4)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "flake8 (<5)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
+testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
 [[package]]
 name = "iniconfig"
@@ -599,7 +600,7 @@ traitlets = ">=5.1.0"
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinxcontrib-github-alt"]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest-cov", "pytest-timeout", "pytest (>=7.0)"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
@@ -624,9 +625,9 @@ stack-data = "*"
 traitlets = ">=5"
 
 [package.extras]
-all = ["black", "ipykernel", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "docrepr", "matplotlib", "stack-data", "pytest (<7)", "typing-extensions", "pytest (<7.1)", "pytest-asyncio", "testpath", "nbconvert", "nbformat", "ipywidgets", "notebook", "ipyparallel", "qtconsole", "curio", "matplotlib (!=3.2.0)", "numpy (>=1.20)", "pandas", "trio"]
+all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.20)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
 black = ["black"]
-doc = ["ipykernel", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "docrepr", "matplotlib", "stack-data", "pytest (<7)", "typing-extensions", "pytest (<7.1)", "pytest-asyncio", "testpath"]
+doc = ["docrepr", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
@@ -634,7 +635,7 @@ notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
 test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test_extra = ["pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.20)", "pandas", "trio"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.20)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
 
 [[package]]
 name = "ipython-genutils"
@@ -653,10 +654,10 @@ optional = false
 python-versions = ">=3.6.1,<4.0"
 
 [package.extras]
-pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
-requirements_deprecated_finder = ["pipreqs", "pip-api"]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
+pipfile-deprecated-finder = ["pipreqs", "requirementslib"]
 plugins = ["setuptools"]
+requirements-deprecated-finder = ["pip-api", "pipreqs"]
 
 [[package]]
 name = "jedi"
@@ -726,7 +727,7 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jupyter-client"
-version = "7.4.5"
+version = "7.4.6"
 description = "Jupyter protocol implementation and client libraries"
 category = "dev"
 optional = false
@@ -742,7 +743,7 @@ tornado = ">=6.2"
 traitlets = "*"
 
 [package.extras]
-doc = ["ipykernel", "myst-parser", "sphinx-rtd-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt"]
+doc = ["ipykernel", "myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
 test = ["codecov", "coverage", "ipykernel (>=6.12)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
@@ -763,8 +764,8 @@ test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-server"
-version = "1.23.1"
-description = "=?utf-8?q?The_backend=E2=80=94i=2Ee=2E_core_services=2C_APIs=2C_and_REST_endpoints=E2=80=94to_Jupyter_web_applications=2E?="
+version = "1.23.2"
+description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
@@ -788,7 +789,7 @@ traitlets = ">=5.1"
 websocket-client = "*"
 
 [package.extras]
-test = ["coverage", "ipykernel", "pre-commit", "pytest-console-scripts", "pytest-cov", "pytest-mock", "pytest-timeout", "pytest-tornasync", "pytest (>=7.0)", "requests"]
+test = ["coverage", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-mock", "pytest-timeout", "pytest-tornasync", "requests"]
 
 [[package]]
 name = "jupyterlab"
@@ -811,7 +812,7 @@ tomli = "*"
 tornado = ">=6.1.0"
 
 [package.extras]
-test = ["check-manifest", "coverage", "jupyterlab-server", "pre-commit", "pytest (>=6.0)", "pytest-cov", "pytest-console-scripts", "pytest-check-links (>=0.5)", "requests", "requests-cache", "virtualenv"]
+test = ["check-manifest", "coverage", "jupyterlab-server[test]", "pre-commit", "pytest (>=6.0)", "pytest-check-links (>=0.5)", "pytest-console-scripts", "pytest-cov", "requests", "requests-cache", "virtualenv"]
 ui-tests = ["build"]
 
 [[package]]
@@ -843,7 +844,7 @@ requests = "*"
 [package.extras]
 docs = ["autodoc-traits", "docutils (<0.19)", "jinja2 (<3.1.0)", "mistune (<1)", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinxcontrib-openapi"]
 openapi = ["openapi-core (>=0.14.2)", "ruamel-yaml"]
-test = ["codecov", "ipykernel", "jupyter-server", "openapi-core (>=0.14.2,<0.15.0)", "openapi-spec-validator (<0.5)", "pytest-console-scripts", "pytest-cov", "pytest (>=7.0)", "requests-mock", "ruamel-yaml", "strict-rfc3339"]
+test = ["codecov", "ipykernel", "jupyter-server[test]", "openapi-core (>=0.14.2,<0.15.0)", "openapi-spec-validator (<0.5)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "requests-mock", "ruamel-yaml", "strict-rfc3339"]
 
 [[package]]
 name = "kiwisolver"
@@ -936,9 +937,9 @@ tornado = ">=6.1"
 traitlets = ">=4.2.1"
 
 [package.extras]
-docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"]
+docs = ["myst-parser", "nbsphinx", "sphinx", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
 json-logging = ["json-logging"]
-test = ["pytest", "coverage", "requests", "testpath", "nbval", "pytest-playwright", "pytest-cov", "pytest-tornasync", "requests-unixsocket"]
+test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-playwright", "pytest-tornasync", "requests", "requests-unixsocket", "testpath"]
 
 [[package]]
 name = "nbclient"
@@ -955,12 +956,12 @@ nest-asyncio = "*"
 traitlets = ">=5.2.2"
 
 [package.extras]
-sphinx = ["autodoc-traits", "mock", "moto", "myst-parser", "Sphinx (>=1.7)", "sphinx-book-theme"]
+sphinx = ["Sphinx (>=1.7)", "autodoc-traits", "mock", "moto", "myst-parser", "sphinx-book-theme"]
 test = ["black", "check-manifest", "flake8", "ipykernel", "ipython", "ipywidgets", "mypy", "nbconvert", "pip (>=18.1)", "pre-commit", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "setuptools (>=60.0)", "testpath", "twine (>=1.11.0)", "xmltodict"]
 
 [[package]]
 name = "nbconvert"
-version = "7.2.4"
+version = "7.2.5"
 description = "Converting Jupyter Notebooks"
 category = "dev"
 optional = false
@@ -985,8 +986,8 @@ tinycss2 = "*"
 traitlets = ">=5.0"
 
 [package.extras]
-all = ["ipykernel", "ipython", "ipywidgets (>=7)", "myst-parser", "nbsphinx (>=0.2.12)", "pre-commit", "pyppeteer (>=1,<1.1)", "pyqtwebengine (>=5.15)", "pytest", "pytest-cov", "pytest-dependency", "sphinx-rtd-theme", "sphinx (==5.0.2)", "tornado (>=6.1)"]
-docs = ["ipython", "myst-parser", "nbsphinx (>=0.2.12)", "sphinx-rtd-theme", "sphinx (==5.0.2)"]
+all = ["ipykernel", "ipython", "ipywidgets (>=7)", "myst-parser", "nbsphinx (>=0.2.12)", "pre-commit", "pyppeteer (>=1,<1.1)", "pyqtwebengine (>=5.15)", "pytest", "pytest-cov", "pytest-dependency", "sphinx (==5.0.2)", "sphinx-rtd-theme", "tornado (>=6.1)"]
+docs = ["ipython", "myst-parser", "nbsphinx (>=0.2.12)", "sphinx (==5.0.2)", "sphinx-rtd-theme"]
 qtpdf = ["pyqtwebengine (>=5.15)"]
 qtpng = ["pyqtwebengine (>=5.15)"]
 serve = ["tornado (>=6.1)"]
@@ -1027,11 +1028,11 @@ optional = false
 python-versions = ">=3.8"
 
 [package.extras]
-default = ["numpy (>=1.19)", "scipy (>=1.8)", "matplotlib (>=3.4)", "pandas (>=1.3)"]
-developer = ["pre-commit (>=2.20)", "mypy (>=0.982)"]
-doc = ["sphinx (>=5.2)", "pydata-sphinx-theme (>=0.11)", "sphinx-gallery (>=0.11)", "numpydoc (>=1.5)", "pillow (>=9.2)", "nb2plots (>=0.6)", "texext (>=0.6.6)"]
-extra = ["lxml (>=4.6)", "pygraphviz (>=1.9)", "pydot (>=1.4.2)", "sympy (>=1.10)"]
-test = ["pytest (>=7.2)", "pytest-cov (>=4.0)", "codecov (>=2.1)"]
+default = ["matplotlib (>=3.4)", "numpy (>=1.19)", "pandas (>=1.3)", "scipy (>=1.8)"]
+developer = ["mypy (>=0.982)", "pre-commit (>=2.20)"]
+doc = ["nb2plots (>=0.6)", "numpydoc (>=1.5)", "pillow (>=9.2)", "pydata-sphinx-theme (>=0.11)", "sphinx (>=5.2)", "sphinx-gallery (>=0.11)", "texext (>=0.6.6)"]
+extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.9)", "sympy (>=1.10)"]
+test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "nodeenv"
@@ -1041,6 +1042,9 @@ category = "dev"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
 
+[package.dependencies]
+setuptools = "*"
+
 [[package]]
 name = "notebook"
 version = "6.5.2"
@@ -1068,9 +1072,9 @@ tornado = ">=6.1"
 traitlets = ">=4.2.1"
 
 [package.extras]
-docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"]
+docs = ["myst-parser", "nbsphinx", "sphinx", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
 json-logging = ["json-logging"]
-test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium (==4.1.5)", "pytest-cov", "requests-unixsocket"]
+test = ["coverage", "nbval", "pytest", "pytest-cov", "requests", "requests-unixsocket", "selenium (==4.1.5)", "testpath"]
 
 [[package]]
 name = "notebook-shim"
@@ -1094,6 +1098,54 @@ 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"
+
+[package.dependencies]
+setuptools = "*"
+wheel = "*"
+
+[[package]]
+name = "nvidia-cuda-runtime-cu11"
+version = "11.7.99"
+description = "CUDA Runtime native Libraries"
+category = "main"
+optional = false
+python-versions = ">=3"
+
+[package.dependencies]
+setuptools = "*"
+wheel = "*"
+
+[[package]]
+name = "nvidia-cudnn-cu11"
+version = "8.5.0.96"
+description = "cuDNN runtime libraries"
+category = "main"
+optional = false
+python-versions = ">=3"
+
+[package.dependencies]
+setuptools = "*"
+wheel = "*"
+
 [[package]]
 name = "opencv-python"
 version = "4.6.0.66"
@@ -1162,7 +1214,7 @@ testing = ["docopt", "pytest (<6.0.0)"]
 
 [[package]]
 name = "pathspec"
-version = "0.10.1"
+version = "0.10.2"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
@@ -1209,15 +1261,15 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "platformdirs"
-version = "2.5.3"
+version = "2.5.4"
 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"
 
 [package.extras]
-docs = ["furo (>=2022.9.29)", "proselint (>=0.13)", "sphinx-autodoc-typehints (>=1.19.4)", "sphinx (>=5.3)"]
-test = ["appdirs (==1.4.4)", "pytest-cov (>=4)", "pytest-mock (>=3.10)", "pytest (>=7.2)"]
+docs = ["furo (>=2022.9.29)", "proselint (>=0.13)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.4)"]
+test = ["appdirs (==1.4.4)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"]
 
 [[package]]
 name = "pluggy"
@@ -1286,7 +1338,7 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [package.extras]
-test = ["ipaddress", "mock", "enum34", "pywin32", "wmi"]
+test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 
 [[package]]
 name = "ptyprocess"
@@ -1359,7 +1411,7 @@ optional = false
 python-versions = ">=3.6.8"
 
 [package.extras]
-diagrams = ["railroad-diagrams", "jinja2"]
+diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pyrsistent"
@@ -1471,7 +1523,7 @@ urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
-use_chardet_on_py3 = ["chardet (>=3.0.2,<6)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "scikit-build"
@@ -1484,9 +1536,11 @@ python-versions = "*"
 [package.dependencies]
 distro = "*"
 packaging = "*"
+setuptools = {version = ">=28.0.0", markers = "python_version >= \"3\""}
+wheel = ">=0.29.0"
 
 [package.extras]
-test = ["codecov (>=2.0.5)", "coverage (>=4.2)", "cython (>=0.25.1)", "flake8 (>=3.0.4)", "path.py (>=11.5.0)", "pytest (>=4.5.0)", "pytest-cov (>=2.7.1)", "pytest-mock (>=1.10.4)", "pytest-runner (>=5.1)", "pytest-virtualenv (>=1.2.5)", "requests", "six (>=1.10.0)", "virtualenv", "pathlib2"]
+test = ["codecov (>=2.0.5)", "coverage (>=4.2)", "cython (>=0.25.1)", "flake8 (>=3.0.4)", "path.py (>=11.5.0)", "pathlib2", "pytest (>=4.5.0)", "pytest-cov (>=2.7.1)", "pytest-mock (>=1.10.4)", "pytest-runner (>=5.1)", "pytest-virtualenv (>=1.2.5)", "requests", "six (>=1.10.0)", "virtualenv"]
 
 [[package]]
 name = "scikit-image"
@@ -1508,9 +1562,9 @@ tifffile = ">=2019.7.26"
 
 [package.extras]
 data = ["pooch (>=1.3.0)"]
-docs = ["sphinx (>=1.8,<=2.4.4)", "sphinx-gallery (>=0.7.0,!=0.8.0)", "numpydoc (>=1.0)", "sphinx-copybutton", "pytest-runner", "scikit-learn", "matplotlib (>=3.0.1)", "dask[array] (>=0.15.0,!=2.17.0)", "cloudpickle (>=0.2.1)", "pandas (>=0.23.0)", "seaborn (>=0.7.1)", "pooch (>=1.3.0)", "tifffile (>=2020.5.30)", "myst-parser", "ipywidgets", "plotly (>=4.10.0)"]
-optional = ["simpleitk", "astropy (>=3.1.2)", "qtpy", "pyamg", "dask[array] (>=1.0.0,!=2.17.0)", "cloudpickle (>=0.2.1)", "pooch (>=1.3.0)"]
-test = ["pytest (>=5.2.0)", "pytest-cov (>=2.7.0)", "pytest-localserver", "pytest-faulthandler", "flake8", "codecov", "pooch (>=1.3.0)"]
+docs = ["cloudpickle (>=0.2.1)", "dask[array] (>=0.15.0,!=2.17.0)", "ipywidgets", "matplotlib (>=3.0.1)", "myst-parser", "numpydoc (>=1.0)", "pandas (>=0.23.0)", "plotly (>=4.10.0)", "pooch (>=1.3.0)", "pytest-runner", "scikit-learn", "seaborn (>=0.7.1)", "sphinx (>=1.8,<=2.4.4)", "sphinx-copybutton", "sphinx-gallery (>=0.7.0,!=0.8.0)", "tifffile (>=2020.5.30)"]
+optional = ["SimpleITK", "astropy (>=3.1.2)", "cloudpickle (>=0.2.1)", "dask[array] (>=1.0.0,!=2.17.0)", "pooch (>=1.3.0)", "pyamg", "qtpy"]
+test = ["codecov", "flake8", "pooch (>=1.3.0)", "pytest (>=5.2.0)", "pytest-cov (>=2.7.0)", "pytest-faulthandler", "pytest-localserver"]
 
 [[package]]
 name = "scikit-learn"
@@ -1527,10 +1581,10 @@ scipy = ">=0.19.1"
 threadpoolctl = ">=2.0.0"
 
 [package.extras]
-benchmark = ["matplotlib (>=2.1.1)", "pandas (>=0.25.0)", "memory-profiler (>=0.57.0)"]
-docs = ["matplotlib (>=2.1.1)", "scikit-image (>=0.13)", "pandas (>=0.25.0)", "seaborn (>=0.9.0)", "memory-profiler (>=0.57.0)", "sphinx (>=3.2.0)", "sphinx-gallery (>=0.7.0)", "numpydoc (>=1.0.0)", "Pillow (>=7.1.2)", "sphinx-prompt (>=1.3.0)"]
-examples = ["matplotlib (>=2.1.1)", "scikit-image (>=0.13)", "pandas (>=0.25.0)", "seaborn (>=0.9.0)"]
-tests = ["matplotlib (>=2.1.1)", "scikit-image (>=0.13)", "pandas (>=0.25.0)", "pytest (>=5.0.1)", "pytest-cov (>=2.9.0)", "flake8 (>=3.8.2)", "mypy (>=0.770)", "pyamg (>=4.0.0)"]
+benchmark = ["matplotlib (>=2.1.1)", "memory-profiler (>=0.57.0)", "pandas (>=0.25.0)"]
+docs = ["Pillow (>=7.1.2)", "matplotlib (>=2.1.1)", "memory-profiler (>=0.57.0)", "numpydoc (>=1.0.0)", "pandas (>=0.25.0)", "scikit-image (>=0.13)", "seaborn (>=0.9.0)", "sphinx (>=3.2.0)", "sphinx-gallery (>=0.7.0)", "sphinx-prompt (>=1.3.0)"]
+examples = ["matplotlib (>=2.1.1)", "pandas (>=0.25.0)", "scikit-image (>=0.13)", "seaborn (>=0.9.0)"]
+tests = ["flake8 (>=3.8.2)", "matplotlib (>=2.1.1)", "mypy (>=0.770)", "pandas (>=0.25.0)", "pyamg (>=4.0.0)", "pytest (>=5.0.1)", "pytest-cov (>=2.9.0)", "scikit-image (>=0.13)"]
 
 [[package]]
 name = "scipy"
@@ -1544,9 +1598,9 @@ python-versions = ">=3.8"
 numpy = ">=1.18.5,<1.26.0"
 
 [package.extras]
-test = ["pytest", "pytest-cov", "pytest-xdist", "asv", "mpmath", "gmpy2", "threadpoolctl", "scikit-umfpack"]
-doc = ["sphinx (!=4.1.0)", "pydata-sphinx-theme (==0.9.0)", "sphinx-panels (>=0.5.2)", "matplotlib (>2)", "numpydoc", "sphinx-tabs"]
-dev = ["mypy", "typing-extensions", "pycodestyle", "flake8"]
+dev = ["flake8", "mypy", "pycodestyle", "typing_extensions"]
+doc = ["matplotlib (>2)", "numpydoc", "pydata-sphinx-theme (==0.9.0)", "sphinx (!=4.1.0)", "sphinx-panels (>=0.5.2)", "sphinx-tabs"]
+test = ["asv", "gmpy2", "mpmath", "pytest", "pytest-cov", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "send2trash"
@@ -1557,10 +1611,23 @@ optional = false
 python-versions = "*"
 
 [package.extras]
-nativelib = ["pyobjc-framework-cocoa", "pywin32"]
-objc = ["pyobjc-framework-cocoa"]
+nativelib = ["pyobjc-framework-Cocoa", "pywin32"]
+objc = ["pyobjc-framework-Cocoa"]
 win32 = ["pywin32"]
 
+[[package]]
+name = "setuptools"
+version = "65.5.1"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[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-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 = "7.0.5"
@@ -1571,6 +1638,7 @@ python-versions = ">=3.7"
 
 [package.dependencies]
 packaging = ">=20.0"
+setuptools = "*"
 tomli = ">=1.0.0"
 typing-extensions = "*"
 
@@ -1636,6 +1704,7 @@ Jinja2 = ">=2.3"
 packaging = "*"
 Pygments = ">=2.0"
 requests = ">=2.5.0"
+setuptools = "*"
 snowballstemmer = ">=1.1"
 sphinxcontrib-applehelp = "*"
 sphinxcontrib-devhelp = "*"
@@ -1646,8 +1715,8 @@ sphinxcontrib-serializinghtml = "*"
 
 [package.extras]
 docs = ["sphinxcontrib-websupport"]
-lint = ["flake8 (>=3.5.0)", "isort", "mypy (>=0.790)", "docutils-stubs"]
-test = ["pytest", "pytest-cov", "html5lib", "cython", "typed-ast"]
+lint = ["docutils-stubs", "flake8 (>=3.5.0)", "isort", "mypy (>=0.790)"]
+test = ["cython", "html5lib", "pytest", "pytest-cov", "typed-ast"]
 
 [[package]]
 name = "sphinx-rtd-theme"
@@ -1661,7 +1730,7 @@ python-versions = "*"
 sphinx = "*"
 
 [package.extras]
-dev = ["transifex-client", "sphinxcontrib-httpdomain", "bump2version"]
+dev = ["bump2version", "sphinxcontrib-httpdomain", "transifex-client"]
 
 [[package]]
 name = "sphinxcontrib-applehelp"
@@ -1672,7 +1741,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
@@ -1684,7 +1753,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
@@ -1696,8 +1765,8 @@ optional = false
 python-versions = ">=3.6"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
-test = ["pytest", "html5lib"]
+lint = ["docutils-stubs", "flake8", "mypy"]
+test = ["html5lib", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-jsmath"
@@ -1708,7 +1777,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-test = ["pytest", "flake8", "mypy"]
+test = ["flake8", "mypy", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-qthelp"
@@ -1719,7 +1788,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
@@ -1731,12 +1800,12 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
 name = "stack-data"
-version = "0.6.0"
+version = "0.6.1"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 category = "dev"
 optional = false
@@ -1748,7 +1817,7 @@ executing = ">=1.2.0"
 pure-eval = "*"
 
 [package.extras]
-tests = ["pytest", "typeguard", "pygments", "littleutils", "cython"]
+tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "tensorboardx"
@@ -1777,7 +1846,7 @@ tornado = ">=6.1.0"
 
 [package.extras]
 docs = ["pydata-sphinx-theme", "sphinx"]
-test = ["pre-commit", "pytest-timeout", "pytest (>=7.0)"]
+test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
 
 [[package]]
 name = "threadpoolctl"
@@ -1799,7 +1868,7 @@ python-versions = ">=3.8"
 numpy = ">=1.19.2"
 
 [package.extras]
-all = ["imagecodecs (>=2022.2.22)", "matplotlib (>=3.3)", "lxml", "zarr", "fsspec"]
+all = ["fsspec", "imagecodecs (>=2022.2.22)", "lxml", "matplotlib (>=3.3)", "zarr"]
 
 [[package]]
 name = "tinycss2"
@@ -1813,8 +1882,8 @@ python-versions = ">=3.7"
 webencodings = ">=0.4"
 
 [package.extras]
-doc = ["sphinx", "sphinx-rtd-theme"]
-test = ["pytest", "isort", "flake8"]
+doc = ["sphinx", "sphinx_rtd_theme"]
+test = ["flake8", "isort", "pytest"]
 
 [[package]]
 name = "toml"
@@ -1834,29 +1903,36 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "torch"
-version = "1.12.0"
+version = "1.13.0"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
 category = "main"
 optional = false
 python-versions = ">=3.7.0"
 
 [package.dependencies]
+nvidia-cublas-cu11 = "11.10.3.66"
+nvidia-cuda-nvrtc-cu11 = "11.7.99"
+nvidia-cuda-runtime-cu11 = "11.7.99"
+nvidia-cudnn-cu11 = "8.5.0.96"
 typing-extensions = "*"
 
+[package.extras]
+opt-einsum = ["opt-einsum (>=3.3)"]
+
 [[package]]
 name = "torchaudio"
-version = "0.12.0"
+version = "0.13.0"
 description = "An audio package for PyTorch"
 category = "main"
 optional = false
 python-versions = "*"
 
 [package.dependencies]
-torch = "*"
+torch = "1.13.0"
 
 [[package]]
 name = "torchvision"
-version = "0.13.0"
+version = "0.14.0"
 description = "image and video datasets and models for torch deep learning"
 category = "main"
 optional = false
@@ -1866,7 +1942,7 @@ python-versions = ">=3.7"
 numpy = "*"
 pillow = ">=5.3.0,<8.3.0 || >=8.4.0"
 requests = "*"
-torch = "1.12.0"
+torch = "1.13.0"
 typing-extensions = "*"
 
 [package.extras]
@@ -1926,13 +2002,13 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, <4"
 
 [package.extras]
-brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
-secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "urllib3-secure-extra", "ipaddress"]
+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)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.16.6"
+version = "20.16.7"
 description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
@@ -1976,6 +2052,17 @@ docs = ["Sphinx (>=3.4)", "sphinx-rtd-theme (>=0.5)"]
 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
+[[package]]
+name = "wheel"
+version = "0.38.4"
+description = "A built-package format for Python"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+test = ["pytest (>=3.0.0)"]
+
 [[package]]
 name = "zipp"
 version = "3.10.0"
@@ -1985,20 +2072,23 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["sphinx (>=3.5)", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "furo", "jaraco.tidelift (>=1.4)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "flake8 (<5)", "pytest-cov", "pytest-enabler (>=1.3)", "jaraco.itertools", "func-timeout", "jaraco.functools", "more-itertools", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
+testing = ["flake8 (<5)", "func-timeout", "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 = "1.1"
 python-versions = ">=3.8,<3.11"
-content-hash = "970f565c71bcc9752a233a721f6f5da6c251ac792fb092a2e9bdfcaa8a212278"
+content-hash = "1af9112f81b7f99ded3f22399d4b46b60d1da07a83ebe4231cff9de9ef3cf856"
 
 [metadata.files]
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 ]
-anyio = []
+anyio = [
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+    {file = "anyio-3.6.2.tar.gz", hash = "sha256:25ea0d673ae30af41a0c442f81cf3b38c7e79fdc7b60335a4c14e05eb0947421"},
+]
 appnope = [
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@@ -2030,10 +2120,22 @@ argon2-cffi-bindings = [
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 ]
-asttokens = []
-attrs = []
-autoflake = []
-babel = []
+asttokens = [
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+    {file = "asttokens-2.1.0.tar.gz", hash = "sha256:4aa76401a151c8cc572d906aad7aea2a841780834a19d780f4321c0fe1b54635"},
+]
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+]
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+]
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+]
 backcall = [
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@@ -2042,12 +2144,37 @@ beautifulsoup4 = [
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 ]
-black = []
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 bleach = [
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 ]
-certifi = []
+certifi = [
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 cffi = [
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@@ -2118,19 +2245,155 @@ cfgv = [
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 ]
-charset-normalizer = []
+charset-normalizer = [
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+]
 click = [
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 ]
-colorama = []
-contourpy = []
+colorama = [
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+    {file = "torchvision-0.14.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:0123d0280c547aa9766954928b1ab9af2125a8861f53af23c07e56aeef0f2520"},
+    {file = "torchvision-0.14.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:68110418c833a10153e382b0394598dd169ab823a2168139c7b4f62ea48a4446"},
+    {file = "torchvision-0.14.0-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:897832c3be99d74afeb2705a2eb8a8147c4b0f4ab6a19ed304743b85bd5e7008"},
+    {file = "torchvision-0.14.0-cp38-cp38-manylinux2014_aarch64.whl", hash = "sha256:8857eb11aee31f106b0fa35cfbe0a82a5af0c267fdd74b9d1a46bc1ff71ccdaf"},
+    {file = "torchvision-0.14.0-cp38-cp38-win_amd64.whl", hash = "sha256:281071e140bcfe0b564935ed26198001dab86b72b3eaea32939a1b63af181be1"},
+    {file = "torchvision-0.14.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:6a6aa72804cff9550cbb890f98c7e9ff26acdfc48064d1129faf1bbfeaf60a0a"},
+    {file = "torchvision-0.14.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:1c477dbb8ff6d0e1c7847aa94b55347076c664863aed69e8b79335cb12674c1b"},
+    {file = "torchvision-0.14.0-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:0758632e15bd24c88daaf5fee66cf56d08318e7f561e416e26f5b90a1f61aa3a"},
+    {file = "torchvision-0.14.0-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:e6b9f137c2d4954b1abce706ac1e56f98b73516e8fe35b62a8819bfc1226079b"},
+    {file = "torchvision-0.14.0-cp39-cp39-win_amd64.whl", hash = "sha256:6c0b8aa6f9a1c8372ee59fd31bf366745096b777cd75352a4c587781b08d72e5"},
 ]
 tornado = [
     {file = "tornado-6.2-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:20f638fd8cc85f3cbae3c732326e96addff0a15e22d80f049e00121651e82e72"},
@@ -2650,11 +3508,26 @@ tornado = [
     {file = "tornado-6.2-cp37-abi3-win_amd64.whl", hash = "sha256:e5f923aa6a47e133d1cf87d60700889d7eae68988704e20c75fb2d65677a8e4b"},
     {file = "tornado-6.2.tar.gz", hash = "sha256:9b630419bde84ec666bfd7ea0a4cb2a8a651c2d5cccdbdd1972a0c859dfc3c13"},
 ]
-tqdm = []
-traitlets = []
-typing-extensions = []
-urllib3 = []
-virtualenv = []
+tqdm = [
+    {file = "tqdm-4.64.1-py2.py3-none-any.whl", hash = "sha256:6fee160d6ffcd1b1c68c65f14c829c22832bc401726335ce92c52d395944a6a1"},
+    {file = "tqdm-4.64.1.tar.gz", hash = "sha256:5f4f682a004951c1b450bc753c710e9280c5746ce6ffedee253ddbcbf54cf1e4"},
+]
+traitlets = [
+    {file = "traitlets-5.5.0-py3-none-any.whl", hash = "sha256:1201b2c9f76097195989cdf7f65db9897593b0dfd69e4ac96016661bb6f0d30f"},
+    {file = "traitlets-5.5.0.tar.gz", hash = "sha256:b122f9ff2f2f6c1709dab289a05555be011c87828e911c0cf4074b85cb780a79"},
+]
+typing-extensions = [
+    {file = "typing_extensions-4.4.0-py3-none-any.whl", hash = "sha256:16fa4864408f655d35ec496218b85f79b3437c829e93320c7c9215ccfd92489e"},
+    {file = "typing_extensions-4.4.0.tar.gz", hash = "sha256:1511434bb92bf8dd198c12b1cc812e800d4181cfcb867674e0f8279cc93087aa"},
+]
+urllib3 = [
+    {file = "urllib3-1.26.12-py2.py3-none-any.whl", hash = "sha256:b930dd878d5a8afb066a637fbb35144fe7901e3b209d1cd4f524bd0e9deee997"},
+    {file = "urllib3-1.26.12.tar.gz", hash = "sha256:3fa96cf423e6987997fc326ae8df396db2a8b7c667747d47ddd8ecba91f4a74e"},
+]
+virtualenv = [
+    {file = "virtualenv-20.16.7-py3-none-any.whl", hash = "sha256:efd66b00386fdb7dbe4822d172303f40cd05e50e01740b19ea42425cbe653e29"},
+    {file = "virtualenv-20.16.7.tar.gz", hash = "sha256:8691e3ff9387f743e00f6bb20f70121f5e4f596cae754531f2b3b3a1b1ac696e"},
+]
 wcwidth = [
     {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
     {file = "wcwidth-0.2.5.tar.gz", hash = "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"},
@@ -2663,5 +3536,15 @@ webencodings = [
     {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
 ]
-websocket-client = []
-zipp = []
+websocket-client = [
+    {file = "websocket-client-1.4.2.tar.gz", hash = "sha256:d6e8f90ca8e2dd4e8027c4561adeb9456b54044312dba655e7cae652ceb9ae59"},
+    {file = "websocket_client-1.4.2-py3-none-any.whl", hash = "sha256:d6b06432f184438d99ac1f456eaf22fe1ade524c3dd16e661142dc54e9cba574"},
+]
+wheel = [
+    {file = "wheel-0.38.4-py3-none-any.whl", hash = "sha256:b60533f3f5d530e971d6737ca6d58681ee434818fab630c83a734bb10c083ce8"},
+    {file = "wheel-0.38.4.tar.gz", hash = "sha256:965f5259b566725405b05e7cf774052044b1ed30119b5d586b2703aafe8719ac"},
+]
+zipp = [
+    {file = "zipp-3.10.0-py3-none-any.whl", hash = "sha256:4fcb6f278987a6605757302a6e40e896257570d11c51628968ccb2a47e80c6c1"},
+    {file = "zipp-3.10.0.tar.gz", hash = "sha256:7a7262fd930bd3e36c50b9a64897aec3fafff3dfdeec9623ae22b40e93f99bb8"},
+]
diff --git a/pyproject.toml b/pyproject.toml
index 4da2548a..14a16ad7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,9 +14,9 @@ python = ">=3.8,<3.11"
 numpy = "^1.23.1"
 scipy = "^1.8.1"
 Cython = "^0.29.24"
-torch = "1.12.0"
-torchvision = "0.13.0"
-torchaudio = "0.12.0"
+torch = "1.13.0"
+torchvision = "0.14.0"
+torchaudio = "0.13.0"
 tensorboardX = "2.5.1"
 tqdm = "^4.62.2"
 matplotlib = "^3.4.3"