diff --git a/Dockerfile b/Dockerfile
index 6c559028..bcacfe04 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -5,7 +5,7 @@
 ARG PYTHON_VERSION=3.11
 FROM python:${PYTHON_VERSION}-slim-bookworm AS builder
 
-ARG POETRY_VERSION=1.6
+ARG POETRY_VERSION=1.7
 ARG INSTALL_EXTRAS
 
 ENV POETRY_NO_INTERACTION=1 \
@@ -19,6 +19,7 @@ ENV POETRY_NO_INTERACTION=1 \
 RUN apt-get update \
     && apt-get install --no-install-recommends -y build-essential \
     && apt-get clean && rm -rf /var/lib/apt/lists/* \
+    && pip install --upgrade pip \
     && pip install --no-cache-dir poetry==$POETRY_VERSION
 
 WORKDIR /app
diff --git a/log.conf b/log.conf
index 8fd6d40c..cc53c46a 100644
--- a/log.conf
+++ b/log.conf
@@ -23,5 +23,6 @@ level=DEBUG
 formatter=consoleFormatter
 
 [formatter_consoleFormatter]
-format=%(asctime)s - %(thread)d - %(levelname)s - %(message)s
-class=logging.Formatter
+format=%(asctime)s | %(thread)d | %(levelname)s | %(message)s
+datefmt=%Y-%m-%d %H:%M:%S
+class=numalogic.udfs.ColoredFormatter
diff --git a/numalogic/udfs/__init__.py b/numalogic/udfs/__init__.py
index 3115161c..047c0ab0 100644
--- a/numalogic/udfs/__init__.py
+++ b/numalogic/udfs/__init__.py
@@ -14,6 +14,31 @@
 from numalogic.udfs.trainer import TrainerUDF, PromTrainerUDF, DruidTrainerUDF
 
 
+class ColoredFormatter(logging.Formatter):
+    """Custom formatter for colored console logs."""
+
+    WHITE = "\x1b[1m"
+    BLUE = "\x1b[1;36m"
+    YELLOW = "\x1b[33;20m"
+    RED = "\x1b[31;20m"
+    BOLD_RED = "\x1b[31;1m"
+    RESET = "\x1b[0m"
+
+    def __init__(self, *args, **kwargs):
+        super().__init__(*args, **kwargs)
+        self._formats = {
+            logging.DEBUG: f"{self.BLUE}{self._fmt}{self.RESET}",
+            logging.INFO: f"{self.WHITE}{self._fmt}{self.RESET}",
+            logging.WARNING: f"{self.YELLOW}{self._fmt}{self.RESET}",
+            logging.ERROR: f"{self.RED}{self._fmt}{self.RESET}",
+            logging.CRITICAL: f"{self.BOLD_RED}{self._fmt}{self.RESET}",
+        }
+
+    def format(self, record):
+        self._style._fmt = self._formats.get(record.levelno)
+        return super().format(record)
+
+
 def set_logger() -> None:
     """Sets the logger for the UDFs."""
     logconf.fileConfig(
diff --git a/poetry.lock b/poetry.lock
index 9f25aad2..89e17613 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
 
 [[package]]
 name = "aiohttp"
@@ -158,13 +158,13 @@ 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]]
@@ -406,17 +406,17 @@ css = ["tinycss2 (>=1.1.0,<1.3)"]
 
 [[package]]
 name = "boto3"
-version = "1.34.35"
+version = "1.34.44"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">= 3.8"
 files = [
-    {file = "boto3-1.34.35-py3-none-any.whl", hash = "sha256:53897701ab4f307fbcfdade673eae809dfc5eabb6102053c84907aa27de66e53"},
-    {file = "boto3-1.34.35.tar.gz", hash = "sha256:4052031f9ac18924e94be7c30a5f0af5843a4752b8c8cb9034cd978be252b61b"},
+    {file = "boto3-1.34.44-py3-none-any.whl", hash = "sha256:40f89fb2acee0a0879effe81badffcd801a348e715483227223241ae311c48fc"},
+    {file = "boto3-1.34.44.tar.gz", hash = "sha256:86bcf79a56631609a9f8023fe8f53e2869702bdd4c9047c6d9f091eb39c9b0fa"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.35,<1.35.0"
+botocore = ">=1.34.44,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -425,13 +425,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.35"
+version = "1.34.44"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">= 3.8"
 files = [
-    {file = "botocore-1.34.35-py3-none-any.whl", hash = "sha256:b67b8c865973202dc655a493317ae14b33d115e49ed6960874eb05d950167b37"},
-    {file = "botocore-1.34.35.tar.gz", hash = "sha256:8a2b53ab772584a5f7e2fe1e4a59028b0602cfef8e39d622db7c6b670e4b1ee6"},
+    {file = "botocore-1.34.44-py3-none-any.whl", hash = "sha256:8d9837fb33256e70b9c8955a32d3e60fa70a0b72849a909737cf105fcc3b5deb"},
+    {file = "botocore-1.34.44.tar.gz", hash = "sha256:b0f40c54477e8e0a5c43377a927b8959a86bb8824aaef2d28db7c9c367cdefaa"},
 ]
 
 [package.dependencies]
@@ -884,43 +884,43 @@ toml = ["tomli"]
 
 [[package]]
 name = "cryptography"
-version = "42.0.2"
+version = "42.0.3"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
 files = [
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-    {file = "cryptography-42.0.2-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:61321672b3ac7aade25c40449ccedbc6db72c7f5f0fdf34def5e2f8b51ca530d"},
-    {file = "cryptography-42.0.2-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ea2c3ffb662fec8bbbfce5602e2c159ff097a4631d96235fcf0fb00e59e3ece4"},
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+    {file = "cryptography-42.0.3.tar.gz", hash = "sha256:069d2ce9be5526a44093a0991c450fe9906cdf069e0e7cd67d9dee49a62b9ebe"},
 ]
 
 [package.dependencies]
@@ -951,51 +951,35 @@ files = [
 docs = ["ipython", "matplotlib", "numpydoc", "sphinx"]
 tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
-[[package]]
-name = "databricks-cli"
-version = "0.18.0"
-description = "A command line interface for Databricks"
-optional = true
-python-versions = ">=3.7"
-files = [
-    {file = "databricks-cli-0.18.0.tar.gz", hash = "sha256:87569709eda9af3e9db8047b691e420b5e980c62ef01675575c0d2b9b4211eb7"},
-    {file = "databricks_cli-0.18.0-py2.py3-none-any.whl", hash = "sha256:1176a5f42d3e8af4abfc915446fb23abc44513e325c436725f5898cbb9e3384b"},
-]
-
-[package.dependencies]
-click = ">=7.0"
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 ]
 
 [package.extras]
-all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "pycairo", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0)", "xattr", "zopfli (>=0.1.4)"]
+all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "pycairo", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0)", "xattr", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
 interpolatable = ["munkres", "pycairo", "scipy"]
-lxml = ["lxml (>=4.0,<5)"]
+lxml = ["lxml (>=4.0)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
 repacker = ["uharfbuzz (>=0.23.0)"]
@@ -1370,30 +1354,30 @@ smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
-version = "3.1.41"
+version = "3.1.42"
 description = "GitPython is a Python library used to interact with Git repositories"
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "GitPython-3.1.41-py3-none-any.whl", hash = "sha256:c36b6634d069b3f719610175020a9aed919421c87552185b085e04fbbdb10b7c"},
-    {file = "GitPython-3.1.41.tar.gz", hash = "sha256:ed66e624884f76df22c8e16066d567aaa5a37d5b5fa19db2c6df6f7156db9048"},
+    {file = "GitPython-3.1.42-py3-none-any.whl", hash = "sha256:1bf9cd7c9e7255f77778ea54359e54ac22a72a5b51288c457c881057b7bb9ecd"},
+    {file = "GitPython-3.1.42.tar.gz", hash = "sha256:2d99869e0fef71a73cbd242528105af1d6c1b108c60dfabd994bf292f76c3ceb"},
 ]
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
 
 [package.extras]
-test = ["black", "coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "sumtypes"]
+test = ["black", "coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar"]
 
 [[package]]
 name = "google-api-core"
-version = "2.16.2"
+version = "2.17.1"
 description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google-api-core-2.16.2.tar.gz", hash = "sha256:032d37b45d1d6bdaf68fb11ff621e2593263a239fa9246e2e94325f9c47876d2"},
-    {file = "google_api_core-2.16.2-py3-none-any.whl", hash = "sha256:449ca0e3f14c179b4165b664256066c7861610f70b6ffe54bb01a04e9b466929"},
+    {file = "google-api-core-2.17.1.tar.gz", hash = "sha256:9df18a1f87ee0df0bc4eea2770ebc4228392d8cc4066655b320e2cfccb15db95"},
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 ]
 
 [package.dependencies]
@@ -1409,13 +1393,13 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-auth"
-version = "2.27.0"
+version = "2.28.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google-auth-2.27.0.tar.gz", hash = "sha256:e863a56ccc2d8efa83df7a80272601e43487fa9a728a376205c86c26aaefa821"},
-    {file = "google_auth-2.27.0-py2.py3-none-any.whl", hash = "sha256:8e4bad367015430ff253fe49d500fdc3396c1a434db5740828c728e45bcce245"},
+    {file = "google-auth-2.28.0.tar.gz", hash = "sha256:3cfc1b6e4e64797584fb53fc9bd0b7afa9b7c0dba2004fa7dcc9349e58cc3195"},
+    {file = "google_auth-2.28.0-py2.py3-none-any.whl", hash = "sha256:7634d29dcd1e101f5226a23cbc4a0c6cda6394253bf80e281d9c5c6797869c53"},
 ]
 
 [package.dependencies]
@@ -1723,13 +1707,13 @@ files = [
 
 [[package]]
 name = "httpcore"
-version = "1.0.2"
+version = "1.0.3"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "httpcore-1.0.2-py3-none-any.whl", hash = "sha256:096cc05bca73b8e459a1fc3dcf585148f63e534eae4339559c9b8a8d6399acc7"},
-    {file = "httpcore-1.0.2.tar.gz", hash = "sha256:9fc092e4799b26174648e54b74ed5f683132a464e95643b226e00c2ed2fa6535"},
+    {file = "httpcore-1.0.3-py3-none-any.whl", hash = "sha256:9a6a501c3099307d9fd76ac244e08503427679b1e81ceb1d922485e2f2462ad2"},
+    {file = "httpcore-1.0.3.tar.gz", hash = "sha256:5c0f9546ad17dac4d0772b0808856eb616eb8b48ce94f49ed819fd6982a8a544"},
 ]
 
 [package.dependencies]
@@ -1740,7 +1724,7 @@ h11 = ">=0.13,<0.15"
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
-trio = ["trio (>=0.22.0,<0.23.0)"]
+trio = ["trio (>=0.22.0,<0.24.0)"]
 
 [[package]]
 name = "httpx"
@@ -1768,13 +1752,13 @@ socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "identify"
-version = "2.5.33"
+version = "2.5.34"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "identify-2.5.33-py2.py3-none-any.whl", hash = "sha256:d40ce5fcd762817627670da8a7d8d8e65f24342d14539c59488dc603bf662e34"},
-    {file = "identify-2.5.33.tar.gz", hash = "sha256:161558f9fe4559e1557e1bff323e8631f6a0e4837f7497767c1782832f16b62d"},
+    {file = "identify-2.5.34-py2.py3-none-any.whl", hash = "sha256:a4316013779e433d08b96e5eabb7f641e6c7942e4ab5d4c509ebd2e7a8994aed"},
+    {file = "identify-2.5.34.tar.gz", hash = "sha256:ee17bc9d499899bc9eaec1ac7bf2dc9eedd480db9d88b96d123d3b64a9d34f5d"},
 ]
 
 [package.extras]
@@ -1841,13 +1825,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.29.0"
+version = "6.29.2"
 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-6.29.2-py3-none-any.whl", hash = "sha256:50384f5c577a260a1d53f1f59a828c7266d321c9b7d00d345693783f66616055"},
+    {file = "ipykernel-6.29.2.tar.gz", hash = "sha256:3bade28004e3ff624ed57974948116670604ac5f676d12339693f3142176d3f0"},
 ]
 
 [package.dependencies]
@@ -1870,7 +1854,7 @@ 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 (==0.23.4)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipympl"
@@ -1959,21 +1943,21 @@ files = [
 
 [[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"]
@@ -2301,13 +2285,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.1.0"
+version = "4.1.1"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab-4.1.0-py3-none-any.whl", hash = "sha256:5380e85fb4f11a227ed2db13103e513cfea274d1011f6210e62d611e92e0369d"},
-    {file = "jupyterlab-4.1.0.tar.gz", hash = "sha256:92cdfd86c53e163fb9e91e14497901153536c5a889c9225dade270f6107a077f"},
+    {file = "jupyterlab-4.1.1-py3-none-any.whl", hash = "sha256:fa3e8c18b804eac04e51ceebd9dd3dd396e08106816f0d09cc426799d7087632"},
+    {file = "jupyterlab-4.1.1.tar.gz", hash = "sha256:8acc9f561729d8f32c14c294c397917cddfeeb13a5d46f811979b71b4911a9fd"},
 ]
 
 [package.dependencies]
@@ -2327,7 +2311,7 @@ tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
-dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.1.15)"]
+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)"]
 test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "requests", "requests-cache", "virtualenv"]
@@ -2345,13 +2329,13 @@ files = [
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.25.2"
+version = "2.25.3"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab_server-2.25.2-py3-none-any.whl", hash = "sha256:5b1798c9cc6a44f65c757de9f97fc06fc3d42535afbf47d2ace5e964ab447aaf"},
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 [package.dependencies]
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 [[package]]
 name = "jupyterlab-widgets"
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 python-versions = ">=3.7"
 files = [
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 [[package]]
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 ]
 
 [package.dependencies]
@@ -2689,19 +2673,18 @@ files = [
 
 [[package]]
 name = "mlflow-skinny"
-version = "2.10.0"
+version = "2.10.2"
 description = "MLflow: A Platform for ML Development and Productionization"
 optional = true
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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 cloudpickle = "<4"
-databricks-cli = ">=0.8.7,<1"
 entrypoints = "<1"
 gitpython = ">=2.1.0,<4"
 importlib-metadata = ">=3.7.0,<4.7.0 || >4.7.0,<8"
@@ -2933,13 +2916,13 @@ test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=
 
 [[package]]
 name = "nbconvert"
-version = "7.14.2"
+version = "7.16.0"
 description = "Converting Jupyter Notebooks"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3035,18 +3018,18 @@ setuptools = "*"
 
 [[package]]
 name = "notebook"
-version = "7.0.7"
+version = "7.1.0"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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-jupyterlab = ">=4.0.2,<5"
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 jupyterlab-server = ">=2.22.1,<3"
 notebook-shim = ">=0.2,<0.3"
 tornado = ">=6.2.0"
@@ -3058,13 +3041,13 @@ 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]
@@ -3149,47 +3132,47 @@ numpy = ">=1.13.3"
 
 [[package]]
 name = "numpy"
-version = "1.26.3"
+version = "1.26.4"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
 files = [
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@@ -3888,23 +3855,6 @@ files = [
 plugins = ["importlib-metadata"]
 windows-terminal = ["colorama (>=0.4.6)"]
 
-[[package]]
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-description = "JSON Web Token implementation in Python"
-optional = true
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-
 [[package]]
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 version = "1.0.1"
@@ -4033,13 +3983,13 @@ files = [
 
 [[package]]
 name = "pytorch-lightning"
-version = "2.1.4"
+version = "2.2.0.post0"
 description = "PyTorch Lightning is the lightweight PyTorch wrapper for ML researchers. Scale your models. Write less boilerplate."
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 python-versions = ">=3.8"
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-torch = ">=1.12.0"
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@@ -4364,13 +4314,13 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
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@@ -4408,110 +4358,110 @@ files = [
 
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 scipy = ">=1.6.0"
 threadpoolctl = ">=2.0.0"
 
@@ -4693,18 +4623,18 @@ win32 = ["pywin32"]
 
 [[package]]
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 [[package]]
@@ -4811,20 +4741,6 @@ files = [
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 mpmath = ">=0.19"
 
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 [[package]]
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@@ -4848,13 +4764,13 @@ typing = ["mypy (>=1.6,<2.0)", "traitlets (>=5.11.1)"]
 
 [[package]]
 name = "threadpoolctl"
-version = "3.2.0"
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 python-versions = ">=3.8"
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 [[package]]
@@ -4957,13 +4873,13 @@ files = [
 
 [[package]]
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+version = "1.3.1"
 description = "PyTorch native Metrics"
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 python-versions = ">=3.8"
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 [package.dependencies]
@@ -4973,14 +4889,14 @@ packaging = ">17.1"
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-dev = ["SciencePlots (>=2.0.0)", "bert-score (==0.3.13)", "dython (<=0.7.4)", "fairlearn", "fast-bss-eval (>=0.1.0)", "faster-coco-eval (>=1.3.3)", "huggingface-hub (<0.21)", "ipadic (>=1.0.0)", "jiwer (>=2.3.0)", "kornia (>=0.6.7)", "lpips (<=0.1.4)", "matplotlib (>=3.3.0)", "mecab-ko (>=1.0.0)", "mecab-ko-dic (>=1.0.0)", "mecab-python3 (>=1.0.6)", "mir-eval (>=0.6)", "monai (==1.3.0)", "mypy (==1.8.0)", "netcal (>1.0.0)", "nltk (>=3.6)", "numpy (<1.25.0)", "pandas (>1.0.0)", "pandas (>=1.4.0)", "piq (<=0.8.0)", "pycocotools (>2.0.0)", "pystoi (>=0.3.0)", "pytorch-msssim (==1.0.0)", "regex (>=2021.9.24)", "rouge-score (>0.1.0)", "sacrebleu (>=2.3.0)", "scikit-image (>=0.19.0)", "scipy (>1.0.0)", "sentencepiece (>=0.1.98)", "sewar (>=0.4.4)", "statsmodels (>0.13.5)", "torch (==2.1.2)", "torch-complex (<=0.4.3)", "torch-fidelity (<=0.4.0)", "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"]
+dev = ["SciencePlots (>=2.0.0)", "bert-score (==0.3.13)", "dython (<=0.7.5)", "fairlearn", "fast-bss-eval (>=0.1.0)", "faster-coco-eval (>=1.3.3)", "huggingface-hub (<0.21)", "ipadic (>=1.0.0)", "jiwer (>=2.3.0)", "kornia (>=0.6.7)", "lpips (<=0.1.4)", "matplotlib (>=3.3.0)", "mecab-ko (>=1.0.0)", "mecab-ko-dic (>=1.0.0)", "mecab-python3 (>=1.0.6)", "mir-eval (>=0.6)", "monai (==1.3.0)", "mypy (==1.8.0)", "netcal (>1.0.0)", "nltk (>=3.6)", "numpy (<1.25.0)", "pandas (>1.0.0)", "pandas (>=1.4.0)", "piq (<=0.8.0)", "pycocotools (>2.0.0)", "pystoi (>=0.3.0)", "pytorch-msssim (==1.0.0)", "regex (>=2021.9.24)", "rouge-score (>0.1.0)", "sacrebleu (>=2.3.0)", "scikit-image (>=0.19.0)", "scipy (>1.0.0)", "sentencepiece (>=0.1.98)", "sewar (>=0.4.4)", "statsmodels (>0.13.5)", "torch (==2.2.0)", "torch-complex (<=0.4.3)", "torch-fidelity (<=0.4.0)", "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 = ["scipy (>1.0.0)", "torch-fidelity (<=0.4.0)", "torchvision (>=0.8)"]
 multimodal = ["piq (<=0.8.0)", "transformers (>=4.10.0)"]
 text = ["ipadic (>=1.0.0)", "mecab-ko (>=1.0.0)", "mecab-ko-dic (>=1.0.0)", "mecab-python3 (>=1.0.6)", "nltk (>=3.6)", "regex (>=2021.9.24)", "sentencepiece (>=0.1.98)", "tqdm (>=4.41.0)", "transformers (>4.4.0)"]
-typing = ["mypy (==1.8.0)", "torch (==2.1.2)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate"]
+typing = ["mypy (==1.8.0)", "torch (==2.2.0)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate"]
 visual = ["SciencePlots (>=2.0.0)", "matplotlib (>=3.3.0)"]
 
 [[package]]
@@ -5005,13 +4921,13 @@ 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]
@@ -5061,27 +4977,6 @@ build = ["cmake (>=3.20)", "lit"]
 tests = ["autopep8", "flake8", "isort", "numpy", "pytest", "scipy (>=1.7.1)", "torch"]
 tutorials = ["matplotlib", "pandas", "tabulate", "torch"]
 
-[[package]]
-name = "typer"
-version = "0.9.0"
-description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "typer-0.9.0-py3-none-any.whl", hash = "sha256:5d96d986a21493606a358cae4461bd8cdf83cbf33a5aa950ae629ca3b51467ee"},
-    {file = "typer-0.9.0.tar.gz", hash = "sha256:50922fd79aea2f4751a8e0408ff10d2662bd0c8bbfa84755a699f3bada2978b2"},
-]
-
-[package.dependencies]
-click = ">=7.1.1,<9.0.0"
-typing-extensions = ">=3.7.4.3"
-
-[package.extras]
-all = ["colorama (>=0.4.3,<0.5.0)", "rich (>=10.11.0,<14.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
-dev = ["autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "pre-commit (>=2.17.0,<3.0.0)"]
-doc = ["cairosvg (>=2.5.2,<3.0.0)", "mdx-include (>=1.4.1,<2.0.0)", "mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "pillow (>=9.3.0,<10.0.0)"]
-test = ["black (>=22.3.0,<23.0.0)", "coverage (>=6.2,<7.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.910)", "pytest (>=4.4.0,<8.0.0)", "pytest-cov (>=2.10.0,<5.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "pytest-xdist (>=1.32.0,<4.0.0)", "rich (>=10.11.0,<14.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
-
 [[package]]
 name = "types-python-dateutil"
 version = "2.8.19.20240106"
@@ -5106,13 +5001,13 @@ files = [
 
 [[package]]
 name = "tzdata"
-version = "2023.4"
+version = "2024.1"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 files = [
-    {file = "tzdata-2023.4-py2.py3-none-any.whl", hash = "sha256:aa3ace4329eeacda5b7beb7ea08ece826c28d761cda36e747cfbf97996d39bf3"},
-    {file = "tzdata-2023.4.tar.gz", hash = "sha256:dd54c94f294765522c77399649b4fefd95522479a664a0cec87f41bebc6148c9"},
+    {file = "tzdata-2024.1-py2.py3-none-any.whl", hash = "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"},
+    {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"},
 ]
 
 [[package]]
@@ -5254,13 +5149,13 @@ watchdog = ["watchdog (>=2.3)"]
 
 [[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]]
@@ -5401,4 +5296,4 @@ redis = ["redis"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9, <3.12"
-content-hash = "2e3df7175c32848bcff73d421543bc02e8358f10b7392f4be7b9ea25ad099fae"
+content-hash = "125085b46ab5da1d21990950c6b4a5655805997dfa89b42a455a4e442301fd06"
diff --git a/pyproject.toml b/pyproject.toml
index e84fc943..5da47245 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -23,9 +23,6 @@ repository = "https://github.com/numaproj/numalogic"
 documentation = "https://numalogic.numaproj.io/"
 homepage = "https://numalogic.numaproj.io/"
 
-[tool.poetry.scripts]
-numalogic ="numalogic.backtest.__main__:app"
-
 [tool.poetry.dependencies]
 python = ">=3.9, <3.12"
 numpy = "^1.26"
@@ -34,8 +31,6 @@ scikit-learn = "^1.3"
 omegaconf = "^2.3.0"
 cachetools = "^5.3.0"
 orjson = "^3.9"
-typer = {version = "^0.9", extras = ["rich"]}
-matplotlib = "^3.4.2"
 pynumaflow = "~0.6"
 prometheus_client = "^0.18.0"
 
@@ -61,6 +56,7 @@ pytorch-lightning = "^2.0"
 optional = true
 
 [tool.poetry.group.dev.dependencies]
+matplotlib = "^3.4.2"
 black = "^23.0"
 pytest = "^7.1"
 pytest-cov = "^4.0"
diff --git a/tests/udfs/test_logger.py b/tests/udfs/test_logger.py
new file mode 100644
index 00000000..967678f3
--- /dev/null
+++ b/tests/udfs/test_logger.py
@@ -0,0 +1,33 @@
+import logging
+
+import pytest
+
+from numalogic.udfs import set_logger
+
+
+@pytest.fixture()
+def init_logger():
+    set_logger()
+
+
+def some_log(level: str) -> None:
+    logger = logging.getLogger()
+    getattr(logger, level)("%s log", level)
+
+
+def test_logging(init_logger, caplog):
+    caplog.set_level(logging.DEBUG)
+    print()
+    some_log("debug")
+    some_log("info")
+    some_log("warning")
+    some_log("error")
+    some_log("critical")
+
+    assert caplog.record_tuples == [
+        ("root", logging.DEBUG, "debug log"),
+        ("root", logging.INFO, "info log"),
+        ("root", logging.WARNING, "warning log"),
+        ("root", logging.ERROR, "error log"),
+        ("root", logging.CRITICAL, "critical log"),
+    ]