diff --git a/jax_ppo/lstm/policy.py b/jax_ppo/lstm/policy.py
index fb2c972..9f1f26c 100644
--- a/jax_ppo/lstm/policy.py
+++ b/jax_ppo/lstm/policy.py
@@ -19,7 +19,7 @@ class _LSTMLayer(linen.Module):
     )
     @linen.compact
     def __call__(self, carry, x):
-        return linen.OptimizedLSTMCell()(carry, x)
+        return linen.OptimizedLSTMCell(x.shape[0])(carry, x)
 
 
 class RecurrentActorCritic(linen.Module):
@@ -68,7 +68,9 @@ def initialise_carry(
 
     return tuple(
         [
-            linen.OptimizedLSTMCell.initialize_carry(k, batch_dims, hidden_size)
+            linen.OptimizedLSTMCell(features=hidden_size).initialize_carry(
+                k, batch_dims + (hidden_size,)
+            )
             for _ in range(n_layers)
         ]
     )
diff --git a/poetry.lock b/poetry.lock
index 0e4aee3..43ee693 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -13,13 +13,13 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.2.0"
+version = "4.3.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "anyio-4.2.0-py3-none-any.whl", hash = "sha256:745843b39e829e108e518c489b31dc757de7d2131d53fac32bd8df268227bfee"},
-    {file = "anyio-4.2.0.tar.gz", hash = "sha256:e1875bb4b4e2de1669f4bc7869b6d3f54231cdced71605e6e64c9be77e3be50f"},
+    {file = "anyio-4.3.0-py3-none-any.whl", hash = "sha256:048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8"},
+    {file = "anyio-4.3.0.tar.gz", hash = "sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6"},
 ]
 
 [package.dependencies]
@@ -35,13 +35,13 @@ trio = ["trio (>=0.23)"]
 
 [[package]]
 name = "appnope"
-version = "0.1.3"
+version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 files = [
-    {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
-    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
+    {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
+    {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
 ]
 
 [[package]]
@@ -182,23 +182,9 @@ files = [
     {file = "Babel-2.14.0.tar.gz", hash = "sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363"},
 ]
 
-[package.dependencies]
-pytz = {version = ">=2015.7", markers = "python_version < \"3.9\""}
-
 [package.extras]
 dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
-[[package]]
-name = "backcall"
-version = "0.2.0"
-description = "Specifications for callback functions passed in to an API"
-optional = false
-python-versions = "*"
-files = [
-    {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
-    {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
-]
-
 [[package]]
 name = "beautifulsoup4"
 version = "4.12.3"
@@ -238,26 +224,15 @@ webencodings = "*"
 [package.extras]
 css = ["tinycss2 (>=1.1.0,<1.3)"]
 
-[[package]]
-name = "cached-property"
-version = "1.5.2"
-description = "A decorator for caching properties in classes."
-optional = false
-python-versions = "*"
-files = [
-    {file = "cached-property-1.5.2.tar.gz", hash = "sha256:9fa5755838eecbb2d234c3aa390bd80fbd3ac6b6869109bfc1b499f7bd89a130"},
-    {file = "cached_property-1.5.2-py2.py3-none-any.whl", hash = "sha256:df4f613cf7ad9a588cc381aaf4a512d26265ecebd5eb9e1ba12f1319eb85a6a0"},
-]
-
 [[package]]
 name = "certifi"
-version = "2023.11.17"
+version = "2024.2.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2023.11.17-py3-none-any.whl", hash = "sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474"},
-    {file = "certifi-2023.11.17.tar.gz", hash = "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1"},
+    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
+    {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
 ]
 
 [[package]]
@@ -436,23 +411,22 @@ files = [
 
 [[package]]
 name = "chex"
-version = "0.1.7"
+version = "0.1.86"
 description = "Chex: Testing made fun, in JAX!"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "chex-0.1.7-py3-none-any.whl", hash = "sha256:9f583015303b1205443843c0b55849bb287f1dfdbd22d9907b1ebb04f964d93e"},
-    {file = "chex-0.1.7.tar.gz", hash = "sha256:74ed49799ac4d229881456d468136f1b19a9f9839e3de72b058824e2a4f4dedd"},
+    {file = "chex-0.1.86-py3-none-any.whl", hash = "sha256:251c20821092323a3d9c28e1cf80e4a58180978bec368f531949bd9847eee568"},
+    {file = "chex-0.1.86.tar.gz", hash = "sha256:e8b0f96330eba4144659e1617c0f7a57b161e8cbb021e55c6d5056c7378091d1"},
 ]
 
 [package.dependencies]
 absl-py = ">=0.9.0"
-dm-tree = ">=0.1.5"
-jax = ">=0.4.6"
+jax = ">=0.4.16"
 jaxlib = ">=0.1.37"
-numpy = ">=1.18.0"
+numpy = ">=1.24.1"
 toolz = ">=0.9.0"
-typing-extensions = {version = ">=4.2.0", markers = "python_version < \"3.11\""}
+typing-extensions = ">=4.2.0"
 
 [[package]]
 name = "cloudpickle"
@@ -478,13 +452,13 @@ files = [
 
 [[package]]
 name = "comm"
-version = "0.2.1"
+version = "0.2.2"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "comm-0.2.1-py3-none-any.whl", hash = "sha256:87928485c0dfc0e7976fd89fc1e187023cf587e7c353e4a9b417555b44adf021"},
-    {file = "comm-0.2.1.tar.gz", hash = "sha256:0bc91edae1344d39d3661dcbc36937181fdaddb304790458f8b044dbc064b89a"},
+    {file = "comm-0.2.2-py3-none-any.whl", hash = "sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3"},
+    {file = "comm-0.2.2.tar.gz", hash = "sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e"},
 ]
 
 [package.dependencies]
@@ -493,31 +467,113 @@ traitlets = ">=4"
 [package.extras]
 test = ["pytest"]
 
+[[package]]
+name = "contourpy"
+version = "1.2.1"
+description = "Python library for calculating contours of 2D quadrilateral grids"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "contourpy-1.2.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bd7c23df857d488f418439686d3b10ae2fbf9bc256cd045b37a8c16575ea1040"},
+    {file = "contourpy-1.2.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:5b9eb0ca724a241683c9685a484da9d35c872fd42756574a7cfbf58af26677fd"},
+    {file = "contourpy-1.2.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4c75507d0a55378240f781599c30e7776674dbaf883a46d1c90f37e563453480"},
+    {file = "contourpy-1.2.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:11959f0ce4a6f7b76ec578576a0b61a28bdc0696194b6347ba3f1c53827178b9"},
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+
+[package.extras]
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+docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
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+test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
+test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
+
+[[package]]
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+version = "0.12.1"
+description = "Composable style cycles"
+optional = false
+python-versions = ">=3.8"
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+[package.extras]
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+
 [[package]]
 name = "debugpy"
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 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [[package]]
@@ -555,21 +611,21 @@ files = [
 
 [[package]]
 name = "distrax"
-version = "0.1.3"
+version = "0.1.5"
 description = "Distrax: Probability distributions in JAX."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
 absl-py = ">=0.9.0"
-chex = ">=0.0.7"
+chex = ">=0.1.8"
 jax = ">=0.1.55"
 jaxlib = ">=0.1.67"
-numpy = ">=1.18.0,<1.23"
+numpy = ">=1.23.0"
 tensorflow-probability = ">=0.15.0"
 
 [[package]]
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@@ -622,24 +685,33 @@ files = [
 
 [[package]]
 name = "etils"
-version = "1.3.0"
+version = "1.7.0"
 description = "Collection of common python utils"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 files = [
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+    {file = "etils-1.7.0-py3-none-any.whl", hash = "sha256:61af8f7c242171de15e22e5da02d527cb9e677d11f8bcafe18fcc3548eee3e60"},
+    {file = "etils-1.7.0.tar.gz", hash = "sha256:97b68fd25e185683215286ef3a54e38199b6245f5fe8be6bedc1189be4256350"},
 ]
 
+[package.dependencies]
+fsspec = {version = "*", optional = true, markers = "extra == \"epath\""}
+importlib_resources = {version = "*", optional = true, markers = "extra == \"epath\""}
+typing_extensions = {version = "*", optional = true, markers = "extra == \"epy\""}
+zipp = {version = "*", optional = true, markers = "extra == \"epath\""}
+
 [package.extras]
-all = ["etils[array-types]", "etils[eapp]", "etils[ecolab]", "etils[edc]", "etils[enp]", "etils[epath]", "etils[epy]", "etils[etqdm]", "etils[etree-dm]", "etils[etree-jax]", "etils[etree-tf]", "etils[etree]"]
+all = ["etils[array-types]", "etils[eapp]", "etils[ecolab]", "etils[edc]", "etils[enp]", "etils[epath-gcs]", "etils[epath-s3]", "etils[epath]", "etils[epy]", "etils[etqdm]", "etils[etree-dm]", "etils[etree-jax]", "etils[etree-tf]", "etils[etree]"]
 array-types = ["etils[enp]"]
-dev = ["chex", "optree", "pyink", "pylint (>=2.6.0)", "pytest", "pytest-subtests", "pytest-xdist", "torch"]
+dev = ["chex", "dataclass_array", "optree", "pyink", "pylint (>=2.6.0)", "pytest", "pytest-subtests", "pytest-xdist", "torch"]
+docs = ["etils[all,dev]", "sphinx-apitree[ext]"]
 eapp = ["absl-py", "etils[epy]", "simple_parsing"]
-ecolab = ["etils[enp]", "etils[epy]", "jupyter", "mediapy", "numpy"]
+ecolab = ["etils[enp]", "etils[epy]", "etils[etree]", "jupyter", "mediapy", "numpy", "packaging", "protobuf"]
 edc = ["etils[epy]"]
 enp = ["etils[epy]", "numpy"]
-epath = ["etils[epy]", "importlib_resources", "typing_extensions", "zipp"]
+epath = ["etils[epy]", "fsspec", "importlib_resources", "typing_extensions", "zipp"]
+epath-gcs = ["etils[epath]", "gcsfs"]
+epath-s3 = ["etils[epath]", "s3fs"]
 epy = ["typing_extensions"]
 etqdm = ["absl-py", "etils[epy]", "tqdm"]
 etree = ["etils[array-types]", "etils[enp]", "etils[epy]", "etils[etqdm]"]
@@ -650,13 +722,13 @@ lazy-imports = ["etils[ecolab]"]
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.0"
+version = "1.2.1"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "exceptiongroup-1.2.0-py3-none-any.whl", hash = "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14"},
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+    {file = "exceptiongroup-1.2.1-py3-none-any.whl", hash = "sha256:5258b9ed329c5bbdd31a309f53cbfb0b155341807f6ff7606a1e801a891b29ad"},
+    {file = "exceptiongroup-1.2.1.tar.gz", hash = "sha256:a4785e48b045528f5bfe627b6ad554ff32def154f42372786903b7abcfe1aa16"},
 ]
 
 [package.extras]
@@ -676,6 +748,17 @@ files = [
 [package.extras]
 tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
 
+[[package]]
+name = "farama-notifications"
+version = "0.0.4"
+description = "Notifications for all Farama Foundation maintained libraries."
+optional = false
+python-versions = "*"
+files = [
+    {file = "Farama-Notifications-0.0.4.tar.gz", hash = "sha256:13fceff2d14314cf80703c8266462ebf3733c7d165336eee998fc58e545efd18"},
+    {file = "Farama_Notifications-0.0.4-py3-none-any.whl", hash = "sha256:14de931035a41961f7c056361dc7f980762a143d05791ef5794a751a2caf05ae"},
+]
+
 [[package]]
 name = "fastjsonschema"
 version = "2.19.1"
@@ -692,45 +775,113 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.13.1"
+version = "3.13.4"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "filelock-3.13.1-py3-none-any.whl", hash = "sha256:57dbda9b35157b05fb3e58ee91448612eb674172fab98ee235ccb0b5bee19a1c"},
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+    {file = "filelock-3.13.4-py3-none-any.whl", hash = "sha256:404e5e9253aa60ad457cae1be07c0f0ca90a63931200a47d9b6a6af84fd7b45f"},
+    {file = "filelock-3.13.4.tar.gz", hash = "sha256:d13f466618bfde72bd2c18255e269f72542c6e70e7bac83a0232d6b1cc5c8cf4"},
 ]
 
 [package.extras]
-docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.24)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
+docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
 typing = ["typing-extensions (>=4.8)"]
 
 [[package]]
 name = "flax"
-version = "0.6.11"
+version = "0.8.2"
 description = "Flax: A neural network library for JAX designed for flexibility"
 optional = false
-python-versions = "*"
+python-versions = ">=3.9"
 files = [
-    {file = "flax-0.6.11-py3-none-any.whl", hash = "sha256:3ce6843ed47a35abfd86a7eb47db3934a156d08d6513dc8dcb58d461b0dd6f39"},
-    {file = "flax-0.6.11.tar.gz", hash = "sha256:ecedf179ceb16c0b511982a293834bb13086168dce1dff697ac083efa818fc72"},
+    {file = "flax-0.8.2-py3-none-any.whl", hash = "sha256:911d83e01380fdb3135c309e70981aabd15e7ca038014d7989ddc3cfaf4d0d45"},
+    {file = "flax-0.8.2.tar.gz", hash = "sha256:1c4e43ac3cb32e8e15c733cfa3df8d827b61d9ce29b50a7035920bfe9fdaa5b0"},
 ]
 
 [package.dependencies]
-jax = ">=0.4.2"
+jax = ">=0.4.19"
 msgpack = "*"
-numpy = ">=1.12"
+numpy = [
+    {version = ">=1.22", markers = "python_version < \"3.11\""},
+    {version = ">=1.23.2", markers = "python_version >= \"3.11\""},
+]
 optax = "*"
 orbax-checkpoint = "*"
 PyYAML = ">=5.4.1"
 rich = ">=11.1"
 tensorstore = "*"
-typing-extensions = ">=4.1.1"
+typing-extensions = ">=4.2"
 
 [package.extras]
 all = ["matplotlib"]
-testing = ["atari-py (==0.2.5)", "clu", "einops", "gym (==0.18.3)", "jaxlib", "jraph (>=0.0.6dev0)", "ml-collections", "mypy", "nbstripout", "opencv-python", "pytest", "pytest-cov", "pytest-custom-exit-code", "pytest-xdist (==1.34.0)", "pytype", "sentencepiece", "tensorflow", "tensorflow-datasets", "tensorflow-text (>=2.11.0)", "torch"]
+testing = ["black[jupyter] (==23.7.0)", "clu", "clu (<=0.0.9)", "einops", "gymnasium[accept-rom-license,atari]", "jaxlib", "jraph (>=0.0.6dev0)", "ml-collections", "mypy", "nbstripout", "opencv-python", "pytest", "pytest-cov", "pytest-custom-exit-code", "pytest-xdist", "pytype", "sentencepiece", "tensorflow", "tensorflow-datasets", "tensorflow-text (>=2.11.0)", "torch"]
+
+[[package]]
+name = "fonttools"
+version = "4.51.0"
+description = "Tools to manipulate font files"
+optional = false
+python-versions = ">=3.8"
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+optional = false
+python-versions = ">=3.8"
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+
+[package.extras]
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+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+devel = ["pytest", "pytest-cov"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
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+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+tqdm = ["tqdm"]
+
 [[package]]
 name = "gast"
 version = "0.5.4"
@@ -767,7 +953,6 @@ files = [
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 cloudpickle = ">=1.2.0"
 gym_notices = ">=0.0.4"
-importlib_metadata = {version = ">=4.8.0", markers = "python_version < \"3.10\""}
 numpy = ">=1.18.0"
 
 [package.extras]
@@ -793,86 +978,153 @@ files = [
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+optional = false
+python-versions = ">=3.8"
+files = [
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+[package.dependencies]
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+typing-extensions = ">=4.3.0"
+
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+testing = ["pytest (==7.1.3)", "scipy (>=1.7.3)"]
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+
 [[package]]
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+version = "0.0.8"
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-python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
 chex = "*"
 flax = "*"
 gym = ">=0.26"
+gymnasium = "*"
 jax = "*"
 jaxlib = "*"
+matplotlib = "*"
 pyyaml = "*"
+seaborn = "*"
 
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-version = "2.5.33"
-description = "File identification library for Python"
+name = "h11"
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+description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
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+[[package]]
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 python-versions = ">=3.8"
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+[package.dependencies]
+certifi = "*"
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+
 [package.extras]
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+asyncio = ["anyio (>=4.0,<5.0)"]
+http2 = ["h2 (>=3,<5)"]
+socks = ["socksio (==1.*)"]
+trio = ["trio (>=0.22.0,<0.26.0)"]
 
 [[package]]
-name = "idna"
-version = "3.6"
-description = "Internationalized Domain Names in Applications (IDNA)"
+name = "httpx"
+version = "0.27.0"
+description = "The next generation HTTP client."
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-python-versions = ">=3.5"
+python-versions = ">=3.8"
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 ]
 
+[package.dependencies]
+anyio = "*"
+certifi = "*"
+httpcore = "==1.*"
+idna = "*"
+sniffio = "*"
+
+[package.extras]
+brotli = ["brotli", "brotlicffi"]
+cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
+http2 = ["h2 (>=3,<5)"]
+socks = ["socksio (==1.*)"]
+
 [[package]]
-name = "importlib-metadata"
-version = "7.0.1"
-description = "Read metadata from Python packages"
+name = "identify"
+version = "2.5.36"
+description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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-[package.dependencies]
-zipp = ">=0.5"
-
 [package.extras]
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+license = ["ukkonen"]
+
+[[package]]
+name = "idna"
+version = "3.7"
+description = "Internationalized Domain Names in Applications (IDNA)"
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
+    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
+]
 
 [[package]]
 name = "importlib-resources"
-version = "6.1.1"
+version = "6.4.0"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_resources-6.1.1-py3-none-any.whl", hash = "sha256:e8bf90d8213b486f428c9c39714b920041cb02c184686a3dee24905aaa8105d6"},
-    {file = "importlib_resources-6.1.1.tar.gz", hash = "sha256:3893a00122eafde6894c59914446a512f728a0c1a45f9bb9b63721b6bacf0b4a"},
+    {file = "importlib_resources-6.4.0-py3-none-any.whl", hash = "sha256:50d10f043df931902d4194ea07ec57960f66a80449ff867bfe782b4c486ba78c"},
+    {file = "importlib_resources-6.4.0.tar.gz", hash = "sha256:cdb2b453b8046ca4e3798eb1d84f3cce1446a0e8e7b5ef4efb600f19fc398145"},
 ]
 
-[package.dependencies]
-zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
-
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff", "zipp (>=3.17)"]
+testing = ["jaraco.test (>=5.4)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
 
 [[package]]
 name = "iniconfig"
@@ -887,13 +1139,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.29.0"
+version = "6.29.4"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.29.0-py3-none-any.whl", hash = "sha256:076663ca68492576f051e4af7720d33f34383e655f2be0d544c8b1c9de915b2f"},
-    {file = "ipykernel-6.29.0.tar.gz", hash = "sha256:b5dd3013cab7b330df712891c96cd1ab868c27a7159e606f762015e9bf8ceb3f"},
+    {file = "ipykernel-6.29.4-py3-none-any.whl", hash = "sha256:1181e653d95c6808039c509ef8e67c4126b3b3af7781496c7cbfb5ed938a27da"},
+    {file = "ipykernel-6.29.4.tar.gz", hash = "sha256:3d44070060f9475ac2092b760123fadf105d2e2493c24848b6691a7c4f42af5c"},
 ]
 
 [package.dependencies]
@@ -916,64 +1168,63 @@ cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
 pyqt5 = ["pyqt5"]
 pyside6 = ["pyside6"]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (==0.23.2)", "pytest-cov", "pytest-timeout"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
-version = "8.12.3"
+version = "8.24.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 files = [
-    {file = "ipython-8.12.3-py3-none-any.whl", hash = "sha256:b0340d46a933d27c657b211a329d0be23793c36595acf9e6ef4164bc01a1804c"},
-    {file = "ipython-8.12.3.tar.gz", hash = "sha256:3910c4b54543c2ad73d06579aa771041b7d5707b033bd488669b4cf544e3b363"},
+    {file = "ipython-8.24.0-py3-none-any.whl", hash = "sha256:d7bf2f6c4314984e3e02393213bab8703cf163ede39672ce5918c51fe253a2a3"},
+    {file = "ipython-8.24.0.tar.gz", hash = "sha256:010db3f8a728a578bb641fdd06c063b9fb8e96a9464c63aec6310fbcb5e80501"},
 ]
 
 [package.dependencies]
-appnope = {version = "*", markers = "sys_platform == \"darwin\""}
-backcall = "*"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
-pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
-pickleshare = "*"
-prompt-toolkit = ">=3.0.30,<3.0.37 || >3.0.37,<3.1.0"
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
+prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
-traitlets = ">=5"
-typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
+traitlets = ">=5.13.0"
+typing-extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
 
 [package.extras]
-all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
 black = ["black"]
-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"]
+doc = ["docrepr", "exceptiongroup", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "stack-data", "typing-extensions"]
 kernel = ["ipykernel"]
+matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
+test = ["pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
 
 [[package]]
 name = "ipywidgets"
-version = "8.1.1"
+version = "8.1.2"
 description = "Jupyter interactive widgets"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "ipywidgets-8.1.1-py3-none-any.whl", hash = "sha256:2b88d728656aea3bbfd05d32c747cfd0078f9d7e159cf982433b58ad717eed7f"},
-    {file = "ipywidgets-8.1.1.tar.gz", hash = "sha256:40211efb556adec6fa450ccc2a77d59ca44a060f4f9f136833df59c9f538e6e8"},
+    {file = "ipywidgets-8.1.2-py3-none-any.whl", hash = "sha256:bbe43850d79fb5e906b14801d6c01402857996864d1e5b6fa62dd2ee35559f60"},
+    {file = "ipywidgets-8.1.2.tar.gz", hash = "sha256:d0b9b41e49bae926a866e613a39b0f0097745d2b9f1f3dd406641b4a57ec42c9"},
 ]
 
 [package.dependencies]
 comm = ">=0.1.3"
 ipython = ">=6.1.0"
-jupyterlab-widgets = ">=3.0.9,<3.1.0"
+jupyterlab-widgets = ">=3.0.10,<3.1.0"
 traitlets = ">=4.3.1"
-widgetsnbextension = ">=4.0.9,<4.1.0"
+widgetsnbextension = ">=4.0.10,<4.1.0"
 
 [package.extras]
 test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
@@ -994,187 +1245,87 @@ arrow = ">=0.15.0"
 
 [[package]]
 name = "jax"
-version = "0.4.6"
+version = "0.4.26"
 description = "Differentiate, compile, and transform Numpy code."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "jax-0.4.6.tar.gz", hash = "sha256:d06ea8fba4ed315ec55110396058cb48c8edb2ab0b412f28c8a123beee9e58ab"},
+    {file = "jax-0.4.26-py3-none-any.whl", hash = "sha256:50dc795148ee6b0735b48b477e5abc556aa3a4c7af5d6940dad08024a908b02f"},
+    {file = "jax-0.4.26.tar.gz", hash = "sha256:2cce025d0a279ec630d550524749bc8efe25d2ff47240d2a7d4cfbc5090c5383"},
 ]
 
 [package.dependencies]
-numpy = ">=1.20"
-opt_einsum = "*"
-scipy = ">=1.5"
-
-[package.extras]
-australis = ["protobuf (>=3.13,<4)"]
-ci = ["jaxlib (==0.4.4)"]
-cpu = ["jaxlib (==0.4.6)"]
-cuda = ["jaxlib (==0.4.6+cuda11.cudnn86)"]
-cuda11-cudnn82 = ["jaxlib (==0.4.6+cuda11.cudnn82)"]
-cuda11-cudnn86 = ["jaxlib (==0.4.6+cuda11.cudnn86)"]
-minimum-jaxlib = ["jaxlib (==0.4.4)"]
-tpu = ["jaxlib (==0.4.6)", "libtpu-nightly (==0.1.dev20230309)", "requests"]
-
-[[package]]
-name = "jax"
-version = "0.4.8"
-description = "Differentiate, compile, and transform Numpy code."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "jax-0.4.8.tar.gz", hash = "sha256:08116481f7336db16c24812bfb5e6f9786915f4c2f6ff4028331fa69e7535202"},
-]
-
-[package.dependencies]
-ml_dtypes = ">=0.0.3"
-numpy = ">=1.21"
-opt_einsum = "*"
-scipy = ">=1.7"
-
-[package.extras]
-australis = ["protobuf (>=3.13,<4)"]
-ci = ["jaxlib (==0.4.7)"]
-cpu = ["jaxlib (==0.4.7)"]
-cuda = ["jaxlib (==0.4.7+cuda11.cudnn86)"]
-cuda11-cudnn82 = ["jaxlib (==0.4.7+cuda11.cudnn82)"]
-cuda11-cudnn86 = ["jaxlib (==0.4.7+cuda11.cudnn86)"]
-cuda11-local = ["jaxlib (==0.4.7+cuda11.cudnn86)"]
-cuda11-pip = ["jaxlib (==0.4.7+cuda11.cudnn86)", "nvidia-cublas-cu11 (>=11.11)", "nvidia-cuda-nvcc-cu11 (>=11.8)", "nvidia-cuda-runtime-cu11 (>=11.8)", "nvidia-cudnn-cu11 (>=8.6)", "nvidia-cufft-cu11 (>=10.9)", "nvidia-cusolver-cu11 (>=11.4)", "nvidia-cusparse-cu11 (>=11.7)"]
-cuda12-local = ["jaxlib (==0.4.7+cuda12.cudnn88)"]
-cuda12-pip = ["jaxlib (==0.4.7+cuda12.cudnn88)", "nvidia-cublas-cu12", "nvidia-cuda-nvcc-cu12", "nvidia-cuda-runtime-cu12", "nvidia-cudnn-cu12", "nvidia-cufft-cu12", "nvidia-cusolver-cu12", "nvidia-cusparse-cu12"]
-minimum-jaxlib = ["jaxlib (==0.4.7)"]
-tpu = ["jaxlib (==0.4.7)", "libtpu-nightly (==0.1.dev20230327)", "requests"]
-
-[[package]]
-name = "jax"
-version = "0.4.13"
-description = "Differentiate, compile, and transform Numpy code."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "jax-0.4.13.tar.gz", hash = "sha256:03bfe6749dfe647f16f15f6616638adae6c4a7ca7167c75c21961ecfd3a3baaa"},
+ml-dtypes = ">=0.2.0"
+numpy = [
+    {version = ">=1.22", markers = "python_version < \"3.11\""},
+    {version = ">=1.23.2", markers = "python_version >= \"3.11\""},
 ]
-
-[package.dependencies]
-importlib_metadata = {version = ">=4.6", markers = "python_version < \"3.10\""}
-ml_dtypes = ">=0.1.0"
-numpy = ">=1.21"
-opt_einsum = "*"
-scipy = ">=1.7"
+opt-einsum = "*"
+scipy = ">=1.9"
 
 [package.extras]
 australis = ["protobuf (>=3.13,<4)"]
-ci = ["jaxlib (==0.4.12)"]
-cpu = ["jaxlib (==0.4.13)"]
-cuda = ["jaxlib (==0.4.13+cuda11.cudnn86)"]
-cuda11-cudnn86 = ["jaxlib (==0.4.13+cuda11.cudnn86)"]
-cuda11-local = ["jaxlib (==0.4.13+cuda11.cudnn86)"]
-cuda11-pip = ["jaxlib (==0.4.13+cuda11.cudnn86)", "nvidia-cublas-cu11 (>=11.11)", "nvidia-cuda-cupti-cu11 (>=11.8)", "nvidia-cuda-nvcc-cu11 (>=11.8)", "nvidia-cuda-runtime-cu11 (>=11.8)", "nvidia-cudnn-cu11 (>=8.8)", "nvidia-cufft-cu11 (>=10.9)", "nvidia-cusolver-cu11 (>=11.4)", "nvidia-cusparse-cu11 (>=11.7)"]
-cuda12-local = ["jaxlib (==0.4.13+cuda12.cudnn89)"]
-cuda12-pip = ["jaxlib (==0.4.13+cuda12.cudnn89)", "nvidia-cublas-cu12", "nvidia-cuda-cupti-cu12", "nvidia-cuda-nvcc-cu12", "nvidia-cuda-runtime-cu12", "nvidia-cudnn-cu12 (>=8.9)", "nvidia-cufft-cu12", "nvidia-cusolver-cu12", "nvidia-cusparse-cu12"]
-minimum-jaxlib = ["jaxlib (==0.4.11)"]
-tpu = ["jaxlib (==0.4.13)", "libtpu-nightly (==0.1.dev20230622)"]
+ci = ["jaxlib (==0.4.25)"]
+cpu = ["jaxlib (==0.4.26)"]
+cuda = ["jaxlib (==0.4.26+cuda12.cudnn89)"]
+cuda12 = ["jax-cuda12-plugin (==0.4.26)", "jaxlib (==0.4.26)", "nvidia-cublas-cu12 (>=12.1.3.1)", "nvidia-cuda-cupti-cu12 (>=12.1.105)", "nvidia-cuda-nvcc-cu12 (>=12.1.105)", "nvidia-cuda-runtime-cu12 (>=12.1.105)", "nvidia-cudnn-cu12 (>=8.9.2.26,<9.0)", "nvidia-cufft-cu12 (>=11.0.2.54)", "nvidia-cusolver-cu12 (>=11.4.5.107)", "nvidia-cusparse-cu12 (>=12.1.0.106)", "nvidia-nccl-cu12 (>=2.18.1)", "nvidia-nvjitlink-cu12 (>=12.1.105)"]
+cuda12-cudnn89 = ["jaxlib (==0.4.26+cuda12.cudnn89)"]
+cuda12-local = ["jaxlib (==0.4.26+cuda12.cudnn89)"]
+cuda12-pip = ["jaxlib (==0.4.26+cuda12.cudnn89)", "nvidia-cublas-cu12 (>=12.1.3.1)", "nvidia-cuda-cupti-cu12 (>=12.1.105)", "nvidia-cuda-nvcc-cu12 (>=12.1.105)", "nvidia-cuda-runtime-cu12 (>=12.1.105)", "nvidia-cudnn-cu12 (>=8.9.2.26,<9.0)", "nvidia-cufft-cu12 (>=11.0.2.54)", "nvidia-cusolver-cu12 (>=11.4.5.107)", "nvidia-cusparse-cu12 (>=12.1.0.106)", "nvidia-nccl-cu12 (>=2.18.1)", "nvidia-nvjitlink-cu12 (>=12.1.105)"]
+minimum-jaxlib = ["jaxlib (==0.4.20)"]
+tpu = ["jaxlib (==0.4.26)", "libtpu-nightly (==0.1.dev20240403)", "requests"]
 
 [[package]]
 name = "jax-tqdm"
-version = "0.1.2"
+version = "0.2.0"
 description = "Tqdm progress bar for JAX scans and loops"
 optional = false
-python-versions = ">=3.8,<4.0"
+python-versions = "<4.0,>=3.9"
 files = [
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-    {file = "jax_tqdm-0.1.2.tar.gz", hash = "sha256:c94f751752eb95344fd483a4a7b71720530203ea2779395e070bde6bd48048ad"},
+    {file = "jax_tqdm-0.2.0-py3-none-any.whl", hash = "sha256:09c2afabe0804d4f489a49f6b036d5cc0603f2f2e1dcc424506ece8977154af9"},
+    {file = "jax_tqdm-0.2.0.tar.gz", hash = "sha256:466db74e4326af2745d9789c8719309af7a48aacb3e0543a49f42ea169d41c87"},
 ]
 
 [package.dependencies]
-jax = ">=0.3.5"
+jax = ">=0.4.12"
 tqdm = ">=4.64.1,<5.0.0"
 
 [[package]]
 name = "jaxlib"
-version = "0.4.6"
-description = "XLA library for JAX"
-optional = false
-python-versions = ">=3.8"
-files = [
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-    {file = "jaxlib-0.4.6-cp39-cp39-macosx_10_14_x86_64.whl", hash = "sha256:cdfbff50bae46065d2fac6250260077e2c554df52252c45cb5ca949bed378b6f"},
-    {file = "jaxlib-0.4.6-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:399d83e16a35d66693b27951b87be566d91e47c7f4ac1fc5a362536a7b9c29cc"},
-    {file = "jaxlib-0.4.6-cp39-cp39-manylinux2014_x86_64.whl", hash = "sha256:4079c42247db33c69f10710b6a5a570ed89d773e0e549612fadba3d06fe4773c"},
-]
-
-[package.dependencies]
-numpy = ">=1.20"
-scipy = ">=1.5"
-
-[[package]]
-name = "jaxlib"
-version = "0.4.7"
+version = "0.4.26"
 description = "XLA library for JAX"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "jaxlib-0.4.7-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:63c2890978e8646516db3d8a680b43d2bed8b63543a70556391f589a261bd85f"},
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-
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-ml-dtypes = ">=0.1.0"
-numpy = ">=1.21"
-scipy = ">=1.7"
+ml-dtypes = ">=0.2.0"
+numpy = ">=1.22"
+scipy = ">=1.9"
 
 [package.extras]
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+cuda12-pip = ["nvidia-cublas-cu12 (>=12.1.3.1)", "nvidia-cuda-cupti-cu12 (>=12.1.105)", "nvidia-cuda-nvcc-cu12 (>=12.1.105)", "nvidia-cuda-runtime-cu12 (>=12.1.105)", "nvidia-cudnn-cu12 (>=8.9.2.26,<9.0)", "nvidia-cufft-cu12 (>=11.0.2.54)", "nvidia-cusolver-cu12 (>=11.4.5.107)", "nvidia-cusparse-cu12 (>=12.1.0.106)", "nvidia-nccl-cu12 (>=2.18.1)", "nvidia-nvjitlink-cu12 (>=12.1.105)"]
 
 [[package]]
 name = "jedi"
@@ -1214,18 +1365,15 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "json5"
-version = "0.9.14"
+version = "0.9.25"
 description = "A Python implementation of the JSON5 data format."
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 files = [
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 ]
 
-[package.extras]
-dev = ["hypothesis"]
-
 [[package]]
 name = "jsonpointer"
 version = "2.4"
@@ -1234,6 +1382,7 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
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 ]
 
 [[package]]
@@ -1251,11 +1400,9 @@ files = [
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 idna = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
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 isoduration = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
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 rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
@@ -1279,7 +1426,6 @@ files = [
 ]
 
 [package.dependencies]
-importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
 referencing = ">=0.31.0"
 
 [[package]]
@@ -1304,17 +1450,16 @@ qtconsole = "*"
 
 [[package]]
 name = "jupyter-client"
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+version = "8.6.1"
 description = "Jupyter protocol implementation and client libraries"
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 python-versions = ">=3.8"
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 [package.dependencies]
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 python-dateutil = ">=2.8.2"
 pyzmq = ">=23.0"
@@ -1351,13 +1496,13 @@ test = ["flaky", "pexpect", "pytest"]
 
 [[package]]
 name = "jupyter-core"
-version = "5.7.1"
+version = "5.7.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -1367,17 +1512,17 @@ traitlets = ">=5.3"
 
 [package.extras]
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-test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
+test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-events"
-version = "0.9.0"
+version = "0.10.0"
 description = "Jupyter Event System library"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1396,64 +1541,63 @@ test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "p
 
 [[package]]
 name = "jupyter-lsp"
-version = "2.2.2"
+version = "2.2.5"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
 jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.12.5"
+version = "2.14.0"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
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-argon2-cffi = "*"
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+argon2-cffi = ">=21.1"
+jinja2 = ">=3.0.3"
 jupyter-client = ">=7.4.4"
 jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 jupyter-events = ">=0.9.0"
-jupyter-server-terminals = "*"
+jupyter-server-terminals = ">=0.4.4"
 nbconvert = ">=6.4.4"
 nbformat = ">=5.3.0"
-overrides = "*"
-packaging = "*"
-prometheus-client = "*"
-pywinpty = {version = "*", markers = "os_name == \"nt\""}
+overrides = ">=5.0"
+packaging = ">=22.0"
+prometheus-client = ">=0.9"
+pywinpty = {version = ">=2.0.1", markers = "os_name == \"nt\""}
 pyzmq = ">=24"
 send2trash = ">=1.8.2"
 terminado = ">=0.8.3"
 tornado = ">=6.2.0"
 traitlets = ">=5.6.0"
-websocket-client = "*"
+websocket-client = ">=1.7"
 
 [package.extras]
 docs = ["ipykernel", "jinja2", "jupyter-client", "jupyter-server", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-openapi (>=0.8.0)", "sphinxcontrib-spelling", "sphinxemoji", "tornado", "typing-extensions"]
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+test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0,<9)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.7)", "pytest-timeout", "requests"]
 
 [[package]]
 name = "jupyter-server-terminals"
-version = "0.5.2"
+version = "0.5.3"
 description = "A Jupyter Server Extension Providing Terminals."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_server_terminals-0.5.2-py3-none-any.whl", hash = "sha256:1b80c12765da979513c42c90215481bbc39bd8ae7c0350b4f85bc3eb58d0fa80"},
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+    {file = "jupyter_server_terminals-0.5.3-py3-none-any.whl", hash = "sha256:41ee0d7dc0ebf2809c668e0fc726dfaf258fcd3e769568996ca731b6194ae9aa"},
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 ]
 
 [package.dependencies]
@@ -1466,36 +1610,36 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.0.12"
+version = "4.1.8"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
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-importlib-resources = {version = ">=1.4", markers = "python_version < \"3.9\""}
-ipykernel = "*"
+httpx = ">=0.25.0"
+ipykernel = ">=6.5.0"
 jinja2 = ">=3.0.3"
 jupyter-core = "*"
 jupyter-lsp = ">=2.0.0"
 jupyter-server = ">=2.4.0,<3"
-jupyterlab-server = ">=2.19.0,<3"
+jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2"
 packaging = "*"
-tomli = {version = "*", markers = "python_version < \"3.11\""}
+tomli = {version = ">=1.2.2", markers = "python_version < \"3.11\""}
 tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
-dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.1.6)"]
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+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.2.0)"]
+docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<7.3.0)", "sphinx-copybutton"]
+docs-screenshots = ["altair (==5.2.0)", "ipython (==8.16.1)", "ipywidgets (==8.1.1)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.0.post6)", "matplotlib (==3.8.2)", "nbconvert (>=7.0.0)", "pandas (==2.2.0)", "scipy (==1.12.0)", "vega-datasets (==0.9.0)"]
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+upgrade-extension = ["copier (>=8.0,<9.0)", "jinja2-time (<0.3)", "pydantic (<2.0)", "pyyaml-include (<2.0)", "tomli-w (<2.0)"]
 
 [[package]]
 name = "jupyterlab-pygments"
@@ -1510,18 +1654,17 @@ files = [
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.25.2"
+version = "2.27.1"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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 jinja2 = ">=3.0.3"
 json5 = ">=0.9.0"
 jsonschema = ">=4.18.0"
@@ -1532,17 +1675,130 @@ requests = ">=2.31"
 [package.extras]
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 [[package]]
 name = "jupyterlab-widgets"
-version = "3.0.9"
+version = "3.0.10"
 description = "Jupyter interactive widgets for JupyterLab"
 optional = false
 python-versions = ">=3.7"
 files = [
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+]
+
+[[package]]
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 [package.extras]
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 ]
 
 [[package]]
 name = "mslex"
-version = "1.1.0"
+version = "1.2.0"
 description = "shlex for windows"
 optional = false
 python-versions = ">=3.5"
 files = [
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 ]
 
 [[package]]
 name = "nbclient"
-version = "0.9.0"
+version = "0.10.0"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "nbclient-0.9.0-py3-none-any.whl", hash = "sha256:a3a1ddfb34d4a9d17fc744d655962714a866639acd30130e9be84191cd97cd15"},
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 ]
 
 [package.dependencies]
@@ -1897,24 +2109,23 @@ traitlets = ">=5.4"
 [package.extras]
 dev = ["pre-commit"]
 docs = ["autodoc-traits", "mock", "moto", "myst-parser", "nbclient[test]", "sphinx (>=1.7)", "sphinx-book-theme", "sphinxcontrib-spelling"]
-test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest (>=7.0)", "pytest-asyncio", "pytest-cov (>=4.0)", "testpath", "xmltodict"]
+test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest (>=7.0,<8)", "pytest-asyncio", "pytest-cov (>=4.0)", "testpath", "xmltodict"]
 
 [[package]]
 name = "nbconvert"
-version = "7.14.2"
-description = "Converting Jupyter Notebooks"
+version = "7.16.3"
+description = "Converting Jupyter Notebooks (.ipynb files) to other formats.  Output formats include asciidoc, html, latex, markdown, pdf, py, rst, script.  nbconvert can be used both as a Python library (`import nbconvert`) or as a command line tool (invoked as `jupyter nbconvert ...`)."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 beautifulsoup4 = "*"
 bleach = "!=5.0.0"
 defusedxml = "*"
-importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
 jinja2 = ">=3.0"
 jupyter-core = ">=4.7"
 jupyterlab-pygments = "*"
@@ -1934,24 +2145,24 @@ docs = ["ipykernel", "ipython", "myst-parser", "nbsphinx (>=0.2.12)", "pydata-sp
 qtpdf = ["nbconvert[qtpng]"]
 qtpng = ["pyqtwebengine (>=5.15)"]
 serve = ["tornado (>=6.1)"]
-test = ["flaky", "ipykernel", "ipywidgets (>=7.5)", "pytest"]
+test = ["flaky", "ipykernel", "ipywidgets (>=7.5)", "pytest (>=7)"]
 webpdf = ["playwright"]
 
 [[package]]
 name = "nbformat"
-version = "5.9.2"
+version = "5.10.4"
 description = "The Jupyter Notebook format"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-fastjsonschema = "*"
+fastjsonschema = ">=2.15"
 jsonschema = ">=2.6"
-jupyter-core = "*"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 traitlets = ">=5.1"
 
 [package.extras]
@@ -1985,18 +2196,18 @@ setuptools = "*"
 
 [[package]]
 name = "notebook"
-version = "7.0.7"
+version = "7.1.3"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "notebook-7.1.3-py3-none-any.whl", hash = "sha256:919b911e59f41f6e3857ce93c9d93535ba66bb090059712770e5968c07e1004d"},
+    {file = "notebook-7.1.3.tar.gz", hash = "sha256:41fcebff44cf7bb9377180808bcbae066629b55d8c7722f1ebbe75ca44f9cfc1"},
 ]
 
 [package.dependencies]
 jupyter-server = ">=2.4.0,<3"
-jupyterlab = ">=4.0.2,<5"
+jupyterlab = ">=4.1.1,<4.2"
 jupyterlab-server = ">=2.22.1,<3"
 notebook-shim = ">=0.2,<0.3"
 tornado = ">=6.2.0"
@@ -2008,13 +2219,13 @@ test = ["importlib-resources (>=5.0)", "ipykernel", "jupyter-server[test] (>=2.4
 
 [[package]]
 name = "notebook-shim"
-version = "0.2.3"
+version = "0.2.4"
 description = "A shim layer for notebook traits and config"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -2025,33 +2236,47 @@ test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"
 
 [[package]]
 name = "numpy"
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-description = "NumPy is the fundamental package for array computing with Python."
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-python-versions = ">=3.8"
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+fpx = ["olefile"]
+mic = ["olefile"]
+tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+typing = ["typing-extensions"]
+xmp = ["defusedxml"]
 
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 name = "platformdirs"
-version = "4.2.0"
-description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "4.2.1"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
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 python-versions = ">=3.8"
 files = [
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 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
+type = ["mypy (>=1.8)"]
 
 [[package]]
 name = "pluggy"
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+version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
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 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -2314,13 +2619,13 @@ virtualenv = ">=20.10.0"
 
 [[package]]
 name = "prometheus-client"
-version = "0.19.0"
+version = "0.20.0"
 description = "Python client for the Prometheus monitoring system."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -2340,6 +2645,26 @@ files = [
 [package.dependencies]
 wcwidth = "*"
 
+[[package]]
+name = "protobuf"
+version = "5.26.1"
+description = ""
+optional = false
+python-versions = ">=3.8"
+files = [
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+
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 version = "5.9.8"
@@ -2395,13 +2720,13 @@ tests = ["pytest"]
 
 [[package]]
 name = "pycparser"
-version = "2.21"
+version = "2.22"
 description = "C parser in Python"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.8"
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 [[package]]
@@ -2419,6 +2744,20 @@ files = [
 plugins = ["importlib-metadata"]
 windows-terminal = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "pyparsing"
+version = "3.1.2"
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+optional = false
+python-versions = ">=3.6.8"
+files = [
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+
+[package.extras]
+diagrams = ["jinja2", "railroad-diagrams"]
+
 [[package]]
 name = "pytest"
 version = "7.4.4"
@@ -2443,13 +2782,13 @@ testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "no
 
 [[package]]
 name = "python-dateutil"
-version = "2.8.2"
+version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -2468,13 +2807,13 @@ files = [
 
 [[package]]
 name = "pytz"
-version = "2023.4"
+version = "2024.1"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
@@ -2502,17 +2841,17 @@ files = [
 
 [[package]]
 name = "pywinpty"
-version = "2.0.12"
+version = "2.0.13"
 description = "Pseudo terminal support for Windows from Python."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [[package]]
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+numpy = ">=1.20,<1.24.0 || >1.24.0"
+pandas = ">=1.2"
 
 [package.extras]
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-doc = ["matplotlib (>2)", "numpydoc", "pydata-sphinx-theme (==0.9.0)", "sphinx (!=4.1.0)", "sphinx-design (>=0.2.0)"]
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+dev = ["flake8", "flit", "mypy", "pandas-stubs", "pre-commit", "pytest", "pytest-cov", "pytest-xdist"]
+docs = ["ipykernel", "nbconvert", "numpydoc", "pydata_sphinx_theme (==0.10.0rc2)", "pyyaml", "sphinx (<6.0.0)", "sphinx-copybutton", "sphinx-design", "sphinx-issues"]
+stats = ["scipy (>=1.7)", "statsmodels (>=0.12)"]
 
 [[package]]
 name = "send2trash"
-version = "1.8.2"
+version = "1.8.3"
 description = "Send file to trash natively under Mac OS X, Windows and Linux"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
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 ]
 
 [package.extras]
@@ -2955,19 +3324,19 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
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+version = "69.5.1"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
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 python-versions = ">=3.8"
 files = [
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 [[package]]
 name = "six"
@@ -2982,13 +3351,13 @@ files = [
 
 [[package]]
 name = "sniffio"
-version = "1.3.0"
+version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
@@ -3040,12 +3409,12 @@ tomli = {version = ">=2.0.1,<3.0.0", markers = "python_version >= \"3.7\" and py
 
 [[package]]
 name = "tensorflow-probability"
-version = "0.21.0"
+version = "0.24.0"
 description = "Probabilistic modeling and statistical inference in TensorFlow"
 optional = false
-python-versions = ">=3.8"
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 [package.dependencies]
@@ -3056,50 +3425,51 @@ dm-tree = "*"
 gast = ">=0.3.2"
 numpy = ">=1.13.3"
 six = ">=1.10.0"
-typing-extensions = "<4.6.0"
 
 [package.extras]
 jax = ["jax", "jaxlib"]
+tf = ["tensorflow (>=2.16)", "tf-keras (>=2.16)"]
 tfds = ["tensorflow-datasets (>=2.2.0)"]
 
 [[package]]
 name = "tensorstore"
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 description = "Read and write large, multi-dimensional arrays"
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 numpy = ">=1.16.0"
 
 [[package]]
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+version = "0.18.1"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
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 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3114,13 +3484,13 @@ typing = ["mypy (>=1.6,<2.0)", "traitlets (>=5.11.1)"]
 
 [[package]]
 name = "tinycss2"
-version = "1.2.1"
+version = "1.3.0"
 description = "A tiny CSS parser"
 optional = false
-python-versions = ">=3.7"
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 files = [
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-    {file = "tinycss2-1.2.1.tar.gz", hash = "sha256:8cff3a8f066c2ec677c06dbc7b45619804a6938478d9d73c284b29d14ecb0627"},
+    {file = "tinycss2-1.3.0-py3-none-any.whl", hash = "sha256:54a8dbdffb334d536851be0226030e9505965bb2f30f21a4a82c55fb2a80fae7"},
+    {file = "tinycss2-1.3.0.tar.gz", hash = "sha256:152f9acabd296a8375fbca5b84c961ff95971fcfc32e79550c8df8e29118c54d"},
 ]
 
 [package.dependencies]
@@ -3128,7 +3498,7 @@ webencodings = ">=0.4"
 
 [package.extras]
 doc = ["sphinx", "sphinx_rtd_theme"]
-test = ["flake8", "isort", "pytest"]
+test = ["pytest", "ruff"]
 
 [[package]]
 name = "tomli"
@@ -3174,13 +3544,13 @@ files = [
 
 [[package]]
 name = "tqdm"
-version = "4.66.1"
+version = "4.66.2"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tqdm-4.66.1-py3-none-any.whl", hash = "sha256:d302b3c5b53d47bce91fea46679d9c3c6508cf6332229aa1e7d8653723793386"},
-    {file = "tqdm-4.66.1.tar.gz", hash = "sha256:d88e651f9db8d8551a62556d3cff9e3034274ca5d66e93197cf2490e2dcb69c7"},
+    {file = "tqdm-4.66.2-py3-none-any.whl", hash = "sha256:1ee4f8a893eb9bef51c6e35730cebf234d5d0b6bd112b0271e10ed7c24a02bd9"},
+    {file = "tqdm-4.66.2.tar.gz", hash = "sha256:6cd52cdf0fef0e0f543299cfc96fec90d7b8a7e88745f411ec33eb44d5ed3531"},
 ]
 
 [package.dependencies]
@@ -3194,39 +3564,50 @@ telegram = ["requests"]
 
 [[package]]
 name = "traitlets"
-version = "5.14.1"
+version = "5.14.3"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "traitlets-5.14.1-py3-none-any.whl", hash = "sha256:2e5a030e6eff91737c643231bfcf04a65b0132078dad75e4936700b213652e74"},
-    {file = "traitlets-5.14.1.tar.gz", hash = "sha256:8585105b371a04b8316a43d5ce29c098575c2e477850b62b848b964f1444527e"},
+    {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
+    {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
 ]
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
-test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<7.5)", "pytest-mock", "pytest-mypy-testing"]
+test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.2)", "pytest-mock", "pytest-mypy-testing"]
 
 [[package]]
 name = "types-python-dateutil"
-version = "2.8.19.20240106"
+version = "2.9.0.20240316"
 description = "Typing stubs for python-dateutil"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-python-dateutil-2.8.19.20240106.tar.gz", hash = "sha256:1f8db221c3b98e6ca02ea83a58371b22c374f42ae5bbdf186db9c9a76581459f"},
-    {file = "types_python_dateutil-2.8.19.20240106-py3-none-any.whl", hash = "sha256:efbbdc54590d0f16152fa103c9879c7d4a00e82078f6e2cf01769042165acaa2"},
+    {file = "types-python-dateutil-2.9.0.20240316.tar.gz", hash = "sha256:5d2f2e240b86905e40944dd787db6da9263f0deabef1076ddaed797351ec0202"},
+    {file = "types_python_dateutil-2.9.0.20240316-py3-none-any.whl", hash = "sha256:6b8cb66d960771ce5ff974e9dd45e38facb81718cc1e208b10b1baccbfdbee3b"},
 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.5.0"
-description = "Backported and Experimental Type Hints for Python 3.7+"
+version = "4.11.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.5.0-py3-none-any.whl", hash = "sha256:fb33085c39dd998ac16d1431ebc293a8b3eedd00fd4a32de0ff79002c19511b4"},
-    {file = "typing_extensions-4.5.0.tar.gz", hash = "sha256:5cb5f4a79139d699607b3ef622a1dedafa84e115ab0024e0d9c044a9479ca7cb"},
+    {file = "typing_extensions-4.11.0-py3-none-any.whl", hash = "sha256:c1f94d72897edaf4ce775bb7558d5b79d8126906a14ea5ed1635921406c0387a"},
+    {file = "typing_extensions-4.11.0.tar.gz", hash = "sha256:83f085bd5ca59c80295fc2a82ab5dac679cbe02b9f33f7d83af68e241bea51b0"},
+]
+
+[[package]]
+name = "tzdata"
+version = "2024.1"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+files = [
+    {file = "tzdata-2024.1-py2.py3-none-any.whl", hash = "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"},
+    {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"},
 ]
 
 [[package]]
@@ -3245,13 +3626,13 @@ dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake
 
 [[package]]
 name = "urllib3"
-version = "2.2.0"
+version = "2.2.1"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "urllib3-2.2.0-py3-none-any.whl", hash = "sha256:ce3711610ddce217e6d113a2732fafad960a03fd0318c91faa79481e35c11224"},
-    {file = "urllib3-2.2.0.tar.gz", hash = "sha256:051d961ad0c62a94e50ecf1af379c3aba230c66c710493493560c0c223c49f20"},
+    {file = "urllib3-2.2.1-py3-none-any.whl", hash = "sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d"},
+    {file = "urllib3-2.2.1.tar.gz", hash = "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"},
 ]
 
 [package.extras]
@@ -3262,13 +3643,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.25.0"
+version = "20.26.0"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "virtualenv-20.25.0-py3-none-any.whl", hash = "sha256:4238949c5ffe6876362d9c0180fc6c3a824a7b12b80604eeb8085f2ed7460de3"},
-    {file = "virtualenv-20.25.0.tar.gz", hash = "sha256:bf51c0d9c7dd63ea8e44086fa1e4fb1093a31e963b86959257378aef020e1f1b"},
+    {file = "virtualenv-20.26.0-py3-none-any.whl", hash = "sha256:0846377ea76e818daaa3e00a4365c018bc3ac9760cbb3544de542885aad61fb3"},
+    {file = "virtualenv-20.26.0.tar.gz", hash = "sha256:ec25a9671a5102c8d2657f62792a27b48f016664c6873f6beed3800008577210"},
 ]
 
 [package.dependencies]
@@ -3277,7 +3658,7 @@ filelock = ">=3.12.2,<4"
 platformdirs = ">=3.9.1,<5"
 
 [package.extras]
-docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
+docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
 test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
 
 [[package]]
@@ -3319,47 +3700,47 @@ files = [
 
 [[package]]
 name = "websocket-client"
-version = "1.7.0"
+version = "1.8.0"
 description = "WebSocket client for Python with low level API options"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "websocket-client-1.7.0.tar.gz", hash = "sha256:10e511ea3a8c744631d3bd77e61eb17ed09304c413ad42cf6ddfa4c7787e8fe6"},
-    {file = "websocket_client-1.7.0-py3-none-any.whl", hash = "sha256:f4c3d22fec12a2461427a29957ff07d35098ee2d976d3ba244e688b8b4057588"},
+    {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"},
+    {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"},
 ]
 
 [package.extras]
-docs = ["Sphinx (>=6.0)", "sphinx-rtd-theme (>=1.1.0)"]
+docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx-rtd-theme (>=1.1.0)"]
 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
 [[package]]
 name = "widgetsnbextension"
-version = "4.0.9"
+version = "4.0.10"
 description = "Jupyter interactive widgets for Jupyter Notebook"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "widgetsnbextension-4.0.9-py3-none-any.whl", hash = "sha256:91452ca8445beb805792f206e560c1769284267a30ceb1cec9f5bcc887d15175"},
-    {file = "widgetsnbextension-4.0.9.tar.gz", hash = "sha256:3c1f5e46dc1166dfd40a42d685e6a51396fd34ff878742a3e47c6f0cc4a2a385"},
+    {file = "widgetsnbextension-4.0.10-py3-none-any.whl", hash = "sha256:d37c3724ec32d8c48400a435ecfa7d3e259995201fbefa37163124a9fcb393cc"},
+    {file = "widgetsnbextension-4.0.10.tar.gz", hash = "sha256:64196c5ff3b9a9183a8e699a4227fb0b7002f252c814098e66c4d1cd0644688f"},
 ]
 
 [[package]]
 name = "zipp"
-version = "3.17.0"
+version = "3.18.1"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
-    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
+    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
+    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = "^3.8,<3.12"
-content-hash = "e0828dfa6921ef420ecb404b228f413c75923a4d8567b3472de32b66533e0fcd"
+python-versions = ">=3.10,<3.12"
+content-hash = "85834e91787aa0750c8010cf2374e9ef76bc91680960623311d27ddcd653e5d1"
diff --git a/pyproject.toml b/pyproject.toml
index fb79e84..1631d8f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,12 +10,12 @@ repository = "https://github.com/zombie-einstein/JAX-PPO"
 keywords = ["jax", "rl", "ppo"]
 
 [tool.poetry.dependencies]
-python = "^3.8,<3.12"
-flax = "^0.6.3"
-distrax = "^0.1.3"
-jax-tqdm = "^0.1.0"
-gymnax = "^0.0.6"
-scipy = ">=1.10.0"
+python = ">=3.10,<3.12"
+flax = "^0.8.2"
+distrax = "^0.1.5"
+jax-tqdm = "0.2.0"
+gymnax = "^0.0.8"
+scipy = ">=1.13.0"
 
 [tool.poetry.group.dev.dependencies]
 pre-commit = "^2.21.0"