diff --git a/numalogic/registry/localcache.py b/numalogic/registry/localcache.py
index 17db8f5b..b9993dda 100644
--- a/numalogic/registry/localcache.py
+++ b/numalogic/registry/localcache.py
@@ -10,6 +10,7 @@
 # limitations under the License.
 
 from copy import deepcopy
+from threading import Lock
 from typing import Optional
 
 from cachetools import TTLCache
@@ -19,7 +20,7 @@
 
 
 class LocalLRUCache(ArtifactCache, metaclass=Singleton):
-    r"""A local in-memory LRU cache with per item Time-to-live support.
+    r"""A local in-memory LRU cache registry with per artifact Time-to-live support.
 
     Args:
     ----
@@ -34,6 +35,7 @@ def __init__(self, cachesize: int = 512, ttl: int = 300):
         super().__init__(cachesize, ttl)
         if not self.__cache:
             self.__cache = TTLCache(maxsize=cachesize, ttl=ttl)
+        self.__lock = Lock()
 
     def __contains__(self, artifact_key: str) -> bool:
         """Check if an artifact is in the cache."""
@@ -51,7 +53,8 @@ def load(self, artifact_key: str) -> Optional[ArtifactData]:
         -------
             The artifact data instance if found, None otherwise.
         """
-        return self.__cache.get(artifact_key)
+        with self.__lock:
+            return self.__cache.get(artifact_key)
 
     def save(self, key: str, artifact: ArtifactData) -> None:
         """
@@ -64,7 +67,8 @@ def save(self, key: str, artifact: ArtifactData) -> None:
         """
         artifact = deepcopy(artifact)
         artifact.extras["source"] = self._STORETYPE
-        self.__cache[key] = artifact
+        with self.__lock:
+            self.__cache[key] = artifact
 
     def delete(self, key: str) -> Optional[ArtifactData]:
         """
@@ -78,11 +82,13 @@ def delete(self, key: str) -> Optional[ArtifactData]:
         -------
             The deleted artifact data instance if found, None otherwise.
         """
-        return self.__cache.pop(key, default=None)
+        with self.__lock:
+            return self.__cache.pop(key, default=None)
 
     def clear(self) -> None:
         """Clears the whole cache."""
-        self.__cache.clear()
+        with self.__lock:
+            self.__cache.clear()
 
     def keys(self) -> list[str]:
         """Returns the current keys of the cache."""
diff --git a/numalogic/tools/types.py b/numalogic/tools/types.py
index 3e7b2934..d7bd23b0 100644
--- a/numalogic/tools/types.py
+++ b/numalogic/tools/types.py
@@ -49,3 +49,7 @@ def __call__(cls, *args, **kwargs):
         if cls not in cls._instances:
             cls._instances[cls] = super().__call__(*args, **kwargs)
         return cls._instances[cls]
+
+    @classmethod
+    def clear_instances(cls):
+        cls._instances = {}
diff --git a/poetry.lock b/poetry.lock
index 4ef2d046..a272d2ee 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,10 +1,9 @@
-# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
 
 [[package]]
 name = "aiohttp"
 version = "3.8.4"
 description = "Async http client/server framework (asyncio)"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -113,7 +112,6 @@ speedups = ["Brotli", "aiodns", "cchardet"]
 name = "aiorun"
 version = "2022.11.1"
 description = "Boilerplate for asyncio applications"
-category = "main"
 optional = true
 python-versions = ">=3.5"
 files = [
@@ -128,7 +126,6 @@ dev = ["pytest", "pytest-cov"]
 name = "aiosignal"
 version = "1.3.1"
 description = "aiosignal: a list of registered asynchronous callbacks"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -143,7 +140,6 @@ frozenlist = ">=1.1.0"
 name = "antlr4-python3-runtime"
 version = "4.9.3"
 description = "ANTLR 4.9.3 runtime for Python 3.7"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -152,14 +148,13 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "3.7.0"
+version = "3.7.1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "anyio-3.7.0-py3-none-any.whl", hash = "sha256:eddca883c4175f14df8aedce21054bfca3adb70ffe76a9f607aef9d7fa2ea7f0"},
-    {file = "anyio-3.7.0.tar.gz", hash = "sha256:275d9973793619a5374e1c89a4f4ad3f4b0a5510a2b5b939444bee8f4c4d37ce"},
+    {file = "anyio-3.7.1-py3-none-any.whl", hash = "sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5"},
+    {file = "anyio-3.7.1.tar.gz", hash = "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780"},
 ]
 
 [package.dependencies]
@@ -168,7 +163,7 @@ idna = ">=2.8"
 sniffio = ">=1.1"
 
 [package.extras]
-doc = ["Sphinx (>=6.1.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme", "sphinxcontrib-jquery"]
+doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-jquery"]
 test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
 trio = ["trio (<0.22)"]
 
@@ -176,7 +171,6 @@ trio = ["trio (<0.22)"]
 name = "appnope"
 version = "0.1.3"
 description = "Disable App Nap on macOS >= 10.9"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -188,7 +182,6 @@ files = [
 name = "argon2-cffi"
 version = "21.3.0"
 description = "The secure Argon2 password hashing algorithm."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -208,7 +201,6 @@ tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
 name = "argon2-cffi-bindings"
 version = "21.2.0"
 description = "Low-level CFFI bindings for Argon2"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -246,7 +238,6 @@ tests = ["pytest"]
 name = "arrow"
 version = "1.2.3"
 description = "Better dates & times for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -261,7 +252,6 @@ python-dateutil = ">=2.7.0"
 name = "asttokens"
 version = "2.2.1"
 description = "Annotate AST trees with source code positions"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -279,7 +269,6 @@ test = ["astroid", "pytest"]
 name = "async-timeout"
 version = "4.0.2"
 description = "Timeout context manager for asyncio programs"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -291,7 +280,6 @@ files = [
 name = "attrs"
 version = "23.1.0"
 description = "Classes Without Boilerplate"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -310,7 +298,6 @@ tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pyte
 name = "backcall"
 version = "0.2.0"
 description = "Specifications for callback functions passed in to an API"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -322,7 +309,6 @@ files = [
 name = "beautifulsoup4"
 version = "4.12.2"
 description = "Screen-scraping library"
-category = "dev"
 optional = false
 python-versions = ">=3.6.0"
 files = [
@@ -341,7 +327,6 @@ lxml = ["lxml"]
 name = "black"
 version = "23.3.0"
 description = "The uncompromising code formatter."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -391,7 +376,6 @@ uvloop = ["uvloop (>=0.15.2)"]
 name = "bleach"
 version = "6.0.0"
 description = "An easy safelist-based HTML-sanitizing tool."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -408,18 +392,17 @@ css = ["tinycss2 (>=1.1.0,<1.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.26.162"
+version = "1.28.0"
 description = "The AWS SDK for Python"
-category = "main"
 optional = false
 python-versions = ">= 3.7"
 files = [
-    {file = "boto3-1.26.162-py3-none-any.whl", hash = "sha256:d42c7b88a2080850481ca124250e4868f27fdd6181b3bdb79498d6742d894db1"},
-    {file = "boto3-1.26.162.tar.gz", hash = "sha256:30bc198f7d4e01c3fec8e8470b9c228625e792e3de7c6aa2d4cfaf72c4f873d7"},
+    {file = "boto3-1.28.0-py3-none-any.whl", hash = "sha256:ef81f63d38be25137c3ae9c6db2841c4cde82d1c7da9f8cb9f42f410c242d4f2"},
+    {file = "boto3-1.28.0.tar.gz", hash = "sha256:8d43863e4769a5652efc32fd63430df58488cdb3fb85e614461b511358e47ec7"},
 ]
 
 [package.dependencies]
-botocore = ">=1.29.162,<1.30.0"
+botocore = ">=1.31.0,<1.32.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.6.0,<0.7.0"
 
@@ -428,14 +411,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.29.162"
+version = "1.31.0"
 description = "Low-level, data-driven core of boto 3."
-category = "main"
 optional = false
 python-versions = ">= 3.7"
 files = [
-    {file = "botocore-1.29.162-py3-none-any.whl", hash = "sha256:dadb7d793891274905511cdf8a06bea7d8f797c5e0824f06fbc70c7d1a5fdd17"},
-    {file = "botocore-1.29.162.tar.gz", hash = "sha256:18fd92768b5d554d27b1adce5fad6317a303d3e133abe4adfbf4059a776bcdf7"},
+    {file = "botocore-1.31.0-py3-none-any.whl", hash = "sha256:bcb0601fabc9f6fb2f7c592e7c9c4dece69ccd8782bfe6cf991a14f7fa35e6f3"},
+    {file = "botocore-1.31.0.tar.gz", hash = "sha256:db22eea779de7f61621a612c6a36f3ee069a37d4572a9541aa374503447622aa"},
 ]
 
 [package.dependencies]
@@ -450,7 +432,6 @@ crt = ["awscrt (==0.16.9)"]
 name = "cachetools"
 version = "5.3.1"
 description = "Extensible memoizing collections and decorators"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -462,7 +443,6 @@ files = [
 name = "certifi"
 version = "2023.5.7"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -474,7 +454,6 @@ files = [
 name = "cffi"
 version = "1.15.1"
 description = "Foreign Function Interface for Python calling C code."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -551,7 +530,6 @@ pycparser = "*"
 name = "cfgv"
 version = "3.3.1"
 description = "Validate configuration and produce human readable error messages."
-category = "dev"
 optional = false
 python-versions = ">=3.6.1"
 files = [
@@ -563,7 +541,6 @@ files = [
 name = "charset-normalizer"
 version = "3.1.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -646,14 +623,13 @@ files = [
 
 [[package]]
 name = "click"
-version = "8.1.3"
+version = "8.1.4"
 description = "Composable command line interface toolkit"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "click-8.1.3-py3-none-any.whl", hash = "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"},
-    {file = "click-8.1.3.tar.gz", hash = "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e"},
+    {file = "click-8.1.4-py3-none-any.whl", hash = "sha256:2739815aaa5d2c986a88f1e9230c55e17f0caad3d958a5e13ad0797c166db9e3"},
+    {file = "click-8.1.4.tar.gz", hash = "sha256:b97d0c74955da062a7d4ef92fadb583806a585b2ea81958a81bd72726cbb8e37"},
 ]
 
 [package.dependencies]
@@ -663,7 +639,6 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 name = "cloudpickle"
 version = "2.2.1"
 description = "Extended pickling support for Python objects"
-category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -675,7 +650,6 @@ files = [
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
@@ -687,7 +661,6 @@ files = [
 name = "comm"
 version = "0.1.3"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -707,7 +680,6 @@ typing = ["mypy (>=0.990)"]
 name = "contourpy"
 version = "1.1.0"
 description = "Python library for calculating contours of 2D quadrilateral grids"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -766,7 +738,6 @@ test-no-images = ["pytest", "pytest-cov", "wurlitzer"]
 name = "coverage"
 version = "7.2.7"
 description = "Code coverage measurement for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -842,7 +813,6 @@ toml = ["tomli"]
 name = "cryptography"
 version = "41.0.1"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -884,7 +854,6 @@ test-randomorder = ["pytest-randomly"]
 name = "cycler"
 version = "0.11.0"
 description = "Composable style cycles"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -896,7 +865,6 @@ files = [
 name = "databricks-cli"
 version = "0.17.7"
 description = "A command line interface for Databricks"
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -917,7 +885,6 @@ urllib3 = ">=1.26.7,<2.0.0"
 name = "debugpy"
 version = "1.6.7"
 description = "An implementation of the Debug Adapter Protocol for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -945,7 +912,6 @@ files = [
 name = "decorator"
 version = "5.1.1"
 description = "Decorators for Humans"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -957,7 +923,6 @@ files = [
 name = "defusedxml"
 version = "0.7.1"
 description = "XML bomb protection for Python stdlib modules"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -969,7 +934,6 @@ files = [
 name = "distlib"
 version = "0.3.6"
 description = "Distribution utilities"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -981,7 +945,6 @@ files = [
 name = "entrypoints"
 version = "0.4"
 description = "Discover and load entry points from installed packages."
-category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -991,14 +954,13 @@ files = [
 
 [[package]]
 name = "exceptiongroup"
-version = "1.1.1"
+version = "1.1.2"
 description = "Backport of PEP 654 (exception groups)"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "exceptiongroup-1.1.1-py3-none-any.whl", hash = "sha256:232c37c63e4f682982c8b6459f33a8981039e5fb8756b2074364e5055c498c9e"},
-    {file = "exceptiongroup-1.1.1.tar.gz", hash = "sha256:d484c3090ba2889ae2928419117447a14daf3c1231d5e30d0aae34f354f01785"},
+    {file = "exceptiongroup-1.1.2-py3-none-any.whl", hash = "sha256:e346e69d186172ca7cf029c8c1d16235aa0e04035e5750b4b95039e65204328f"},
+    {file = "exceptiongroup-1.1.2.tar.gz", hash = "sha256:12c3e887d6485d16943a309616de20ae5582633e0a2eda17f4e10fd61c1e8af5"},
 ]
 
 [package.extras]
@@ -1008,7 +970,6 @@ test = ["pytest (>=6)"]
 name = "executing"
 version = "1.2.0"
 description = "Get the currently executing AST node of a frame, and other information"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1021,19 +982,18 @@ tests = ["asttokens", "littleutils", "pytest", "rich"]
 
 [[package]]
 name = "fakeredis"
-version = "2.15.0"
+version = "2.16.0"
 description = "Python implementation of redis API, can be used for testing purposes."
-category = "dev"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
-    {file = "fakeredis-2.15.0-py3-none-any.whl", hash = "sha256:221edb25c0a38d0fb7c7b91f52c4e2beb6fbd3369899a8ab59328c3e432b062a"},
-    {file = "fakeredis-2.15.0.tar.gz", hash = "sha256:519ab3585ac0c652f04836209b9d835f33879560c7451c2abfc59a663cfaffbc"},
+    {file = "fakeredis-2.16.0-py3-none-any.whl", hash = "sha256:188514cbd7120ff28c88f2a31e2fddd18fb1b28504478dfa3669c683134c4d82"},
+    {file = "fakeredis-2.16.0.tar.gz", hash = "sha256:5abdd734de4ead9d6c7acbd3add1c4aa9b3ab35219339530472d9dd2bdf13057"},
 ]
 
 [package.dependencies]
 redis = ">=4"
-sortedcontainers = ">=2.4,<3.0"
+sortedcontainers = ">=2,<3"
 
 [package.extras]
 json = ["jsonpath-ng (>=1.5,<2.0)"]
@@ -1043,7 +1003,6 @@ lua = ["lupa (>=1.14,<2.0)"]
 name = "fastjsonschema"
 version = "2.17.1"
 description = "Fastest Python implementation of JSON schema"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1058,7 +1017,6 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 name = "filelock"
 version = "3.12.2"
 description = "A platform independent file lock."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1074,7 +1032,6 @@ testing = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "diff-cover (>=7.5)", "p
 name = "fonttools"
 version = "4.40.0"
 description = "Tools to manipulate font files"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1132,7 +1089,6 @@ woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 name = "fqdn"
 version = "1.5.1"
 description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
 files = [
@@ -1144,7 +1100,6 @@ files = [
 name = "freezegun"
 version = "1.2.2"
 description = "Let your Python tests travel through time"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1159,7 +1114,6 @@ python-dateutil = ">=2.7"
 name = "frozenlist"
 version = "1.3.3"
 description = "A list-like structure which implements collections.abc.MutableSequence"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1243,7 +1197,6 @@ files = [
 name = "fsspec"
 version = "2023.6.0"
 description = "File-system specification"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1283,7 +1236,6 @@ tqdm = ["tqdm"]
 name = "gitdb"
 version = "4.0.10"
 description = "Git Object Database"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1298,7 +1250,6 @@ smmap = ">=3.0.1,<6"
 name = "gitpython"
 version = "3.1.31"
 description = "GitPython is a Python library used to interact with Git repositories"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1313,7 +1264,6 @@ gitdb = ">=4.0.1,<5"
 name = "google-api-core"
 version = "2.11.1"
 description = "Google API client core library"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1336,7 +1286,6 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 name = "google-auth"
 version = "2.21.0"
 description = "Google Authentication Library"
-category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -1362,7 +1311,6 @@ requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
 name = "google-cloud"
 version = "0.34.0"
 description = "API Client library for Google Cloud"
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -1374,7 +1322,6 @@ files = [
 name = "googleapis-common-protos"
 version = "1.59.1"
 description = "Common protobufs used in Google APIs"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1392,7 +1339,6 @@ grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 name = "grpcio"
 version = "1.56.0"
 description = "HTTP/2-based RPC framework"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1450,7 +1396,6 @@ protobuf = ["grpcio-tools (>=1.56.0)"]
 name = "grpcio-tools"
 version = "1.56.0"
 description = "Protobuf code generator for gRPC"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1510,7 +1455,6 @@ setuptools = "*"
 name = "hiredis"
 version = "2.2.3"
 description = "Python wrapper for hiredis"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1609,7 +1553,6 @@ files = [
 name = "identify"
 version = "2.5.24"
 description = "File identification library for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1624,7 +1567,6 @@ license = ["ukkonen"]
 name = "idna"
 version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1636,7 +1578,6 @@ files = [
 name = "importlib-metadata"
 version = "6.7.0"
 description = "Read metadata from Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1656,7 +1597,6 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs
 name = "importlib-resources"
 version = "5.12.0"
 description = "Read resources from Python packages"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1675,7 +1615,6 @@ testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-chec
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1685,14 +1624,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.23.3"
+version = "6.24.0"
 description = "IPython Kernel for Jupyter"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.23.3-py3-none-any.whl", hash = "sha256:bc00662dc44d4975b668cdb5fefb725e38e9d8d6e28441a519d043f38994922d"},
-    {file = "ipykernel-6.23.3.tar.gz", hash = "sha256:dd4e18116357f36a1e459b3768412371bee764c51844cbf25c4ed1eb9cae4a54"},
+    {file = "ipykernel-6.24.0-py3-none-any.whl", hash = "sha256:2f5fffc7ad8f1fd5aadb4e171ba9129d9668dbafa374732cf9511ada52d6547f"},
+    {file = "ipykernel-6.24.0.tar.gz", hash = "sha256:29cea0a716b1176d002a61d0b0c851f34536495bc4ef7dd0222c88b41b816123"},
 ]
 
 [package.dependencies]
@@ -1701,7 +1639,7 @@ comm = ">=0.1.1"
 debugpy = ">=1.6.5"
 ipython = ">=7.23.1"
 jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 matplotlib-inline = ">=0.1"
 nest-asyncio = "*"
 packaging = "*"
@@ -1721,7 +1659,6 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio"
 name = "ipympl"
 version = "0.9.3"
 description = "Matplotlib Jupyter Extension"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1745,7 +1682,6 @@ docs = ["Sphinx (>=1.5)", "myst-nb", "sphinx-book-theme", "sphinx-copybutton", "
 name = "ipython"
 version = "8.14.0"
 description = "IPython: Productive Interactive Computing"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -1785,7 +1721,6 @@ test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pa
 name = "ipython-autotime"
 version = "0.3.1"
 description = "Time everything in IPython"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1800,7 +1735,6 @@ ipython = "*"
 name = "ipython-genutils"
 version = "0.2.0"
 description = "Vestigial utilities from IPython"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1810,14 +1744,13 @@ files = [
 
 [[package]]
 name = "ipywidgets"
-version = "8.0.6"
+version = "8.0.7"
 description = "Jupyter interactive widgets"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "ipywidgets-8.0.6-py3-none-any.whl", hash = "sha256:a60bf8d2528997e05ac83fd19ea2fbe65f2e79fbe1b2b35779bdfc46c2941dcc"},
-    {file = "ipywidgets-8.0.6.tar.gz", hash = "sha256:de7d779f2045d60de9f6c25f653fdae2dba57898e6a1284494b3ba20b6893bb8"},
+    {file = "ipywidgets-8.0.7-py3-none-any.whl", hash = "sha256:e0aed0c95a1e55b6a123f64305245578bdc09e52965a34941c2b6a578b8c64a0"},
+    {file = "ipywidgets-8.0.7.tar.gz", hash = "sha256:50ace0a8886e9a0d68b980db82f94c25d55d21ff2340ed36f802dd9365e94acf"},
 ]
 
 [package.dependencies]
@@ -1834,7 +1767,6 @@ test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
 name = "isoduration"
 version = "20.11.0"
 description = "Operations with ISO 8601 durations"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1849,7 +1781,6 @@ arrow = ">=0.15.0"
 name = "jedi"
 version = "0.18.2"
 description = "An autocompletion tool for Python that can be used for text editors."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1869,7 +1800,6 @@ testing = ["Django (<3.1)", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 name = "jinja2"
 version = "3.1.2"
 description = "A very fast and expressive template engine."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1887,7 +1817,6 @@ i18n = ["Babel (>=2.7)"]
 name = "jmespath"
 version = "1.0.1"
 description = "JSON Matching Expressions"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1897,21 +1826,19 @@ files = [
 
 [[package]]
 name = "joblib"
-version = "1.2.0"
+version = "1.3.1"
 description = "Lightweight pipelining with Python functions"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "joblib-1.2.0-py3-none-any.whl", hash = "sha256:091138ed78f800342968c523bdde947e7a305b8594b910a0fea2ab83c3c6d385"},
-    {file = "joblib-1.2.0.tar.gz", hash = "sha256:e1cee4a79e4af22881164f218d4311f60074197fb707e082e803b61f6d137018"},
+    {file = "joblib-1.3.1-py3-none-any.whl", hash = "sha256:89cf0529520e01b3de7ac7b74a8102c90d16d54c64b5dd98cafcd14307fdf915"},
+    {file = "joblib-1.3.1.tar.gz", hash = "sha256:1f937906df65329ba98013dc9692fe22a4c5e4a648112de500508b18a21b41e3"},
 ]
 
 [[package]]
 name = "jsonpointer"
 version = "2.4"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 files = [
@@ -1920,25 +1847,26 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.17.3"
+version = "4.18.0"
 description = "An implementation of JSON Schema validation for Python"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.17.3-py3-none-any.whl", hash = "sha256:a870ad254da1a8ca84b6a2905cac29d265f805acc57af304784962a2aa6508f6"},
-    {file = "jsonschema-4.17.3.tar.gz", hash = "sha256:0f864437ab8b6076ba6707453ef8f98a6a0d512a80e93f8abdb676f737ecb60d"},
+    {file = "jsonschema-4.18.0-py3-none-any.whl", hash = "sha256:b508dd6142bd03f4c3670534c80af68cd7bbff9ea830b9cf2625d4a3c49ddf60"},
+    {file = "jsonschema-4.18.0.tar.gz", hash = "sha256:8caf5b57a990a98e9b39832ef3cb35c176fe331414252b6e1b26fd5866f891a4"},
 ]
 
 [package.dependencies]
-attrs = ">=17.4.0"
+attrs = ">=22.2.0"
 fqdn = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 idna = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 isoduration = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 jsonpointer = {version = ">1.13", optional = true, markers = "extra == \"format-nongpl\""}
-pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
+jsonschema-specifications = ">=2023.03.6"
+referencing = ">=0.28.4"
 rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
+rpds-py = ">=0.7.1"
 uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-nongpl\""}
 
@@ -1946,11 +1874,24 @@ webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-n
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
 format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
 
+[[package]]
+name = "jsonschema-specifications"
+version = "2023.6.1"
+description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jsonschema_specifications-2023.6.1-py3-none-any.whl", hash = "sha256:3d2b82663aff01815f744bb5c7887e2121a63399b49b104a3c96145474d091d7"},
+    {file = "jsonschema_specifications-2023.6.1.tar.gz", hash = "sha256:ca1c4dd059a9e7b34101cf5b3ab7ff1d18b139f35950d598d629837ef66e8f28"},
+]
+
+[package.dependencies]
+referencing = ">=0.28.0"
+
 [[package]]
 name = "jupyter"
 version = "1.0.0"
 description = "Jupyter metapackage. Install all the Jupyter components in one go."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1971,7 +1912,6 @@ qtconsole = "*"
 name = "jupyter-client"
 version = "8.3.0"
 description = "Jupyter protocol implementation and client libraries"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1981,7 +1921,7 @@ files = [
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 python-dateutil = ">=2.8.2"
 pyzmq = ">=23.0"
 tornado = ">=6.2"
@@ -1995,7 +1935,6 @@ test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pyt
 name = "jupyter-console"
 version = "6.6.3"
 description = "Jupyter terminal console"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2007,7 +1946,7 @@ files = [
 ipykernel = ">=6.14"
 ipython = "*"
 jupyter-client = ">=7.0.0"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 prompt-toolkit = ">=3.0.30"
 pygments = "*"
 pyzmq = ">=17"
@@ -2020,7 +1959,6 @@ test = ["flaky", "pexpect", "pytest"]
 name = "jupyter-core"
 version = "5.3.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2041,7 +1979,6 @@ test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 name = "jupyter-events"
 version = "0.6.3"
 description = "Jupyter Event System library"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2066,7 +2003,6 @@ test = ["click", "coverage", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=
 name = "jupyter-server"
 version = "2.7.0"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2079,7 +2015,7 @@ anyio = ">=3.1.0"
 argon2-cffi = "*"
 jinja2 = "*"
 jupyter-client = ">=7.4.4"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 jupyter-events = ">=0.6.0"
 jupyter-server-terminals = "*"
 nbconvert = ">=6.4.4"
@@ -2103,7 +2039,6 @@ test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-sc
 name = "jupyter-server-terminals"
 version = "0.4.4"
 description = "A Jupyter Server Extension Providing Terminals."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2123,7 +2058,6 @@ test = ["coverage", "jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-cov",
 name = "jupyterlab-pygments"
 version = "0.2.2"
 description = "Pygments theme using JupyterLab CSS variables"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2133,21 +2067,19 @@ files = [
 
 [[package]]
 name = "jupyterlab-widgets"
-version = "3.0.7"
+version = "3.0.8"
 description = "Jupyter interactive widgets for JupyterLab"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jupyterlab_widgets-3.0.7-py3-none-any.whl", hash = "sha256:c73f8370338ec19f1bec47254752d6505b03601cbd5a67e6a0b184532f73a459"},
-    {file = "jupyterlab_widgets-3.0.7.tar.gz", hash = "sha256:c3a50ed5bf528a0c7a869096503af54702f86dda1db469aee1c92dc0c01b43ca"},
+    {file = "jupyterlab_widgets-3.0.8-py3-none-any.whl", hash = "sha256:4715912d6ceab839c9db35953c764b3214ebbc9161c809f6e0510168845dfdf5"},
+    {file = "jupyterlab_widgets-3.0.8.tar.gz", hash = "sha256:d428ab97b8d87cc7c54cbf37644d6e0f0e662f23876e05fa460a73ec3257252a"},
 ]
 
 [[package]]
 name = "kiwisolver"
 version = "1.4.4"
 description = "A fast implementation of the Cassowary constraint solver"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2223,14 +2155,13 @@ files = [
 
 [[package]]
 name = "lightning-utilities"
-version = "0.8.0"
+version = "0.9.0"
 description = "PyTorch Lightning Sample project."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "lightning-utilities-0.8.0.tar.gz", hash = "sha256:8e5d95c7c57f026cdfed7c154303e88c93a7a5e868c9944cb02cf71f1db29720"},
-    {file = "lightning_utilities-0.8.0-py3-none-any.whl", hash = "sha256:22aa107b51c8f50ccef54d08885eb370903eb04148cddb2891b9c65c59de2a6e"},
+    {file = "lightning-utilities-0.9.0.tar.gz", hash = "sha256:efbf2c488c257f942abdfd06cf646fb84ca215a9663b60081811e22a15ee033b"},
+    {file = "lightning_utilities-0.9.0-py3-none-any.whl", hash = "sha256:918dd90c775719e3855631db6282ad75c14da4c5727c4cebdd1589d865fad03d"},
 ]
 
 [package.dependencies]
@@ -2239,15 +2170,13 @@ typing-extensions = "*"
 
 [package.extras]
 cli = ["fire"]
-docs = ["sphinx (>=4.0,<5.0)"]
-test = ["coverage (==6.5.0)"]
+docs = ["requests (>=2.0.0)"]
 typing = ["mypy (>=1.0.0)"]
 
 [[package]]
 name = "markupsafe"
 version = "2.1.3"
 description = "Safely add untrusted strings to HTML/XML markup."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2305,53 +2234,52 @@ files = [
 
 [[package]]
 name = "matplotlib"
-version = "3.7.1"
+version = "3.7.2"
 description = "Python plotting package"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "matplotlib-3.7.1-cp310-cp310-macosx_10_12_universal2.whl", hash = "sha256:95cbc13c1fc6844ab8812a525bbc237fa1470863ff3dace7352e910519e194b1"},
-    {file = "matplotlib-3.7.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:08308bae9e91aca1ec6fd6dda66237eef9f6294ddb17f0d0b3c863169bf82353"},
-    {file = "matplotlib-3.7.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:544764ba51900da4639c0f983b323d288f94f65f4024dc40ecb1542d74dc0500"},
-    {file = "matplotlib-3.7.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:56d94989191de3fcc4e002f93f7f1be5da476385dde410ddafbb70686acf00ea"},
-    {file = "matplotlib-3.7.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e99bc9e65901bb9a7ce5e7bb24af03675cbd7c70b30ac670aa263240635999a4"},
-    {file = "matplotlib-3.7.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:eb7d248c34a341cd4c31a06fd34d64306624c8cd8d0def7abb08792a5abfd556"},
-    {file = "matplotlib-3.7.1-cp310-cp310-win32.whl", hash = "sha256:ce463ce590f3825b52e9fe5c19a3c6a69fd7675a39d589e8b5fbe772272b3a24"},
-    {file = "matplotlib-3.7.1-cp310-cp310-win_amd64.whl", hash = "sha256:3d7bc90727351fb841e4d8ae620d2d86d8ed92b50473cd2b42ce9186104ecbba"},
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 ]
 
 [package.dependencies]
@@ -2363,14 +2291,13 @@ kiwisolver = ">=1.0.1"
 numpy = ">=1.20"
 packaging = ">=20.0"
 pillow = ">=6.2.0"
-pyparsing = ">=2.3.1"
+pyparsing = ">=2.3.1,<3.1"
 python-dateutil = ">=2.7"
 
 [[package]]
 name = "matplotlib-inline"
 version = "0.1.6"
 description = "Inline Matplotlib backend for Jupyter"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2385,7 +2312,6 @@ traitlets = "*"
 name = "mistune"
 version = "3.0.1"
 description = "A sane and fast Markdown parser with useful plugins and renderers"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2397,7 +2323,6 @@ files = [
 name = "mlflow-skinny"
 version = "2.4.1"
 description = "MLflow: A Platform for ML Development and Productionization"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2430,7 +2355,6 @@ sqlserver = ["mlflow-dbstore"]
 name = "moto"
 version = "4.1.12"
 description = ""
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2477,7 +2401,6 @@ xray = ["aws-xray-sdk (>=0.93,!=0.96)", "setuptools"]
 name = "mpmath"
 version = "1.3.0"
 description = "Python library for arbitrary-precision floating-point arithmetic"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2495,7 +2418,6 @@ tests = ["pytest (>=4.6)"]
 name = "multidict"
 version = "6.0.4"
 description = "multidict implementation"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2579,7 +2501,6 @@ files = [
 name = "mypy-extensions"
 version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2591,7 +2512,6 @@ files = [
 name = "nb-black"
 version = "1.0.7"
 description = "A simple extension for Jupyter Notebook and Jupyter Lab to beautify Python code automatically using Black."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2605,7 +2525,6 @@ ipython = "*"
 name = "nbclassic"
 version = "1.0.0"
 description = "Jupyter Notebook as a Jupyter Server extension."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2641,7 +2560,6 @@ test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-jupyter", "pytest-p
 name = "nbclient"
 version = "0.8.0"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
-category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -2651,7 +2569,7 @@ files = [
 
 [package.dependencies]
 jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 nbformat = ">=5.1"
 traitlets = ">=5.4"
 
@@ -2664,7 +2582,6 @@ test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=
 name = "nbconvert"
 version = "7.6.0"
 description = "Converting Jupyter Notebooks"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2703,7 +2620,6 @@ webpdf = ["pyppeteer (>=1,<1.1)"]
 name = "nbformat"
 version = "5.9.0"
 description = "The Jupyter Notebook format"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2725,7 +2641,6 @@ test = ["pep440", "pre-commit", "pytest", "testpath"]
 name = "nest-asyncio"
 version = "1.5.6"
 description = "Patch asyncio to allow nested event loops"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2737,7 +2652,6 @@ files = [
 name = "networkx"
 version = "3.1"
 description = "Python package for creating and manipulating graphs and networks"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2756,7 +2670,6 @@ test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 name = "nodeenv"
 version = "1.8.0"
 description = "Node.js virtual environment builder"
-category = "dev"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
 files = [
@@ -2771,7 +2684,6 @@ setuptools = "*"
 name = "notebook"
 version = "6.5.4"
 description = "A web-based notebook environment for interactive computing"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2806,7 +2718,6 @@ test = ["coverage", "nbval", "pytest", "pytest-cov", "requests", "requests-unixs
 name = "notebook-shim"
 version = "0.2.3"
 description = "A shim layer for notebook traits and config"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2824,7 +2735,6 @@ test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"
 name = "numpy"
 version = "1.25.0"
 description = "Fundamental package for array computing in Python"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2859,7 +2769,6 @@ files = [
 name = "oauthlib"
 version = "3.2.2"
 description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
-category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -2876,7 +2785,6 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 name = "omegaconf"
 version = "2.3.0"
 description = "A flexible configuration library"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2885,14 +2793,13 @@ files = [
 ]
 
 [package.dependencies]
-antlr4-python3-runtime = ">=4.9.0,<4.10.0"
+antlr4-python3-runtime = "==4.9.*"
 PyYAML = ">=5.1.0"
 
 [[package]]
 name = "overrides"
 version = "7.3.1"
 description = "A decorator to automatically detect mismatch when overriding a method."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2904,7 +2811,6 @@ files = [
 name = "packaging"
 version = "23.1"
 description = "Core utilities for Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2914,37 +2820,36 @@ files = [
 
 [[package]]
 name = "pandas"
-version = "2.0.2"
+version = "2.0.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
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 version = "0.8.3"
 description = "A Python Parser"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
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@@ -3012,7 +2915,6 @@ testing = ["docopt", "pytest (<6.0.0)"]
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 description = "Utility library for gitignore style pattern matching of file paths."
-category = "dev"
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 optional = false
 python-versions = "*"
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 version = "0.7.5"
 description = "Tiny 'shelve'-like database with concurrency support"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.extras]
@@ -3129,14 +3016,13 @@ tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "pa
 
 [[package]]
 name = "platformdirs"
-version = "3.8.0"
+version = "3.8.1"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
@@ -3147,7 +3033,6 @@ test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.3.1)", "pytest-
 name = "pluggy"
 version = "1.2.0"
 description = "plugin and hook calling mechanisms for python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3163,7 +3048,6 @@ testing = ["pytest", "pytest-benchmark"]
 name = "pre-commit"
 version = "3.3.3"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3182,7 +3066,6 @@ virtualenv = ">=20.10.0"
 name = "prometheus-client"
 version = "0.17.0"
 description = "Python client for the Prometheus monitoring system."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3195,14 +3078,13 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.38"
+version = "3.0.39"
 description = "Library for building powerful interactive command lines in Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -3210,32 +3092,30 @@ wcwidth = "*"
 
 [[package]]
 name = "protobuf"
-version = "4.23.3"
+version = "4.23.4"
 description = ""
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
 name = "psutil"
 version = "5.9.5"
 description = "Cross-platform lib for process and system monitoring in Python."
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -3262,7 +3142,6 @@ test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 name = "ptyprocess"
 version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3274,7 +3153,6 @@ files = [
 name = "pure-eval"
 version = "0.2.2"
 description = "Safely evaluate AST nodes without side effects"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3289,7 +3167,6 @@ tests = ["pytest"]
 name = "pyasn1"
 version = "0.5.0"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
-category = "main"
 optional = true
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
@@ -3301,7 +3178,6 @@ files = [
 name = "pyasn1-modules"
 version = "0.3.0"
 description = "A collection of ASN.1-based protocols modules"
-category = "main"
 optional = true
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
@@ -3316,7 +3192,6 @@ pyasn1 = ">=0.4.6,<0.6.0"
 name = "pycparser"
 version = "2.21"
 description = "C parser in Python"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -3328,7 +3203,6 @@ files = [
 name = "pygments"
 version = "2.15.1"
 description = "Pygments is a syntax highlighting package written in Python."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3343,7 +3217,6 @@ plugins = ["importlib-metadata"]
 name = "pyjwt"
 version = "2.7.0"
 description = "JSON Web Token implementation in Python"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -3361,7 +3234,6 @@ tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 name = "pympler"
 version = "1.0.1"
 description = "A development tool to measure, monitor and analyze the memory behavior of Python objects."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3373,7 +3245,6 @@ files = [
 name = "pynumaflow"
 version = "0.4.2"
 description = "Provides the interfaces of writing Python User Defined Functions and Sinks for NumaFlow."
-category = "main"
 optional = true
 python-versions = ">=3.9,<3.12"
 files = [
@@ -3391,61 +3262,22 @@ protobuf = ">=3.20,<5.0"
 
 [[package]]
 name = "pyparsing"
-version = "3.1.0"
+version = "3.0.9"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
-category = "dev"
 optional = false
 python-versions = ">=3.6.8"
 files = [
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 ]
 
 [package.extras]
 diagrams = ["jinja2", "railroad-diagrams"]
 
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-category = "dev"
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-
 [[package]]
 name = "pytest"
 version = "7.4.0"
 description = "pytest: simple powerful testing with Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3468,7 +3300,6 @@ testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "no
 name = "pytest-cov"
 version = "4.1.0"
 description = "Pytest plugin for measuring coverage."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3487,7 +3318,6 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtuale
 name = "python-dateutil"
 version = "2.8.2"
 description = "Extensions to the standard Python datetime module"
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
@@ -3502,7 +3332,6 @@ six = ">=1.5"
 name = "python-json-logger"
 version = "2.0.7"
 description = "A python library adding a json log formatter"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3514,7 +3343,6 @@ files = [
 name = "pytorch-lightning"
 version = "2.0.4"
 description = "PyTorch Lightning is the lightweight PyTorch wrapper for ML researchers. Scale your models. Write less boilerplate."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3546,7 +3374,6 @@ test = ["cloudpickle (>=1.3)", "coverage (==7.2.5)", "fastapi (<0.98.0)", "onnx
 name = "pytz"
 version = "2023.3"
 description = "World timezone definitions, modern and historical"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3558,7 +3385,6 @@ files = [
 name = "pywin32"
 version = "306"
 description = "Python for Window Extensions"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3582,7 +3408,6 @@ files = [
 name = "pywinpty"
 version = "2.0.10"
 description = "Pseudo terminal support for Windows from Python."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3598,7 +3423,6 @@ files = [
 name = "pyyaml"
 version = "6.0"
 description = "YAML parser and emitter for Python"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3648,7 +3472,6 @@ files = [
 name = "pyzmq"
 version = "25.1.0"
 description = "Python bindings for 0MQ"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3738,7 +3561,6 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 name = "qtconsole"
 version = "5.4.3"
 description = "Jupyter Qt console"
-category = "dev"
 optional = false
 python-versions = ">= 3.7"
 files = [
@@ -3765,7 +3587,6 @@ test = ["flaky", "pytest", "pytest-qt"]
 name = "qtpy"
 version = "2.3.1"
 description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3783,7 +3604,6 @@ test = ["pytest (>=6,!=7.0.0,!=7.0.1)", "pytest-cov (>=3.0.0)", "pytest-qt"]
 name = "redis"
 version = "4.6.0"
 description = "Python client for Redis database and key-value store"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3799,11 +3619,25 @@ hiredis = {version = ">=1.0.0", optional = true, markers = "extra == \"hiredis\"
 hiredis = ["hiredis (>=1.0.0)"]
 ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==20.0.1)", "requests (>=2.26.0)"]
 
+[[package]]
+name = "referencing"
+version = "0.29.1"
+description = "JSON Referencing + Python"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+attrs = ">=22.2.0"
+rpds-py = ">=0.7.0"
+
 [[package]]
 name = "requests"
 version = "2.31.0"
 description = "Python HTTP for Humans."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3825,7 +3659,6 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
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 version = "0.23.1"
 description = "A utility library for mocking out the `requests` Python library."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
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@@ -3846,7 +3679,6 @@ tests = ["coverage (>=6.0.0)", "flake8", "mypy", "pytest (>=7.0.0)", "pytest-asy
 name = "rfc3339-validator"
 version = "0.1.4"
 description = "A pure python RFC3339 validator"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -3861,7 +3693,6 @@ six = "*"
 name = "rfc3986-validator"
 version = "0.1.1"
 description = "Pure python rfc3986 validator"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -3869,11 +3700,94 @@ files = [
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 ]
 
+[[package]]
+name = "rpds-py"
+version = "0.8.8"
+description = "Python bindings to Rust's persistent data structures (rpds)"
+optional = false
+python-versions = ">=3.8"
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 name = "rsa"
 version = "4.9"
 description = "Pure-Python RSA implementation"
-category = "main"
 optional = true
 python-versions = ">=3.6,<4"
 files = [
@@ -3886,36 +3800,34 @@ pyasn1 = ">=0.1.3"
 
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 name = "s3transfer"
 version = "0.6.1"
 description = "An Amazon S3 Transfer Manager"
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 optional = false
 python-versions = ">= 3.7"
 files = [
@@ -3931,74 +3843,72 @@ crt = ["botocore[crt] (>=1.20.29,<2.0a.0)"]
 
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 [package.dependencies]
 joblib = ">=1.1.1"
 numpy = ">=1.17.3"
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 threadpoolctl = ">=2.0.0"
 
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+    {file = "scipy-1.11.1.tar.gz", hash = "sha256:fb5b492fa035334fd249f0973cc79ecad8b09c604b42a127a677b45a9a3d4289"},
 ]
 
 [package.dependencies]
@@ -4013,7 +3923,6 @@ test = ["asv", "gmpy2", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeo
 name = "send2trash"
 version = "1.8.2"
 description = "Send file to trash natively under Mac OS X, Windows and Linux"
-category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 files = [
@@ -4030,7 +3939,6 @@ win32 = ["pywin32"]
 name = "setuptools"
 version = "68.0.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4047,7 +3955,6 @@ testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (
 name = "six"
 version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 files = [
@@ -4059,7 +3966,6 @@ files = [
 name = "smmap"
 version = "5.0.0"
 description = "A pure Python implementation of a sliding window memory map manager"
-category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -4071,7 +3977,6 @@ files = [
 name = "sniffio"
 version = "1.3.0"
 description = "Sniff out which async library your code is running under"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4083,7 +3988,6 @@ files = [
 name = "sortedcontainers"
 version = "2.4.0"
 description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4095,7 +3999,6 @@ files = [
 name = "soupsieve"
 version = "2.4.1"
 description = "A modern CSS selector implementation for Beautiful Soup."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4107,7 +4010,6 @@ files = [
 name = "sqlparse"
 version = "0.4.4"
 description = "A non-validating SQL parser."
-category = "main"
 optional = true
 python-versions = ">=3.5"
 files = [
@@ -4124,7 +4026,6 @@ test = ["pytest", "pytest-cov"]
 name = "stack-data"
 version = "0.6.2"
 description = "Extract data from python stack frames and tracebacks for informative displays"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4144,7 +4045,6 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 name = "sympy"
 version = "1.12"
 description = "Computer algebra system (CAS) in Python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4159,7 +4059,6 @@ mpmath = ">=0.19"
 name = "tabulate"
 version = "0.9.0"
 description = "Pretty-print tabular data"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -4174,7 +4073,6 @@ widechars = ["wcwidth"]
 name = "terminado"
 version = "0.17.1"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4195,7 +4093,6 @@ test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
 name = "threadpoolctl"
 version = "3.1.0"
 description = "threadpoolctl"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -4207,7 +4104,6 @@ files = [
 name = "tinycss2"
 version = "1.2.1"
 description = "A tiny CSS parser"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4226,7 +4122,6 @@ test = ["flake8", "isort", "pytest"]
 name = "tomli"
 version = "2.0.1"
 description = "A lil' TOML parser"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4238,7 +4133,6 @@ files = [
 name = "torch"
 version = "2.0.1"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
-category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -4278,7 +4172,6 @@ opt-einsum = ["opt-einsum (>=3.3)"]
 name = "torchinfo"
 version = "1.8.0"
 description = "Model summary in PyTorch, based off of the original torchsummary."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4288,35 +4181,36 @@ files = [
 
 [[package]]
 name = "torchmetrics"
-version = "0.11.4"
+version = "1.0.0"
 description = "PyTorch native Metrics"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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-    {file = "torchmetrics-0.11.4.tar.gz", hash = "sha256:1fe45a14b44dd65d90199017dd5a4b5a128d56a8a311da7916c402c18c671494"},
+    {file = "torchmetrics-1.0.0-py3-none-any.whl", hash = "sha256:39bffd1f1746c38f7b0a6d58d632ce72287708ba55762bd3b7e48bee83e2e5f7"},
 ]
 
 [package.dependencies]
-numpy = ">=1.17.2"
+lightning-utilities = ">=0.7.0"
+numpy = ">1.20.0"
 packaging = "*"
 torch = ">=1.8.1"
 
 [package.extras]
-all = ["lpips (<=0.1.4)", "nltk (>=3.6)", "pycocotools (>2.0.0)", "pystoi (<=0.3.3)", "regex (>=2021.9.24)", "scipy (>1.0.0)", "torch-fidelity (<=0.3.0)", "torchvision (>=0.8)", "tqdm (>=4.41.0)", "transformers (>=4.10.0)"]
-audio = ["pystoi (<=0.3.3)"]
+all = ["SciencePlots (>=2.0.0)", "lpips (<=0.1.4)", "matplotlib (>=3.2.0)", "mypy (==1.4.1)", "nltk (>=3.6)", "pycocotools (>2.0.0)", "pystoi (<=0.3.3)", "regex (>=2021.9.24)", "scipy (>1.0.0)", "torch-fidelity (<=0.3.0)", "torchaudio (>=0.10.0)", "torchvision (>=0.8)", "tqdm (>=4.41.0)", "transformers (>=4.10.0)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate"]
+audio = ["pystoi (<=0.3.3)", "torchaudio (>=0.10.0)"]
 detection = ["pycocotools (>2.0.0)", "torchvision (>=0.8)"]
+dev = ["SciencePlots (>=2.0.0)", "bert-score (==0.3.13)", "cloudpickle (>1.3)", "coverage (==7.2.7)", "dython (<=0.7.4)", "fairlearn", "fast-bss-eval (>=0.1.0)", "fire (<=0.5.0)", "huggingface-hub (<0.16)", "jiwer (>=2.3.0)", "kornia (>=0.6.7)", "lpips (<=0.1.4)", "matplotlib (>=3.2.0)", "mir-eval (>=0.6)", "mypy (==1.4.1)", "netcal (>1.0.0)", "nltk (>=3.6)", "numpy (<1.25.0)", "pandas (>1.0.0)", "pandas (>=1.4.0)", "phmdoctest (==1.4.0)", "psutil (<=5.9.5)", "pycocotools (>2.0.0)", "pystoi (<=0.3.3)", "pytest (==7.4.0)", "pytest-cov (==4.1.0)", "pytest-doctestplus (==0.13.0)", "pytest-rerunfailures (==11.1.2)", "pytest-timeout (==2.1.0)", "pytorch-msssim (==1.0.0)", "regex (>=2021.9.24)", "requests (<=2.31.0)", "rouge-score (>0.1.0)", "sacrebleu (>=2.0.0)", "scikit-image (>=0.19.0)", "scikit-learn (>=1.1.1)", "scipy (>1.0.0)", "sewar (>=0.4.4)", "statsmodels (>0.13.5)", "torch-complex (<=0.4.3)", "torch-fidelity (<=0.3.0)", "torchaudio (>=0.10.0)", "torchvision (>=0.8)", "tqdm (>=4.41.0)", "transformers (>4.4.0)", "transformers (>=4.10.0)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate"]
 image = ["lpips (<=0.1.4)", "scipy (>1.0.0)", "torch-fidelity (<=0.3.0)", "torchvision (>=0.8)"]
 multimodal = ["transformers (>=4.10.0)"]
-test = ["bert-score (==0.3.13)", "cloudpickle (>1.3)", "coverage (>5.2)", "dython (<=0.7.3)", "fast-bss-eval (>=0.1.0)", "fire (<=0.5.0)", "huggingface-hub (<0.7)", "jiwer (>=2.3.0)", "kornia (>=0.6.7)", "mir-eval (>=0.6)", "mypy (==0.982)", "netcal (>1.0.0)", "pandas (>1.0.0)", "phmdoctest (>=1.1.1)", "psutil (<=5.9.4)", "pypesq (>1.2)", "pytest (>=6.0.0)", "pytest-cov (>2.10)", "pytest-doctestplus (>=0.9.0)", "pytest-rerunfailures (>=10.0)", "pytest-timeout (<=2.1.0)", "pytorch-msssim (==0.2.1)", "requests (<=2.28.2)", "rouge-score (>0.1.0)", "sacrebleu (>=2.0.0)", "scikit-image (>0.17.1)", "scikit-learn (>1.0)", "scipy (>1.0.0)", "torch-complex (<=0.4.3)", "transformers (>4.4.0)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate"]
+test = ["bert-score (==0.3.13)", "cloudpickle (>1.3)", "coverage (==7.2.7)", "dython (<=0.7.4)", "fairlearn", "fast-bss-eval (>=0.1.0)", "fire (<=0.5.0)", "huggingface-hub (<0.16)", "jiwer (>=2.3.0)", "kornia (>=0.6.7)", "mir-eval (>=0.6)", "netcal (>1.0.0)", "numpy (<1.25.0)", "pandas (>1.0.0)", "pandas (>=1.4.0)", "phmdoctest (==1.4.0)", "psutil (<=5.9.5)", "pytest (==7.4.0)", "pytest-cov (==4.1.0)", "pytest-doctestplus (==0.13.0)", "pytest-rerunfailures (==11.1.2)", "pytest-timeout (==2.1.0)", "pytorch-msssim (==1.0.0)", "requests (<=2.31.0)", "rouge-score (>0.1.0)", "sacrebleu (>=2.0.0)", "scikit-image (>=0.19.0)", "scikit-learn (>=1.1.1)", "scipy (>1.0.0)", "sewar (>=0.4.4)", "statsmodels (>0.13.5)", "torch-complex (<=0.4.3)", "transformers (>4.4.0)"]
 text = ["nltk (>=3.6)", "regex (>=2021.9.24)", "tqdm (>=4.41.0)"]
+typing = ["mypy (==1.4.1)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate"]
+visual = ["SciencePlots (>=2.0.0)", "matplotlib (>=3.2.0)"]
 
 [[package]]
 name = "tornado"
 version = "6.3.2"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
-category = "dev"
 optional = false
 python-versions = ">= 3.8"
 files = [
@@ -4337,7 +4231,6 @@ files = [
 name = "tqdm"
 version = "4.65.0"
 description = "Fast, Extensible Progress Meter"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4358,7 +4251,6 @@ telegram = ["requests"]
 name = "traitlets"
 version = "5.9.0"
 description = "Traitlets Python configuration system"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4374,7 +4266,6 @@ test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"]
 name = "types-pyyaml"
 version = "6.0.12.10"
 description = "Typing stubs for PyYAML"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4384,21 +4275,19 @@ files = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.6.3"
+version = "4.7.1"
 description = "Backported and Experimental Type Hints for Python 3.7+"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "typing_extensions-4.6.3-py3-none-any.whl", hash = "sha256:88a4153d8505aabbb4e13aacb7c486c2b4a33ca3b3f807914a9b4c844c471c26"},
-    {file = "typing_extensions-4.6.3.tar.gz", hash = "sha256:d91d5919357fe7f681a9f2b5b4cb2a5f1ef0a1e9f59c4d8ff0d3491e05c0ffd5"},
+    {file = "typing_extensions-4.7.1-py3-none-any.whl", hash = "sha256:440d5dd3af93b060174bf433bccd69b0babc3b15b1a8dca43789fd7f61514b36"},
+    {file = "typing_extensions-4.7.1.tar.gz", hash = "sha256:b75ddc264f0ba5615db7ba217daeb99701ad295353c45f9e95963337ceeeffb2"},
 ]
 
 [[package]]
 name = "tzdata"
 version = "2023.3"
 description = "Provider of IANA time zone data"
-category = "main"
 optional = false
 python-versions = ">=2"
 files = [
@@ -4410,7 +4299,6 @@ files = [
 name = "uri-template"
 version = "1.3.0"
 description = "RFC 6570 URI Template Processor"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4425,7 +4313,6 @@ dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake
 name = "urllib3"
 version = "1.26.16"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 files = [
@@ -4442,7 +4329,6 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 name = "virtualenv"
 version = "20.23.1"
 description = "Virtual Python Environment builder"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4463,7 +4349,6 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
 name = "wcwidth"
 version = "0.2.6"
 description = "Measures the displayed width of unicode strings in a terminal"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4475,7 +4360,6 @@ files = [
 name = "webcolors"
 version = "1.13"
 description = "A library for working with the color formats defined by HTML and CSS."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4491,7 +4375,6 @@ tests = ["pytest", "pytest-cov"]
 name = "webencodings"
 version = "0.5.1"
 description = "Character encoding aliases for legacy web content"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4503,7 +4386,6 @@ files = [
 name = "websocket-client"
 version = "1.6.1"
 description = "WebSocket client for Python with low level API options"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4520,7 +4402,6 @@ test = ["websockets"]
 name = "werkzeug"
 version = "2.3.6"
 description = "The comprehensive WSGI web application library."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4536,21 +4417,19 @@ watchdog = ["watchdog (>=2.3)"]
 
 [[package]]
 name = "widgetsnbextension"
-version = "4.0.7"
+version = "4.0.8"
 description = "Jupyter interactive widgets for Jupyter Notebook"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "widgetsnbextension-4.0.7-py3-none-any.whl", hash = "sha256:be3228a73bbab189a16be2d4a3cd89ecbd4e31948bfdc64edac17dcdee3cd99c"},
-    {file = "widgetsnbextension-4.0.7.tar.gz", hash = "sha256:ea67c17a7cd4ae358f8f46c3b304c40698bc0423732e3f273321ee141232c8be"},
+    {file = "widgetsnbextension-4.0.8-py3-none-any.whl", hash = "sha256:2e37f0ce9da11651056280c7efe96f2db052fe8fc269508e3724f5cbd6c93018"},
+    {file = "widgetsnbextension-4.0.8.tar.gz", hash = "sha256:9ec291ba87c2dfad42c3d5b6f68713fa18be1acd7476569516b2431682315c17"},
 ]
 
 [[package]]
 name = "xmltodict"
 version = "0.13.0"
 description = "Makes working with XML feel like you are working with JSON"
-category = "dev"
 optional = false
 python-versions = ">=3.4"
 files = [
@@ -4562,7 +4441,6 @@ files = [
 name = "yarl"
 version = "1.9.2"
 description = "Yet another URL library"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4650,7 +4528,6 @@ multidict = ">=4.0"
 name = "zipp"
 version = "3.15.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
diff --git a/pyproject.toml b/pyproject.toml
index 83e7d917..3173e149 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "numalogic"
-version = "0.5.0"
+version = "0.5.0.post1"
 description = "Collection of operational Machine Learning models and tools."
 authors = ["Numalogic Developers"]
 packages = [{ include = "numalogic" }]
diff --git a/tests/registry/test_cache.py b/tests/registry/test_cache.py
index 26882de2..1f2f5bc1 100644
--- a/tests/registry/test_cache.py
+++ b/tests/registry/test_cache.py
@@ -1,5 +1,7 @@
 import time
 import unittest
+from concurrent.futures import ThreadPoolExecutor
+from threading import Thread
 
 from numalogic.models.autoencoder.variants import VanillaAE
 from numalogic.registry import LocalLRUCache, ArtifactData, ArtifactCache
@@ -73,6 +75,36 @@ def test_clear(self):
         cache_registry.clear()
         self.assertIsNone(cache_registry.load("m1"))
 
+    def test_multithread(self):
+        def load_cache(idx):
+            artifact_data = cache_reg.load(f"key_{idx}")
+            return idx, artifact_data
+
+        LocalLRUCache.clear_instances()
+        cache_reg = LocalLRUCache()
+        model = VanillaAE(seq_len=10)
+        n_threads = 512
+
+        threads = [
+            Thread(
+                target=cache_reg.save, args=(f"key_{i}", ArtifactData(model, dict(key_idx=i), {}))
+            )
+            for i in range(n_threads)
+        ]
+        for thread in threads:
+            thread.start()
+        for thread in threads:
+            thread.join()
+
+        with ThreadPoolExecutor() as executor:
+            futures = [executor.submit(load_cache, i) for i in range(n_threads)]
+
+        results = [future.result() for future in futures]
+        self.assertEqual(n_threads, len(cache_reg.keys()))
+        self.assertEqual(n_threads, len(results))
+        for k, afct_data in results:
+            self.assertEqual(k, afct_data.metadata["key_idx"])
+
 
 if __name__ == "__main__":
     unittest.main()
diff --git a/tests/registry/test_redis_registry.py b/tests/registry/test_redis_registry.py
index 7e821472..59c3fdb6 100644
--- a/tests/registry/test_redis_registry.py
+++ b/tests/registry/test_redis_registry.py
@@ -40,6 +40,7 @@ def tearDown(self) -> None:
         self.registry.client.flushall()
         self.registry_no_cache.client.flushall()
         self.cache.clear()
+        LocalLRUCache.clear_instances()
 
     def test_no_cache(self):
         self.assertIsNone(