diff --git a/.github/workflows/changelog.yml b/.github/workflows/changelog.yml
index 930a2869..3b838fd7 100644
--- a/.github/workflows/changelog.yml
+++ b/.github/workflows/changelog.yml
@@ -10,7 +10,7 @@ jobs:
     runs-on: ubuntu-latest
     name: Generate changelog
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           ref: main
           fetch-depth: 0
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index be49353b..29ff4f6f 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -13,16 +13,16 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: ["3.9", "3.10", "3.11"]
+        python-version: ["3.9", "3.10", "3.11", "3.12"]
 
     steps:
-    - uses: actions/checkout@v3
+    - uses: actions/checkout@v4
 
     - name: Install poetry
       run: pipx install poetry==1.6.1
 
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v5
       with:
         python-version: ${{ matrix.python-version }}
         cache: 'poetry'
diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 19ab4bb8..1b932a56 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -16,13 +16,13 @@ jobs:
         python-version: ["3.9"]
 
     steps:
-    - uses: actions/checkout@v3
+    - uses: actions/checkout@v4
 
     - name: Install poetry
       run: pipx install poetry==1.6.1
 
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v5
       with:
         python-version: ${{ matrix.python-version }}
         cache: 'poetry'
diff --git a/.github/workflows/gh-pages.yaml b/.github/workflows/gh-pages.yaml
index 2e3e7665..93fe5b14 100644
--- a/.github/workflows/gh-pages.yaml
+++ b/.github/workflows/gh-pages.yaml
@@ -15,9 +15,9 @@ jobs:
     if: github.repository == 'numaproj/numalogic'
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v5
         with:
           python-version: 3.9
       - name: build
diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index a60becbd..7b31448b 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -11,7 +11,7 @@ jobs:
     name: Black format
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
       - uses: psf/black@stable
         with:
           options: "--check --verbose"
diff --git a/.github/workflows/pypi.yml b/.github/workflows/pypi.yml
index 8c63baaf..0d9b5d23 100644
--- a/.github/workflows/pypi.yml
+++ b/.github/workflows/pypi.yml
@@ -16,13 +16,13 @@ jobs:
 
     name: Publish to PyPi
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
 
       - name: Install poetry
         run: pipx install poetry==1.6.1
 
       - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v5
         with:
           python-version: ${{ matrix.python-version }}
           cache: 'poetry'
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 3caa240e..6db81230 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -19,7 +19,7 @@ jobs:
         python-version: ["3.11"]
 
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
 
       - name: Docker Login
         uses: docker/login-action@v2.1.0
diff --git a/Dockerfile b/Dockerfile
index 6c559028..949060b1 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -2,7 +2,7 @@
 # builder: install needed dependencies and setup virtual environment
 ####################################################################################################
 
-ARG PYTHON_VERSION=3.11
+ARG PYTHON_VERSION=3.12
 FROM python:${PYTHON_VERSION}-slim-bookworm AS builder
 
 ARG POETRY_VERSION=1.6
diff --git a/numalogic/udfs/__main__.py b/numalogic/udfs/__main__.py
index 51e6ad78..a29c46f9 100644
--- a/numalogic/udfs/__main__.py
+++ b/numalogic/udfs/__main__.py
@@ -28,7 +28,7 @@ def init_server(step: str, server_type: str):
         redis_client = get_redis_client_from_conf(pipeline_conf.redis_conf)
         udf = UDFFactory.get_udf_instance(step, r_client=redis_client, pl_conf=pipeline_conf)
 
-    return ServerFactory.get_server_instance(server_type, handler=udf)
+    return ServerFactory.get_server_instance(server_type, mapper_instance=udf)
 
 
 def start_server() -> None:
diff --git a/numalogic/udfs/factory.py b/numalogic/udfs/factory.py
index 93c0f785..096a181f 100644
--- a/numalogic/udfs/factory.py
+++ b/numalogic/udfs/factory.py
@@ -94,12 +94,12 @@ def get_udf_instance(cls, udf_name: str, **kwargs) -> nl_udf_t:
 class ServerFactory:
     """Factory class to fetch the right pynumaflow function server/mapper."""
 
-    from pynumaflow.mapper import Mapper, MultiProcMapper, AsyncMapper
+    from pynumaflow.mapper import MapServer, MapMultiprocServer, MapAsyncServer
 
     _SERVER_MAP: ClassVar[dict] = {
-        "sync": Mapper,
-        "async": AsyncMapper,
-        "multiproc": MultiProcMapper,
+        "sync": MapServer,
+        "async": MapAsyncServer,
+        "multiproc": MapMultiprocServer,
     }
 
     @classmethod
diff --git a/poetry.lock b/poetry.lock
index c7af659f..a9e96b21 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -136,13 +136,13 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.3.0"
+version = "4.4.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "anyio-4.3.0-py3-none-any.whl", hash = "sha256:048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8"},
-    {file = "anyio-4.3.0.tar.gz", hash = "sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6"},
+    {file = "anyio-4.4.0-py3-none-any.whl", hash = "sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7"},
+    {file = "anyio-4.4.0.tar.gz", hash = "sha256:5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94"},
 ]
 
 [package.dependencies]
@@ -406,17 +406,17 @@ css = ["tinycss2 (>=1.1.0,<1.3)"]
 
 [[package]]
 name = "boto3"
-version = "1.34.101"
+version = "1.34.123"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.101-py3-none-any.whl", hash = "sha256:79b93f3370ea96ce838042bc2eac0c996aee204b01e7e6452eb77abcbe697d6a"},
-    {file = "boto3-1.34.101.tar.gz", hash = "sha256:1d854b5880e185db546b4c759fcb664bf3326275064d2b44229cc217e8be9d7e"},
+    {file = "boto3-1.34.123-py3-none-any.whl", hash = "sha256:56bec52d485d5670ce96d53ae7b2cd4ae4e8a705fb2298a21093cdd77d642331"},
+    {file = "boto3-1.34.123.tar.gz", hash = "sha256:42b140fc850cf261ee4b1e8ef527fa071b1f1592a6d6a68d34b29f37cc46b4dd"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.101,<1.35.0"
+botocore = ">=1.34.123,<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 = "1.34.101"
+version = "1.34.123"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.101-py3-none-any.whl", hash = "sha256:f145e8b4b8fc9968f5eb695bdc2fcc8e675df7fbc3c56102dc1f5471be6baf35"},
-    {file = "botocore-1.34.101.tar.gz", hash = "sha256:01f3802d25558dd7945d83884bf6885e2f84e1ff27f90b5f09614966fe18c18f"},
+    {file = "botocore-1.34.123-py3-none-any.whl", hash = "sha256:8c34ada2a708c82e7174bff700611643db7ce2cb18f1130c35045c24310d299d"},
+    {file = "botocore-1.34.123.tar.gz", hash = "sha256:a8577f6574600c4d159b5cd103ee05744a443d77f7778304e17307940b369c4f"},
 ]
 
 [package.dependencies]
@@ -443,7 +443,7 @@ urllib3 = [
 ]
 
 [package.extras]
-crt = ["awscrt (==0.20.9)"]
+crt = ["awscrt (==0.20.11)"]
 
 [[package]]
 name = "bottleneck"
@@ -516,13 +516,13 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2024.2.2"
+version = "2024.6.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
-    {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
+    {file = "certifi-2024.6.2-py3-none-any.whl", hash = "sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56"},
+    {file = "certifi-2024.6.2.tar.gz", hash = "sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516"},
 ]
 
 [[package]]
@@ -817,63 +817,63 @@ test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 
 [[package]]
 name = "coverage"
-version = "7.5.1"
+version = "7.5.3"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "coverage-7.5.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:39afcd3d4339329c5f58de48a52f6e4e50f6578dd6099961cf22228feb25f38f"},
-    {file = "coverage-7.5.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4a7b0ceee8147444347da6a66be737c9d78f3353b0681715b668b72e79203e4a"},
-    {file = "coverage-7.5.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4a9ca3f2fae0088c3c71d743d85404cec8df9be818a005ea065495bedc33da35"},
-    {file = "coverage-7.5.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5fd215c0c7d7aab005221608a3c2b46f58c0285a819565887ee0b718c052aa4e"},
-    {file = "coverage-7.5.1-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:4bf0655ab60d754491004a5efd7f9cccefcc1081a74c9ef2da4735d6ee4a6223"},
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 [package.dependencies]
@@ -884,43 +884,43 @@ toml = ["tomli"]
 
 [[package]]
 name = "cryptography"
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 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
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+optional = true
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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+
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+
 [[package]]
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 version = "0.3.8"
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 [package.extras]
@@ -1203,13 +1220,13 @@ files = [
 
 [[package]]
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-version = "1.5.0"
+version = "1.5.1"
 description = "Let your Python tests travel through time"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
@@ -1303,13 +1320,13 @@ files = [
 
 [[package]]
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-version = "2024.3.1"
+version = "2024.6.0"
 description = "File-system specification"
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 python-versions = ">=3.8"
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 [package.dependencies]
@@ -1320,7 +1337,8 @@ abfs = ["adlfs"]
 adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
-devel = ["pytest", "pytest-cov"]
+dev = ["pre-commit", "ruff"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
 dropbox = ["dropbox", "dropboxdrivefs", "requests"]
 full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
 fuse = ["fusepy"]
@@ -1337,6 +1355,9 @@ s3 = ["s3fs"]
 sftp = ["paramiko"]
 smb = ["smbprotocol"]
 ssh = ["paramiko"]
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 tqdm = ["tqdm"]
 
 [[package]]
@@ -1396,13 +1417,13 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-auth"
-version = "2.29.0"
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 [package.dependencies]
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 [package.extras]
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 [[package]]
 name = "grpcio-tools"
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 [package.extras]
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@@ -2056,13 +2077,13 @@ files = [
 
 [[package]]
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 [[package]]
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 [[package]]
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 [package.dependencies]
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 [[package]]
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 [[package]]
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 [package.dependencies]
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 [[package]]
@@ -2292,13 +2313,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
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 description = "JupyterLab computational environment"
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 python-versions = ">=3.8"
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+    {file = "jupyterlab-4.2.2.tar.gz", hash = "sha256:a534b6a25719a92a40d514fb133a9fe8f0d9981b0bbce5d8a5fcaa33344a3038"},
 ]
 
 [package.dependencies]
@@ -2313,16 +2334,17 @@ jupyter-server = ">=2.4.0,<3"
 jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2"
 packaging = "*"
+setuptools = ">=40.1.0"
 tomli = {version = ">=1.2.2", markers = "python_version < \"3.11\""}
 tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
-dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.2.0)"]
+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.3.5)"]
 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)"]
+docs-screenshots = ["altair (==5.3.0)", "ipython (==8.16.1)", "ipywidgets (==8.1.2)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.1.post2)", "matplotlib (==3.8.3)", "nbconvert (>=7.0.0)", "pandas (==2.2.1)", "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"]
-upgrade-extension = ["copier (>=8.0,<9.0)", "jinja2-time (<0.3)", "pydantic (<2.0)", "pyyaml-include (<2.0)", "tomli-w (<2.0)"]
+upgrade-extension = ["copier (>=8,<10)", "jinja2-time (<0.3)", "pydantic (<2.0)", "pyyaml-include (<2.0)", "tomli-w (<2.0)"]
 
 [[package]]
 name = "jupyterlab-pygments"
@@ -2337,13 +2359,13 @@ files = [
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.27.1"
+version = "2.27.2"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "jupyterlab_server-2.27.2-py3-none-any.whl", hash = "sha256:54aa2d64fd86383b5438d9f0c032f043c4d8c0264b8af9f60bd061157466ea43"},
+    {file = "jupyterlab_server-2.27.2.tar.gz", hash = "sha256:15cbb349dc45e954e09bacf81b9f9bcb10815ff660fb2034ecd7417db3a7ea27"},
 ]
 
 [package.dependencies]
@@ -2363,13 +2385,13 @@ test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-v
 
 [[package]]
 name = "jupyterlab-widgets"
-version = "3.0.10"
+version = "3.0.11"
 description = "Jupyter interactive widgets for JupyterLab"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "jupyterlab_widgets-3.0.11-py3-none-any.whl", hash = "sha256:78287fd86d20744ace330a61625024cf5521e1c012a352ddc0a3cdc2348becd0"},
+    {file = "jupyterlab_widgets-3.0.11.tar.gz", hash = "sha256:dd5ac679593c969af29c9bed054c24f26842baa51352114736756bc035deee27"},
 ]
 
 [[package]]
@@ -2607,39 +2629,40 @@ files = [
 
 [[package]]
 name = "matplotlib"
-version = "3.8.4"
+version = "3.9.0"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.9"
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+    {file = "matplotlib-3.9.0.tar.gz", hash = "sha256:e6d29ea6c19e34b30fb7d88b7081f869a03014f66fe06d62cc77d5a6ea88ed7a"},
 ]
 
 [package.dependencies]
@@ -2648,12 +2671,15 @@ cycler = ">=0.10"
 fonttools = ">=4.22.0"
 importlib-resources = {version = ">=3.2.0", markers = "python_version < \"3.10\""}
 kiwisolver = ">=1.3.1"
-numpy = ">=1.21"
+numpy = ">=1.23"
 packaging = ">=20.0"
 pillow = ">=8"
 pyparsing = ">=2.3.1"
 python-dateutil = ">=2.7"
 
+[package.extras]
+dev = ["meson-python (>=0.13.1)", "numpy (>=1.25)", "pybind11 (>=2.6)", "setuptools (>=64)", "setuptools_scm (>=7)"]
+
 [[package]]
 name = "matplotlib-inline"
 version = "0.1.7"
@@ -2699,21 +2725,24 @@ tbb = "==2021.*"
 
 [[package]]
 name = "mlflow-skinny"
-version = "2.12.2"
+version = "2.13.2"
 description = "MLflow is an open source platform for the complete machine learning lifecycle"
 optional = true
 python-versions = ">=3.8"
 files = [
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+    {file = "mlflow_skinny-2.13.2.tar.gz", hash = "sha256:76ec6d5d8d54f022634d878cfebaed2ddd6acff982ec3391aacde91b5343d603"},
 ]
 
 [package.dependencies]
+cachetools = ">=5.0.0,<6"
 click = ">=7.0,<9"
 cloudpickle = "<4"
 entrypoints = "<1"
 gitpython = ">=3.1.9,<4"
 importlib-metadata = ">=3.7.0,<4.7.0 || >4.7.0,<8"
+opentelemetry-api = ">=1.0.0,<3"
+opentelemetry-sdk = ">=1.0.0,<3"
 packaging = "<25"
 protobuf = ">=3.12.0,<5"
 pytz = "<2025"
@@ -2727,6 +2756,8 @@ databricks = ["azure-storage-file-datalake (>12)", "boto3 (>1)", "botocore", "go
 extras = ["azureml-core (>=1.2.0)", "boto3", "botocore", "google-cloud-storage (>=1.30.0)", "kubernetes", "mlserver (>=1.2.0,!=1.3.1,<1.4.0)", "mlserver-mlflow (>=1.2.0,!=1.3.1,<1.4.0)", "prometheus-flask-exporter", "pyarrow", "pysftp", "requests-auth-aws-sigv4", "virtualenv"]
 gateway = ["aiohttp (<4)", "boto3 (>=1.28.56,<2)", "fastapi (<1)", "pydantic (>=1.0,<3)", "slowapi (>=0.1.9,<1)", "tiktoken (<1)", "uvicorn[standard] (<1)", "watchfiles (<1)"]
 genai = ["aiohttp (<4)", "boto3 (>=1.28.56,<2)", "fastapi (<1)", "pydantic (>=1.0,<3)", "slowapi (>=0.1.9,<1)", "tiktoken (<1)", "uvicorn[standard] (<1)", "watchfiles (<1)"]
+jfrog = ["mlflow-jfrog-plugin"]
+langchain = ["langchain (>=0.1.4,<=0.2.1)"]
 sqlserver = ["mlflow-dbstore"]
 xethub = ["mlflow-xethub"]
 
@@ -3017,40 +3048,37 @@ test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "nodeenv"
-version = "1.8.0"
+version = "1.9.1"
 description = "Node.js virtual environment builder"
 optional = false
-python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
-    {file = "nodeenv-1.8.0-py2.py3-none-any.whl", hash = "sha256:df865724bb3c3adc86b3876fa209771517b0cfe596beff01a92700e0e8be4cec"},
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+    {file = "nodeenv-1.9.1-py2.py3-none-any.whl", hash = "sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9"},
+    {file = "nodeenv-1.9.1.tar.gz", hash = "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f"},
 ]
 
-[package.dependencies]
-setuptools = "*"
-
 [[package]]
 name = "notebook"
-version = "7.1.3"
+version = "7.2.1"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "notebook-7.2.1.tar.gz", hash = "sha256:4287b6da59740b32173d01d641f763d292f49c30e7a51b89c46ba8473126341e"},
 ]
 
 [package.dependencies]
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-jupyterlab = ">=4.1.1,<4.2"
-jupyterlab-server = ">=2.22.1,<3"
+jupyterlab = ">=4.2.0,<4.3"
+jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2,<0.3"
 tornado = ">=6.2.0"
 
 [package.extras]
 dev = ["hatch", "pre-commit"]
 docs = ["myst-parser", "nbsphinx", "pydata-sphinx-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["importlib-resources (>=5.0)", "ipykernel", "jupyter-server[test] (>=2.4.0,<3)", "jupyterlab-server[test] (>=2.22.1,<3)", "nbval", "pytest (>=7.0)", "pytest-console-scripts", "pytest-timeout", "pytest-tornasync", "requests"]
+test = ["importlib-resources (>=5.0)", "ipykernel", "jupyter-server[test] (>=2.4.0,<3)", "jupyterlab-server[test] (>=2.27.1,<3)", "nbval", "pytest (>=7.0)", "pytest-console-scripts", "pytest-timeout", "pytest-tornasync", "requests"]
 
 [[package]]
 name = "notebook-shim"
@@ -3311,13 +3339,13 @@ files = [
 
 [[package]]
 name = "nvidia-nvjitlink-cu12"
-version = "12.4.127"
+version = "12.5.40"
 description = "Nvidia JIT LTO Library"
 optional = false
 python-versions = ">=3"
 files = [
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 ]
 
 [[package]]
@@ -3346,6 +3374,51 @@ files = [
 antlr4-python3-runtime = "==4.9.*"
 PyYAML = ">=5.1.0"
 
+[[package]]
+name = "opentelemetry-api"
+version = "1.25.0"
+description = "OpenTelemetry Python API"
+optional = true
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+deprecated = ">=1.2.6"
+importlib-metadata = ">=6.0,<=7.1"
+
+[[package]]
+name = "opentelemetry-sdk"
+version = "1.25.0"
+description = "OpenTelemetry Python SDK"
+optional = true
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+opentelemetry-api = "1.25.0"
+opentelemetry-semantic-conventions = "0.46b0"
+typing-extensions = ">=3.7.4"
+
+[[package]]
+name = "opentelemetry-semantic-conventions"
+version = "0.46b0"
+description = "OpenTelemetry Semantic Conventions"
+optional = true
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+opentelemetry-api = "1.25.0"
+
 [[package]]
 name = "ordered-set"
 version = "4.1.0"
@@ -3362,57 +3435,57 @@ dev = ["black", "mypy", "pytest"]
 
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-version = "3.10.3"
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 ]
 
 [[package]]
@@ -3428,13 +3501,13 @@ files = [
 
 [[package]]
 name = "packaging"
-version = "24.0"
+version = "24.1"
 description = "Core utilities for Python packages"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "packaging-24.0-py3-none-any.whl", hash = "sha256:2ddfb553fdf02fb784c234c7ba6ccc288296ceabec964ad2eae3777778130bc5"},
-    {file = "packaging-24.0.tar.gz", hash = "sha256:eb82c5e3e56209074766e6885bb04b8c38a0c015d0a30036ebe7ece34c9989e9"},
+    {file = "packaging-24.1-py3-none-any.whl", hash = "sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124"},
+    {file = "packaging-24.1.tar.gz", hash = "sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002"},
 ]
 
 [[package]]
@@ -3482,6 +3555,7 @@ numexpr = {version = ">=2.8.4", optional = true, markers = "extra == \"performan
 numpy = [
     {version = ">=1.22.4", markers = "python_version < \"3.11\""},
     {version = ">=1.23.2", markers = "python_version == \"3.11\""},
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -3651,13 +3725,13 @@ xmp = ["defusedxml"]
 
 [[package]]
 name = "platformdirs"
-version = "4.2.1"
+version = "4.2.2"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "platformdirs-4.2.1-py3-none-any.whl", hash = "sha256:17d5a1161b3fd67b390023cb2d3b026bbd40abde6fdb052dfbd3a29c3ba22ee1"},
-    {file = "platformdirs-4.2.1.tar.gz", hash = "sha256:031cd18d4ec63ec53e82dceaac0417d218a6863f7745dfcc9efe7793b7039bdf"},
+    {file = "platformdirs-4.2.2-py3-none-any.whl", hash = "sha256:2d7a1657e36a80ea911db832a8a6ece5ee53d8de21edd5cc5879af6530b1bfee"},
+    {file = "platformdirs-4.2.2.tar.gz", hash = "sha256:38b7b51f512eed9e84a22788b4bce1de17c0adb134d6becb09836e37d8654cd3"},
 ]
 
 [package.extras]
@@ -3682,13 +3756,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pre-commit"
-version = "3.7.0"
+version = "3.7.1"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "pre_commit-3.7.0-py2.py3-none-any.whl", hash = "sha256:5eae9e10c2b5ac51577c3452ec0a490455c45a0533f7960f993a0d01e59decab"},
-    {file = "pre_commit-3.7.0.tar.gz", hash = "sha256:e209d61b8acdcf742404408531f0c37d49d2c734fd7cff2d6076083d191cb060"},
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+    {file = "pre_commit-3.7.1.tar.gz", hash = "sha256:8ca3ad567bc78a4972a3f1a477e94a79d4597e8140a6e0b651c5e33899c3654a"},
 ]
 
 [package.dependencies]
@@ -3698,20 +3772,6 @@ nodeenv = ">=0.11.1"
 pyyaml = ">=5.1"
 virtualenv = ">=20.10.0"
 
-[[package]]
-name = "pretty-errors"
-version = "1.2.25"
-description = "Prettifies Python exception output to make it legible."
-optional = false
-python-versions = "*"
-files = [
-    {file = "pretty_errors-1.2.25-py3-none-any.whl", hash = "sha256:8ce68ccd99e0f2a099265c8c1f1c23b7c60a15d69bb08816cb336e237d5dc983"},
-    {file = "pretty_errors-1.2.25.tar.gz", hash = "sha256:a16ba5c752c87c263bf92f8b4b58624e3b1e29271a9391f564f12b86e93c6755"},
-]
-
-[package.dependencies]
-colorama = "*"
-
 [[package]]
 name = "prometheus-client"
 version = "0.18.0"
@@ -3728,13 +3788,13 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.43"
+version = "3.0.47"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
-    {file = "prompt_toolkit-3.0.43-py3-none-any.whl", hash = "sha256:a11a29cb3bf0a28a387fe5122cdb649816a957cd9261dcedf8c9f1fef33eacf6"},
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+    {file = "prompt_toolkit-3.0.47-py3-none-any.whl", hash = "sha256:0d7bfa67001d5e39d02c224b663abc33687405033a8c422d0d675a5a13361d10"},
+    {file = "prompt_toolkit-3.0.47.tar.gz", hash = "sha256:1e1b29cb58080b1e69f207c893a1a7bf16d127a5c30c9d17a25a5d77792e5360"},
 ]
 
 [package.dependencies]
@@ -3868,12 +3928,12 @@ files = [
 
 [[package]]
 name = "pydruid"
-version = "0.6.8"
+version = "0.6.9"
 description = "A Python connector for Druid."
 optional = true
 python-versions = "*"
 files = [
-    {file = "pydruid-0.6.8.tar.gz", hash = "sha256:5d24f96f298652bd59e40e666928a17c89767b73e1902899a399978db20d9287"},
+    {file = "pydruid-0.6.9.tar.gz", hash = "sha256:63c41b33ab47fbb71cc25d3f3316cad78f18bfe947fa108862dd841d1f44fe49"},
 ]
 
 [package.dependencies]
@@ -3912,13 +3972,13 @@ files = [
 
 [[package]]
 name = "pymysql"
-version = "1.1.0"
+version = "1.1.1"
 description = "Pure Python MySQL Driver"
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "PyMySQL-1.1.0-py3-none-any.whl", hash = "sha256:8969ec6d763c856f7073c4c64662882675702efcb114b4bcbb955aea3a069fa7"},
-    {file = "PyMySQL-1.1.0.tar.gz", hash = "sha256:4f13a7df8bf36a51e81dd9f3605fede45a4878fe02f9236349fd82a3f0612f96"},
+    {file = "PyMySQL-1.1.1-py3-none-any.whl", hash = "sha256:4de15da4c61dc132f4fb9ab763063e693d521a80fd0e87943b9a453dd4c19d6c"},
+    {file = "pymysql-1.1.1.tar.gz", hash = "sha256:e127611aaf2b417403c60bf4dc570124aeb4a57f5f37b8e95ae399a42f904cd0"},
 ]
 
 [package.extras]
@@ -3927,13 +3987,13 @@ rsa = ["cryptography"]
 
 [[package]]
 name = "pynumaflow"
-version = "0.6.0"
+version = "0.7.2"
 description = "Provides the interfaces of writing Python User Defined Functions and Sinks for NumaFlow."
 optional = false
-python-versions = ">=3.9,<3.12"
+python-versions = "<3.13,>=3.9"
 files = [
-    {file = "pynumaflow-0.6.0-py3-none-any.whl", hash = "sha256:af27bacc98b20a281ea557f7d5750c0ec8533a96e349e1d8618d121cf48f7cfe"},
-    {file = "pynumaflow-0.6.0.tar.gz", hash = "sha256:9d4e70aaf4d94de79ffdb79f0a4fc42c7c054a3ac504d3b8da48fb9ab352ae13"},
+    {file = "pynumaflow-0.7.2-py3-none-any.whl", hash = "sha256:b319b559bec87a5b1857c75376091ad1e9cf3b20886bd2af3119125ed67c6842"},
+    {file = "pynumaflow-0.7.2.tar.gz", hash = "sha256:19b47c49f180af48f027ea168712182ba8b0d72eddffc321ccf6d5e37d6c21ce"},
 ]
 
 [package.dependencies]
@@ -3943,6 +4003,8 @@ google-cloud = ">=0.34.0,<0.35.0"
 grpcio = ">=1.48.1,<2.0.0"
 grpcio-tools = ">=1.48.1,<2.0.0"
 protobuf = ">=3.20,<5.0"
+psutil = ">=5.9.8,<6.0.0"
+uvloop = ">=0.19.0,<0.20.0"
 
 [[package]]
 name = "pyparsing"
@@ -4042,13 +4104,13 @@ files = [
 
 [[package]]
 name = "pytorch-lightning"
-version = "2.2.4"
+version = "2.2.5"
 description = "PyTorch Lightning is the lightweight PyTorch wrapper for ML researchers. Scale your models. Write less boilerplate."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pytorch-lightning-2.2.4.tar.gz", hash = "sha256:525b04ebad9900c3e3c2a12b3b462fe4f61ebe11fdb694716c3209f05b9b0fa8"},
-    {file = "pytorch_lightning-2.2.4-py3-none-any.whl", hash = "sha256:fd91d47e983a2cd743c5c8c3c3795bbd0f3b69d24be2172a2f9012d930701ff2"},
+    {file = "pytorch-lightning-2.2.5.tar.gz", hash = "sha256:8d06d0166e2204f82864f5d2b53a367c2c375d9cd5a7f6174434b2dffeaef7e9"},
+    {file = "pytorch_lightning-2.2.5-py3-none-any.whl", hash = "sha256:67a7800863326914f68f6afd68f427855ef2315b4f00d554be8ea4c0f0557fd8"},
 ]
 
 [package.dependencies]
@@ -4324,13 +4386,13 @@ test = ["pytest (>=6,!=7.0.0,!=7.0.1)", "pytest-cov (>=3.0.0)", "pytest-qt"]
 
 [[package]]
 name = "redis"
-version = "5.0.4"
+version = "5.0.5"
 description = "Python client for Redis database and key-value store"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "redis-5.0.4-py3-none-any.whl", hash = "sha256:7adc2835c7a9b5033b7ad8f8918d09b7344188228809c98df07af226d39dec91"},
-    {file = "redis-5.0.4.tar.gz", hash = "sha256:ec31f2ed9675cc54c21ba854cfe0462e6faf1d83c8ce5944709db8a4700b9c61"},
+    {file = "redis-5.0.5-py3-none-any.whl", hash = "sha256:30b47d4ebb6b7a0b9b40c1275a19b87bb6f46b3bed82a89012cf56dea4024ada"},
+    {file = "redis-5.0.5.tar.gz", hash = "sha256:3417688621acf6ee368dec4a04dd95881be24efd34c79f00d31f62bb528800ae"},
 ]
 
 [package.dependencies]
@@ -4358,13 +4420,13 @@ rpds-py = ">=0.7.0"
 
 [[package]]
 name = "requests"
-version = "2.31.0"
+version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "requests-2.31.0-py3-none-any.whl", hash = "sha256:58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f"},
-    {file = "requests-2.31.0.tar.gz", hash = "sha256:942c5a758f98d790eaed1a29cb6eefc7ffb0d1cf7af05c3d2791656dbd6ad1e1"},
+    {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
+    {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
 ]
 
 [package.dependencies]
@@ -4379,13 +4441,13 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "responses"
-version = "0.25.0"
+version = "0.25.2"
 description = "A utility library for mocking out the `requests` Python library."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "responses-0.25.0-py3-none-any.whl", hash = "sha256:2f0b9c2b6437db4b528619a77e5d565e4ec2a9532162ac1a131a83529db7be1a"},
-    {file = "responses-0.25.0.tar.gz", hash = "sha256:01ae6a02b4f34e39bffceb0fc6786b67a25eae919c6368d05eabc8d9576c2a66"},
+    {file = "responses-0.25.2-py3-none-any.whl", hash = "sha256:b59707ea25de536d324670791ab073fafd41f3a351cec9c51cb6147089a9a30a"},
+    {file = "responses-0.25.2.tar.gz", hash = "sha256:77a61ad7e6016ed2ac00739b7efa5f35c42351d5b9b5d26bb1be87f197632487"},
 ]
 
 [package.dependencies]
@@ -4588,78 +4650,81 @@ crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
 
 [[package]]
 name = "scikit-learn"
-version = "1.4.2"
+version = "1.5.0"
 description = "A set of python modules for machine learning and data mining"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "scikit-learn-1.4.2.tar.gz", hash = "sha256:daa1c471d95bad080c6e44b4946c9390a4842adc3082572c20e4f8884e39e959"},
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 ]
 
 [package.dependencies]
@@ -4688,19 +4753,18 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "69.5.1"
+version = "70.0.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
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 python-versions = ">=3.8"
 files = [
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 [[package]]
 name = "six"
@@ -4793,34 +4857,34 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "structlog"
-version = "24.1.0"
+version = "24.2.0"
 description = "Structured Logging for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
-dev = ["structlog[tests,typing]"]
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 docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-mermaid", "sphinxext-opengraph", "twisted"]
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 typing = ["mypy (>=1.4)", "rich", "twisted"]
 
 [[package]]
 name = "sympy"
-version = "1.12"
+version = "1.12.1"
 description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-mpmath = ">=0.19"
+mpmath = ">=1.1.0,<1.4.0"
 
 [[package]]
 name = "tbb"
@@ -4898,31 +4962,31 @@ files = [
 
 [[package]]
 name = "torch"
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 python-versions = ">=3.8.0"
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 ]
 
 [package.dependencies]
@@ -4943,7 +5007,7 @@ nvidia-cusparse-cu12 = {version = "12.1.0.106", markers = "platform_system == \"
 nvidia-nccl-cu12 = {version = "2.20.5", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 nvidia-nvtx-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 sympy = "*"
-triton = {version = "2.3.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.12\""}
+triton = {version = "2.3.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.12\""}
 typing-extensions = ">=4.8.0"
 
 [package.extras]
@@ -4963,27 +5027,27 @@ files = [
 
 [[package]]
 name = "torchmetrics"
-version = "1.4.0"
+version = "1.4.0.post0"
 description = "PyTorch native Metrics"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 lightning-utilities = ">=0.8.0"
 numpy = ">1.20.0"
 packaging = ">17.1"
-pretty-errors = "1.2.25"
 torch = ">=1.10.0"
 
 [package.extras]
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 audio = ["pystoi (>=0.3.0)", "torchaudio (>=0.10.0)"]
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 [package.dependencies]
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 description = "Backported and Experimental Type Hints for Python 3.8+"
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 zstd = ["zstandard (>=0.18.0)"]
 
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 [package.dependencies]
@@ -5181,18 +5289,18 @@ files = [
 
 [[package]]
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+version = "24.6.0"
 description = "A library for working with the color formats defined by HTML and CSS."
 optional = false
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 [package.extras]
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-tests = ["pytest", "pytest-cov"]
+tests = ["coverage[toml]"]
 
 [[package]]
 name = "webencodings"
@@ -5240,13 +5348,92 @@ watchdog = ["watchdog (>=2.3)"]
 
 [[package]]
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 [[package]]
@@ -5365,18 +5552,18 @@ multidict = ">=4.0"
 
 [[package]]
 name = "zipp"
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 description = "Backport of pathlib-compatible object wrapper for zip files"
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 python-versions = ">=3.8"
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 [package.extras]
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-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [extras]
 druid = ["pydruid"]
@@ -5387,5 +5574,5 @@ redis = ["redis"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.9, <3.12"
-content-hash = "dda939314986db31121d74b38f9ebb0b73da1a66badb6177e692cf52065987b6"
+python-versions = ">=3.9, <3.13"
+content-hash = "6471efa7ff70a099ab40f9c5a4fb041c6f3e96be80d3a19cd5cf66836410edb3"
diff --git a/pyproject.toml b/pyproject.toml
index f9aa5fb0..ca4712e3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "numalogic"
-version = "0.10.2"
+version = "0.11.0"
 description = "Collection of operational Machine Learning models and tools."
 authors = ["Numalogic Developers"]
 packages = [{ include = "numalogic" }]
@@ -17,21 +17,22 @@ classifiers = [
     "Topic :: Scientific/Engineering :: Artificial Intelligence",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
-    "Programming Language :: Python :: 3.11"
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12"
 ]
 repository = "https://github.com/numaproj/numalogic"
 documentation = "https://numalogic.numaproj.io/"
 homepage = "https://numalogic.numaproj.io/"
 
 [tool.poetry.dependencies]
-python = ">=3.9, <3.12"
+python = ">=3.9, <3.13"
 numpy = "^1.26"
 pandas = { version = "^2.0", extras = ["performance"] }
 scikit-learn = "^1.3"
 omegaconf = "^2.3.0"
 cachetools = "^5.3.0"
 orjson = "^3.9"
-pynumaflow = "~0.6"
+pynumaflow = "~0.7.2"
 prometheus_client = "^0.18.0"
 structlog = "^24.1.0"
 
diff --git a/tests/udfs/test_factory.py b/tests/udfs/test_factory.py
index db22db53..9dcf44e5 100644
--- a/tests/udfs/test_factory.py
+++ b/tests/udfs/test_factory.py
@@ -32,14 +32,14 @@ def test_get_instance_02(self):
 class TestServerFactory(unittest.TestCase):
     def test_get_cls(self):
         server_cls = ServerFactory.get_server_cls("sync")
-        self.assertEqual(server_cls.__name__, "Mapper")
+        self.assertEqual(server_cls.__name__, "MapServer")
 
     def test_get_cls_err(self):
         with self.assertRaises(ValueError):
             ServerFactory.get_server_cls("some_server")
 
     def test_get_instance(self):
-        server = ServerFactory.get_server_instance("multiproc", handler=lambda x: x)
+        server = ServerFactory.get_server_instance("multiproc", mapper_instance=lambda x: x)
         self.assertIsInstance(server, ServerFactory.get_server_cls("multiproc"))
 
 
diff --git a/tests/udfs/test_main.py b/tests/udfs/test_main.py
index 2504f5b0..c7868412 100644
--- a/tests/udfs/test_main.py
+++ b/tests/udfs/test_main.py
@@ -2,7 +2,7 @@
 from unittest.mock import patch
 
 from omegaconf import OmegaConf
-from pynumaflow.mapper import Mapper, MultiProcMapper
+from pynumaflow.mapper import MapServer, MapMultiprocServer
 
 from numalogic._constants import TESTS_DIR
 from numalogic.tools.exceptions import ConfigNotFoundError
@@ -18,14 +18,14 @@ def test_init_server_01(self):
         from numalogic.udfs.__main__ import init_server
 
         server = init_server("preprocess", "sync")
-        self.assertIsInstance(server, Mapper)
+        self.assertIsInstance(server, MapServer)
 
     @patch.dict("os.environ", {"BASE_CONF_PATH": BASE_CONFIG_PATH, "REDIS_AUTH": REDIS_AUTH})
     def test_init_server_02(self):
         from numalogic.udfs.__main__ import init_server
 
         server = init_server("inference", "multiproc")
-        self.assertIsInstance(server, MultiProcMapper)
+        self.assertIsInstance(server, MapMultiprocServer)
 
     def test_conf_loader(self):
         from numalogic.udfs import load_pipeline_conf