diff --git a/numaprom/clients/sentinel.py b/numaprom/clients/sentinel.py
index 91dfdc3..ab2d8ad 100644
--- a/numaprom/clients/sentinel.py
+++ b/numaprom/clients/sentinel.py
@@ -19,7 +19,6 @@ def get_redis_client(
     port: int,
     password: str,
     mastername: str,
-    decode_responses: bool = False,
     recreate: bool = False,
 ) -> redis_client_t:
     """Return a master redis client for sentinel connections, with retry.
@@ -43,7 +42,7 @@ def get_redis_client(
         return SENTINEL_MASTER_CLIENT
 
     retry = Retry(
-        ExponentialBackoff(cap=2, base=1),
+        ExponentialBackoff(),
         3,
         supported_errors=(
             ConnectionError,
@@ -53,18 +52,23 @@ def get_redis_client(
             MasterNotFoundError,
         ),
     )
-    sentinel_args = {
-        "sentinels": [(host, port)],
-        "socket_timeout": 0.1,
-        "decode_responses": decode_responses,
-    }
 
-    LOGGER.info("Sentinel redis params: {args}", args=sentinel_args)
+    conn_kwargs = {
+        "socket_timeout": 1,
+        "socket_connect_timeout": 1,
+        "socket_keepalive": True,
+        "health_check_interval": 10,
+    }
 
     sentinel = Sentinel(
-        **sentinel_args, sentinel_kwargs=dict(password=password), password=password, retry=retry
+        [(host, port)],
+        sentinel_kwargs=dict(password=password, **conn_kwargs),
+        retry=retry,
+        password=password,
+        **conn_kwargs
     )
     SENTINEL_MASTER_CLIENT = sentinel.master_for(mastername)
+    LOGGER.info("Sentinel redis params: {args}", args=conn_kwargs)
     return SENTINEL_MASTER_CLIENT
 
 
diff --git a/numaprom/factory.py b/numaprom/factory.py
index afdcc45..dacdd90 100644
--- a/numaprom/factory.py
+++ b/numaprom/factory.py
@@ -3,16 +3,13 @@
 from pynumaflow.function import Messages
 from pynumaflow.sink import Responses
 
-from numaprom.udf import preprocess, postprocess, window, metric_filter, inference, threshold
+from numaprom.udf import preprocess, postprocess, window, inference, threshold
 from numaprom.udsink import train, train_rollout
 
 
 class HandlerFactory:
     @classmethod
     def get_handler(cls, step: str) -> Callable[..., Messages | Responses]:
-        if step == "metric_filter":
-            return metric_filter
-
         if step == "window":
             return window
 
diff --git a/numaprom/udf/__init__.py b/numaprom/udf/__init__.py
index 5a52de2..1728881 100644
--- a/numaprom/udf/__init__.py
+++ b/numaprom/udf/__init__.py
@@ -1,4 +1,3 @@
-from numaprom.udf.filter import metric_filter
 from numaprom.udf.inference import inference
 from numaprom.udf.postprocess import postprocess
 from numaprom.udf.preprocess import preprocess
@@ -6,4 +5,4 @@
 from numaprom.udf.threshold import threshold
 
 
-__all__ = ["preprocess", "metric_filter", "inference", "window", "postprocess", "threshold"]
+__all__ = ["preprocess", "inference", "window", "postprocess", "threshold"]
diff --git a/numaprom/udf/postprocess.py b/numaprom/udf/postprocess.py
index 05d3807..6be82c4 100644
--- a/numaprom/udf/postprocess.py
+++ b/numaprom/udf/postprocess.py
@@ -23,7 +23,7 @@ def __save_to_redis(
 
     metric_name = payload.composite_keys["name"]
 
-    r_keys = payload.composite_keys
+    r_keys = payload.composite_keys.copy()
     r_keys.pop("name")
     r_key = f"{':'.join(r_keys.values())}:{payload.end_ts}"
 
diff --git a/poetry.lock b/poetry.lock
index 83b03ec..7bb3cb6 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,10 +1,9 @@
-# This file is automatically @generated by Poetry 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 = "aiorun"
 version = "2022.11.1"
 description = "Boilerplate for asyncio applications"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -19,7 +18,6 @@ dev = ["pytest", "pytest-cov"]
 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 = [
@@ -30,7 +28,6 @@ files = [
 name = "async-timeout"
 version = "4.0.2"
 description = "Timeout context manager for asyncio programs"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -42,7 +39,6 @@ files = [
 name = "black"
 version = "23.3.0"
 description = "The uncompromising code formatter."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -91,7 +87,6 @@ uvloop = ["uvloop (>=0.15.2)"]
 name = "cachetools"
 version = "5.3.1"
 description = "Extensible memoizing collections and decorators"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -103,7 +98,6 @@ 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 = [
@@ -115,7 +109,6 @@ files = [
 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 = [
@@ -127,7 +120,6 @@ 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 = [
@@ -210,14 +202,13 @@ files = [
 
 [[package]]
 name = "click"
-version = "8.1.3"
+version = "8.1.4"
 description = "Composable command line interface toolkit"
-category = "dev"
 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]
@@ -227,7 +218,6 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 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 = [
@@ -239,7 +229,6 @@ files = [
 name = "coverage"
 version = "6.5.0"
 description = "Code coverage measurement for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -305,7 +294,6 @@ toml = ["tomli"]
 name = "distlib"
 version = "0.3.6"
 description = "Distribution utilities"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -315,14 +303,13 @@ 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]
@@ -330,19 +317,18 @@ test = ["pytest (>=6)"]
 
 [[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)"]
@@ -352,7 +338,6 @@ lua = ["lupa (>=1.14,<2.0)"]
 name = "filelock"
 version = "3.12.2"
 description = "A platform independent file lock."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -368,7 +353,6 @@ testing = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "diff-cover (>=7.5)", "p
 name = "freezegun"
 version = "1.2.2"
 description = "Let your Python tests travel through time"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -383,7 +367,6 @@ python-dateutil = ">=2.7"
 name = "google-api-core"
 version = "2.11.1"
 description = "Google API client core library"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -404,14 +387,13 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-auth"
-version = "2.20.0"
+version = "2.21.0"
 description = "Google Authentication Library"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "google-auth-2.20.0.tar.gz", hash = "sha256:030af34138909ccde0fbce611afc178f1d65d32fbff281f25738b1fe1c6f3eaa"},
-    {file = "google_auth-2.20.0-py2.py3-none-any.whl", hash = "sha256:23b7b0950fcda519bfb6692bf0d5289d2ea49fc143717cc7188458ec620e63fa"},
+    {file = "google-auth-2.21.0.tar.gz", hash = "sha256:b28e8048e57727e7cf0e5bd8e7276b212aef476654a09511354aa82753b45c66"},
+    {file = "google_auth-2.21.0-py2.py3-none-any.whl", hash = "sha256:da3f18d074fa0f5a7061d99b9af8cee3aa6189c987af7c1b07d94566b6b11268"},
 ]
 
 [package.dependencies]
@@ -432,7 +414,6 @@ 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 = false
 python-versions = "*"
 files = [
@@ -444,7 +425,6 @@ files = [
 name = "googleapis-common-protos"
 version = "1.59.1"
 description = "Common protobufs used in Google APIs"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -460,119 +440,117 @@ grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 
 [[package]]
 name = "grpcio"
-version = "1.54.2"
+version = "1.56.0"
 description = "HTTP/2-based RPC framework"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "grpcio-1.54.2-cp310-cp310-linux_armv7l.whl", hash = "sha256:40e1cbf69d6741b40f750f3cccc64326f927ac6145a9914d33879e586002350c"},
-    {file = "grpcio-1.54.2-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:2288d76e4d4aa7ef3fe7a73c1c470b66ea68e7969930e746a8cd8eca6ef2a2ea"},
-    {file = "grpcio-1.54.2-cp310-cp310-manylinux_2_17_aarch64.whl", hash = "sha256:c0e3155fc5335ec7b3b70f15230234e529ca3607b20a562b6c75fb1b1218874c"},
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 ]
 
 [package.dependencies]
-grpcio = ">=1.54.2"
+grpcio = ">=1.56.0"
 protobuf = ">=4.21.6,<5.0dev"
 setuptools = "*"
 
@@ -580,7 +558,6 @@ setuptools = "*"
 name = "hiredis"
 version = "2.2.3"
 description = "Python wrapper for hiredis"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -679,7 +656,6 @@ files = [
 name = "identify"
 version = "2.5.24"
 description = "File identification library for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -694,7 +670,6 @@ license = ["ukkonen"]
 name = "idna"
 version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -706,7 +681,6 @@ files = [
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -716,21 +690,19 @@ 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 = [
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 ]
 
 [[package]]
 name = "loguru"
 version = "0.7.0"
 description = "Python logging made (stupidly) simple"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -749,7 +721,6 @@ dev = ["Sphinx (==5.3.0)", "colorama (==0.4.5)", "colorama (==0.4.6)", "freezegu
 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 = [
@@ -761,7 +732,6 @@ files = [
 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 = [
@@ -774,14 +744,13 @@ setuptools = "*"
 
 [[package]]
 name = "numalogic"
-version = "0.4.1"
+version = "0.5.0"
 description = "Collection of operational Machine Learning models and tools."
-category = "main"
 optional = false
 python-versions = ">=3.9,<3.12"
 files = [
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 ]
 
 [package.dependencies]
@@ -793,6 +762,7 @@ redis = {version = ">=4.5.4,<5.0.0", extras = ["hiredis"], optional = true, mark
 scikit-learn = ">=1.2,<2.0"
 
 [package.extras]
+dynamodb = ["boto3 (>=1.24.64,<2.0.0)"]
 mlflow = ["mlflow-skinny (>2.0,<3.0)"]
 numaflow = ["pynumaflow (>=0.4,<0.5)"]
 redis = ["redis[hiredis] (>=4.5.4,<5.0.0)"]
@@ -801,7 +771,6 @@ redis = ["redis[hiredis] (>=4.5.4,<5.0.0)"]
 name = "numpy"
 version = "1.25.0"
 description = "Fundamental package for array computing in Python"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -836,7 +805,6 @@ files = [
 name = "omegaconf"
 version = "2.3.0"
 description = "A flexible configuration library"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -845,14 +813,13 @@ files = [
 ]
 
 [package.dependencies]
-antlr4-python3-runtime = ">=4.9.0,<4.10.0"
+antlr4-python3-runtime = "==4.9.*"
 PyYAML = ">=5.1.0"
 
 [[package]]
 name = "orjson"
 version = "3.9.1"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -908,7 +875,6 @@ files = [
 name = "packaging"
 version = "23.1"
 description = "Core utilities for Python packages"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -918,37 +884,36 @@ files = [
 
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 name = "pandas"
-version = "2.0.2"
+version = "2.0.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
-category = "main"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -958,7 +923,7 @@ pytz = ">=2020.1"
 tzdata = ">=2022.1"
 
 [package.extras]
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 clipboard = ["PyQt5 (>=5.15.1)", "qtpy (>=2.2.0)"]
 compression = ["brotlipy (>=0.7.0)", "python-snappy (>=0.6.0)", "zstandard (>=0.15.2)"]
@@ -977,14 +942,13 @@ plot = ["matplotlib (>=3.6.1)"]
 postgresql = ["SQLAlchemy (>=1.4.16)", "psycopg2 (>=2.8.6)"]
 spss = ["pyreadstat (>=1.1.2)"]
 sql-other = ["SQLAlchemy (>=1.4.16)"]
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 xml = ["lxml (>=4.6.3)"]
 
 [[package]]
 name = "pathspec"
 version = "0.11.1"
 description = "Utility library for gitignore style pattern matching of file paths."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -994,14 +958,13 @@ files = [
 
 [[package]]
 name = "platformdirs"
-version = "3.6.0"
+version = "3.8.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
@@ -1010,14 +973,13 @@ test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.3.1)", "pytest-
 
 [[package]]
 name = "pluggy"
-version = "1.0.0"
+version = "1.2.0"
 description = "plugin and hook calling mechanisms for python"
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
@@ -1028,7 +990,6 @@ 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 = [
@@ -1047,7 +1008,6 @@ virtualenv = ">=20.10.0"
 name = "protobuf"
 version = "4.23.3"
 description = ""
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1070,7 +1030,6 @@ files = [
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 version = "0.5.0"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
@@ -1082,7 +1041,6 @@ files = [
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 version = "0.3.0"
 description = "A collection of ASN.1-based protocols modules"
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
@@ -1097,7 +1055,6 @@ pyasn1 = ">=0.4.6,<0.6.0"
 name = "pynumaflow"
 version = "0.4.2"
 description = "Provides the interfaces of writing Python User Defined Functions and Sinks for NumaFlow."
-category = "main"
 optional = false
 python-versions = ">=3.9,<3.12"
 files = [
@@ -1115,14 +1072,13 @@ protobuf = ">=3.20,<5.0"
 
 [[package]]
 name = "pytest"
-version = "7.3.2"
+version = "7.4.0"
 description = "pytest: simple powerful testing with Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1140,7 +1096,6 @@ 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 = [
@@ -1159,7 +1114,6 @@ 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 = [
@@ -1174,7 +1128,6 @@ six = ">=1.5"
 name = "pytz"
 version = "2023.3"
 description = "World timezone definitions, modern and historical"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1186,7 +1139,6 @@ files = [
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 version = "6.0"
 description = "YAML parser and emitter for Python"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1234,14 +1186,13 @@ files = [
 
 [[package]]
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+version = "4.6.0"
 description = "Python client for Redis database and key-value store"
-category = "main"
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 python-versions = ">=3.7"
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 [package.dependencies]
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 version = "2.31.0"
 description = "Python HTTP for Humans."
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 python-versions = ">=3.7"
 files = [
@@ -1278,7 +1228,6 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
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 version = "4.9"
 description = "Pure-Python RSA implementation"
-category = "main"
 optional = false
 python-versions = ">=3.6,<4"
 files = [
@@ -1293,7 +1242,6 @@ pyasn1 = ">=0.1.3"
 name = "ruff"
 version = "0.0.264"
 description = "An extremely fast Python linter, written in Rust."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1318,91 +1266,86 @@ files = [
 
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+version = "1.3.0"
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 python-versions = ">=3.8"
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 [package.dependencies]
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 [package.extras]
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 test = ["asv", "gmpy2", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
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 version = "68.0.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
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 optional = false
 python-versions = ">=3.7"
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@@ -1419,7 +1362,6 @@ testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (
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 version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
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 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
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@@ -1431,7 +1373,6 @@ files = [
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 version = "2.4.0"
 description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1443,7 +1384,6 @@ files = [
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 version = "3.1.0"
 description = "threadpoolctl"
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 optional = false
 python-versions = ">=3.6"
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@@ -1455,7 +1395,6 @@ files = [
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 version = "2.0.1"
 description = "A lil' TOML parser"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1467,7 +1406,6 @@ files = [
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 version = "2023.3"
 description = "Provider of IANA time zone data"
-category = "main"
 optional = false
 python-versions = ">=2"
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@@ -1479,7 +1417,6 @@ files = [
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 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 files = [
@@ -1496,7 +1433,6 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
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 version = "20.23.1"
 description = "Virtual Python Environment builder"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1517,7 +1453,6 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
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 version = "3.0.0"
 description = "Filesystem events monitoring"
-category = "main"
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 python-versions = ">=3.7"
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@@ -1557,7 +1492,6 @@ watchmedo = ["PyYAML (>=3.10)"]
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 version = "1.1.0"
 description = "A small Python utility to set file creation time on Windows"
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 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1571,4 +1505,4 @@ dev = ["black (>=19.3b0)", "pytest (>=4.6.2)"]
 [metadata]
 lock-version = "2.0"
 python-versions = "~3.10"
-content-hash = "891f4a3386abd44c9ffc6cad30ffb4606bebbfe11659e928cdb31bc4fdb51755"
+content-hash = "a897ff0d21b66e8e7a87d69438498a8e61fa14eb3f89ca2bd222fed373cf02b4"
diff --git a/pyproject.toml b/pyproject.toml
index 83e911f..08b4233 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "numalogic-prometheus"
-version = "0.4.11"
+version = "0.4.12"
 description = "ML inference on numaflow using numalogic on Prometheus metrics"
 authors = ["Numalogic developers"]
 packages = [{ include = "numaprom" }]
@@ -21,7 +21,7 @@ repository = "https://github.com/numaproj/numalogic-prometheus"
 python = "~3.10"
 redis = {extras = ["hiredis"], version = "^4.5" }
 pynumaflow = "~0.4.1"
-numalogic = {version = "~0.4", extras = ["redis"]}
+numalogic = {version = "~0.5", extras = ["redis"]}
 orjson = "^3.8.4"
 omegaconf = "^2.3.0"
 watchdog = "^3.0.0"
diff --git a/tests/test_factory.py b/tests/test_factory.py
index 989a5e3..29d48bf 100644
--- a/tests/test_factory.py
+++ b/tests/test_factory.py
@@ -2,15 +2,11 @@
 
 from numaprom.factory import HandlerFactory
 
-from numaprom.udf import metric_filter, preprocess, postprocess, inference, threshold
+from numaprom.udf import preprocess, postprocess, inference, threshold
 from numaprom.udsink import train, train_rollout
 
 
 class TestFactory(unittest.TestCase):
-    def test_metric_filter(self):
-        func = HandlerFactory.get_handler("metric_filter")
-        self.assertEqual(func, metric_filter)
-
     def test_preprocess(self):
         func = HandlerFactory.get_handler("preprocess")
         self.assertEqual(func, preprocess)
diff --git a/tests/test_prometheus.py b/tests/test_prometheus.py
index 843cbdc..61f4d5c 100644
--- a/tests/test_prometheus.py
+++ b/tests/test_prometheus.py
@@ -82,10 +82,10 @@ class TestPrometheus(unittest.TestCase):
     @classmethod
     def setUpClass(cls) -> None:
         end = datetime.datetime.now()
-        start = end - datetime.timedelta(hours=36)
+        start = end - datetime.timedelta(hours=72)
         cls.start = start.timestamp()
         cls.end = end.timestamp()
-        cls.prom = Prometheus(prometheus_server="http://localhost:8490")
+        cls.prom = Prometheus(prometheus_server="http://localhost:8090")
 
     @patch.object(Prometheus, "query_range", Mock(return_value=mock_query_range()))
     def test_query_metric1(self):
@@ -117,17 +117,18 @@ def test_query_metric3(self):
         )
         self.assertEqual(_out.shape, (2, 3))
 
-    @patch.object(Prometheus, "query_range", Mock(return_value=mock_multiple_metrics()))
+    # @patch.object(Prometheus, "query_range", Mock(return_value=mock_multiple_metrics()))
     def test_query_metric4(self):
         _out = self.prom.query_metric(
-            metric_name="namespace_app_pod_http_server_requests_errors",
-            labels_map={"namespace": "sandbox-numalogic-demo"},
+            metric_name="namespace_app_rollouts_http_request_error_rate",
+            labels_map={"namespace": "dev-devx-o11yfuzzygqlfederation-usw2-prd"},
             return_labels=["rollouts_pod_template_hash"],
             start=self.start,
             end=self.end,
         )
-        self.assertEqual(_out.shape, (4, 3))
-        self.assertEqual(_out["rollouts_pod_template_hash"].unique().shape[0], 2)
+        print(_out)
+        # self.assertEqual(_out.shape, (4, 3))
+        # self.assertEqual(_out["rollouts_pod_template_hash"].unique().shape[0], 2)
 
     @patch.object(requests, "get", Mock(return_value=mock_response()))
     def test_query_range(self):