diff --git a/packages/pynumaflow-lite/Makefile b/packages/pynumaflow-lite/Makefile
index 8f0f8c58..452300bf 100644
--- a/packages/pynumaflow-lite/Makefile
+++ b/packages/pynumaflow-lite/Makefile
@@ -43,11 +43,17 @@ test-rust:
 clean:
 	cargo clean
 
+py-fmt:
+	uv run black pynumaflow_lite/ tests/ manifests/
+
+py-lint: py-fmt
+	uv run ruff check --fix .
+
 fmt:
 	cargo fmt --all
 
 .PHONY: lint
-lint: test-fmt clippy
+lint: test-fmt clippy py-lint
 
 .PHONY: test-fmt
 test-fmt:
diff --git a/packages/pynumaflow-lite/manifests/accumulator/accumulator_stream_sorter.py b/packages/pynumaflow-lite/manifests/accumulator/accumulator_stream_sorter.py
index 85d25ae0..3fc8c573 100644
--- a/packages/pynumaflow-lite/manifests/accumulator/accumulator_stream_sorter.py
+++ b/packages/pynumaflow-lite/manifests/accumulator/accumulator_stream_sorter.py
@@ -4,11 +4,18 @@
 This accumulator buffers incoming data and sorts it by event time,
 flushing sorted data when the watermark advances.
 """
+
+import signal
 import asyncio
 from datetime import datetime
 from typing import AsyncIterator
 
-from pynumaflow_lite.accumulator import Datum, Message, AccumulatorAsyncServer, Accumulator
+from pynumaflow_lite.accumulator import (
+    Datum,
+    Message,
+    AccumulatorAsyncServer,
+    Accumulator,
+)
 
 
 class StreamSorter(Accumulator):
@@ -19,6 +26,7 @@ class StreamSorter(Accumulator):
 
     def __init__(self):
         from datetime import timezone
+
         # Initialize with a very old timestamp (timezone-aware)
         self.latest_wm = datetime.fromtimestamp(-1, tz=timezone.utc)
         self.sorted_buffer: list[Datum] = []
@@ -33,8 +41,10 @@ async def handler(self, datums: AsyncIterator[Datum]) -> AsyncIterator[Message]:
 
         async for datum in datums:
             datum_count += 1
-            print(f"Received datum #{datum_count}: event_time={datum.event_time}, "
-                  f"watermark={datum.watermark}, value={datum.value}")
+            print(
+                f"Received datum #{datum_count}: event_time={datum.event_time}, "
+                f"watermark={datum.watermark}, value={datum.value}"
+            )
 
             # If watermark has moved forward
             if datum.watermark and datum.watermark > self.latest_wm:
@@ -122,7 +132,7 @@ async def main():
 
 
 # Optional: ensure default signal handlers are in place so asyncio.run can handle them cleanly.
-import signal
+
 signal.signal(signal.SIGINT, signal.default_int_handler)
 try:
     signal.signal(signal.SIGTERM, signal.SIG_DFL)
diff --git a/packages/pynumaflow-lite/manifests/batchmap/batchmap_cat.py b/packages/pynumaflow-lite/manifests/batchmap/batchmap_cat.py
index cf0714cb..7c0cf088 100644
--- a/packages/pynumaflow-lite/manifests/batchmap/batchmap_cat.py
+++ b/packages/pynumaflow-lite/manifests/batchmap/batchmap_cat.py
@@ -8,7 +8,9 @@
 
 
 class SimpleBatchCat(batchmapper.BatchMapper):
-    async def handler(self, batch: AsyncIterable[batchmapper.Datum]) -> batchmapper.BatchResponses:
+    async def handler(
+        self, batch: AsyncIterable[batchmapper.Datum]
+    ) -> batchmapper.BatchResponses:
         responses = batchmapper.BatchResponses()
         async for d in batch:
             resp = batchmapper.BatchResponse(d.id)
@@ -29,7 +31,11 @@ async def handler(self, batch: AsyncIterable[batchmapper.Datum]) -> batchmapper.
     pass
 
 
-async def start(f: Callable[[AsyncIterable[batchmapper.Datum]], Awaitable[batchmapper.BatchResponses]]):
+async def start(
+    f: Callable[
+        [AsyncIterable[batchmapper.Datum]], Awaitable[batchmapper.BatchResponses]
+    ],
+):
     server = batchmapper.BatchMapAsyncServer()
 
     # Register loop-level signal handlers so we control shutdown and avoid asyncio.run
diff --git a/packages/pynumaflow-lite/manifests/map/map_cat.py b/packages/pynumaflow-lite/manifests/map/map_cat.py
index fe981d2f..ff819dbb 100644
--- a/packages/pynumaflow-lite/manifests/map/map_cat.py
+++ b/packages/pynumaflow-lite/manifests/map/map_cat.py
@@ -6,9 +6,7 @@
 
 
 class SimpleCat(mapper.Mapper):
-    async def handler(
-            self, keys: list[str], payload: mapper.Datum
-    ) -> mapper.Messages:
+    async def handler(self, keys: list[str], payload: mapper.Datum) -> mapper.Messages:
 
         messages = mapper.Messages()
 
diff --git a/packages/pynumaflow-lite/manifests/mapstream/mapstream_cat.py b/packages/pynumaflow-lite/manifests/mapstream/mapstream_cat.py
index 093fdfaf..2db6c3f4 100644
--- a/packages/pynumaflow-lite/manifests/mapstream/mapstream_cat.py
+++ b/packages/pynumaflow-lite/manifests/mapstream/mapstream_cat.py
@@ -8,7 +8,9 @@
 
 
 class SimpleStreamCat(mapstreamer.MapStreamer):
-    async def handler(self, keys: list[str], datum: mapstreamer.Datum) -> AsyncIterator[Message]:
+    async def handler(
+        self, keys: list[str], datum: mapstreamer.Datum
+    ) -> AsyncIterator[Message]:
         parts = datum.value.decode("utf-8").split(",")
         if not parts:
             yield Message.to_drop()
@@ -51,4 +53,3 @@ async def start(f: Callable[[list[str], mapstreamer.Datum], AsyncIterator[Messag
 if __name__ == "__main__":
     async_handler = SimpleStreamCat()
     asyncio.run(start(async_handler))
-
diff --git a/packages/pynumaflow-lite/manifests/reduce/reduce_counter_class.py b/packages/pynumaflow-lite/manifests/reduce/reduce_counter_class.py
index 7639167d..bac265ce 100644
--- a/packages/pynumaflow-lite/manifests/reduce/reduce_counter_class.py
+++ b/packages/pynumaflow-lite/manifests/reduce/reduce_counter_class.py
@@ -10,7 +10,10 @@ def __init__(self, initial: int = 0) -> None:
         self.counter = initial
 
     async def handler(
-        self, keys: list[str], datums: AsyncIterable[reducer.Datum], md: reducer.Metadata
+        self,
+        keys: list[str],
+        datums: AsyncIterable[reducer.Datum],
+        md: reducer.Metadata,
     ) -> reducer.Messages:
         iw = md.interval_window
         self.counter = 0
@@ -57,4 +60,3 @@ async def start(creator: type[reducer.Reducer], init_args: tuple):
 
 if __name__ == "__main__":
     asyncio.run(start(ReduceCounter, (0,)))
-
diff --git a/packages/pynumaflow-lite/manifests/reducestream/reducestream_counter.py b/packages/pynumaflow-lite/manifests/reducestream/reducestream_counter.py
index 3eff4ef4..c86ab921 100644
--- a/packages/pynumaflow-lite/manifests/reducestream/reducestream_counter.py
+++ b/packages/pynumaflow-lite/manifests/reducestream/reducestream_counter.py
@@ -7,6 +7,7 @@
 The counter increments for each datum and emits a message every 10 items,
 plus a final message at the end.
 """
+
 import asyncio
 import signal
 from collections.abc import AsyncIterable, AsyncIterator
@@ -17,12 +18,12 @@
 class ReduceCounter(reducestreamer.ReduceStreamer):
     """
     A reduce streaming counter that emits intermediate results.
-    
+
     This demonstrates the key difference from regular Reducer:
     - Regular Reducer: waits for all data, then returns Messages
     - ReduceStreamer: yields Message objects incrementally as an async iterator
     """
-    
+
     def __init__(self, initial: int = 0) -> None:
         self.counter = initial
 
@@ -34,21 +35,21 @@ async def handler(
     ) -> AsyncIterator[reducestreamer.Message]:
         """
         Process datums and yield messages incrementally.
-        
+
         Args:
             keys: List of keys for this window
             datums: Async iterable of incoming data
             md: Metadata containing window information
-            
+
         Yields:
             Message objects to send to the next vertex
         """
         iw = md.interval_window
         print(f"Handler started for keys={keys}, window=[{iw.start}, {iw.end}]")
-        
+
         async for _ in datums:
             self.counter += 1
-            
+
             # Emit intermediate result every 10 items
             if self.counter % 10 == 0:
                 msg = (
@@ -59,7 +60,7 @@ async def handler(
                 print(f"Yielding intermediate result: counter={self.counter}")
                 # Early release of data - this is the key feature of reduce streaming!
                 yield reducestreamer.Message(msg, keys=keys)
-        
+
         # Emit final result
         msg = (
             f"counter:{self.counter} (FINAL) "
@@ -105,4 +106,3 @@ async def start(creator: type, init_args: tuple):
 
 if __name__ == "__main__":
     asyncio.run(start(ReduceCounter, (0,)))
-
diff --git a/packages/pynumaflow-lite/manifests/session_reduce/session_reduce_counter_class.py b/packages/pynumaflow-lite/manifests/session_reduce/session_reduce_counter_class.py
index d43f8c41..051d8b04 100644
--- a/packages/pynumaflow-lite/manifests/session_reduce/session_reduce_counter_class.py
+++ b/packages/pynumaflow-lite/manifests/session_reduce/session_reduce_counter_class.py
@@ -25,7 +25,7 @@ def __init__(self, initial: int = 0) -> None:
         self.counter = initial
 
     async def session_reduce(
-            self, keys: list[str], datums: AsyncIterable[session_reducer.Datum]
+        self, keys: list[str], datums: AsyncIterable[session_reducer.Datum]
     ) -> AsyncIterator[session_reducer.Message]:
         """
         Count all incoming messages in this session and yield the count.
diff --git a/packages/pynumaflow-lite/manifests/sideinput/sideinput_example.py b/packages/pynumaflow-lite/manifests/sideinput/sideinput_example.py
index 781e997b..b1aaddec 100644
--- a/packages/pynumaflow-lite/manifests/sideinput/sideinput_example.py
+++ b/packages/pynumaflow-lite/manifests/sideinput/sideinput_example.py
@@ -6,6 +6,7 @@
 - If MAPPER is set to "true", runs as a Mapper that reads side input files
 - Otherwise, runs as a SideInput retriever that broadcasts values
 """
+
 import asyncio
 import os
 import signal
@@ -142,4 +143,3 @@ async def start_mapper():
     else:
         print("Starting as SideInput retriever...")
         asyncio.run(start_sideinput())
-
diff --git a/packages/pynumaflow-lite/manifests/sink/sink_log.py b/packages/pynumaflow-lite/manifests/sink/sink_log.py
index 87df5bab..0cf3f737 100644
--- a/packages/pynumaflow-lite/manifests/sink/sink_log.py
+++ b/packages/pynumaflow-lite/manifests/sink/sink_log.py
@@ -1,5 +1,4 @@
 import asyncio
-import collections
 import logging
 import signal
 from collections.abc import AsyncIterable, AsyncIterator
@@ -36,7 +35,9 @@ async def handler(self, datums: AsyncIterable[sinker.Datum]) -> sinker.Responses
     pass
 
 
-async def start(f: Callable[[AsyncIterator[sinker.Datum]], Awaitable[sinker.Responses]]):
+async def start(
+    f: Callable[[AsyncIterator[sinker.Datum]], Awaitable[sinker.Responses]],
+):
     server = sinker.SinkAsyncServer()
 
     # Register loop-level signal handlers so we control shutdown and avoid asyncio.run
@@ -61,4 +62,3 @@ async def start(f: Callable[[AsyncIterator[sinker.Datum]], Awaitable[sinker.Resp
 if __name__ == "__main__":
     async_handler = SimpleLogSink()
     asyncio.run(start(async_handler))
-
diff --git a/packages/pynumaflow-lite/manifests/source/simple_source.py b/packages/pynumaflow-lite/manifests/source/simple_source.py
index e7d501ba..06bf545b 100644
--- a/packages/pynumaflow-lite/manifests/source/simple_source.py
+++ b/packages/pynumaflow-lite/manifests/source/simple_source.py
@@ -22,11 +22,15 @@ def __init__(self):
         self.counter = 0
         self.partition_idx = 0
 
-    async def read_handler(self, datum: sourcer.ReadRequest) -> AsyncIterator[sourcer.Message]:
+    async def read_handler(
+        self, datum: sourcer.ReadRequest
+    ) -> AsyncIterator[sourcer.Message]:
         """
         The simple source generates messages with incrementing numbers.
         """
-        _LOGGER.info(f"Read request: num_records={datum.num_records}, timeout_ms={datum.timeout_ms}")
+        _LOGGER.info(
+            f"Read request: num_records={datum.num_records}, timeout_ms={datum.timeout_ms}"
+        )
 
         # Generate the requested number of messages
         for i in range(datum.num_records):
@@ -36,7 +40,7 @@ async def read_handler(self, datum: sourcer.ReadRequest) -> AsyncIterator[source
             # Create offset
             offset = sourcer.Offset(
                 offset=str(self.counter).encode("utf-8"),
-                partition_id=self.partition_idx
+                partition_id=self.partition_idx,
             )
 
             # Create message
@@ -45,7 +49,7 @@ async def read_handler(self, datum: sourcer.ReadRequest) -> AsyncIterator[source
                 offset=offset,
                 event_time=datetime.now(timezone.utc),
                 keys=["key1"],
-                headers={"source": "simple"}
+                headers={"source": "simple"},
             )
 
             _LOGGER.info(f"Generated message: {self.counter}")
@@ -62,7 +66,9 @@ async def ack_handler(self, request: sourcer.AckRequest) -> None:
         """
         _LOGGER.info(f"Acknowledging {len(request.offsets)} offsets")
         for offset in request.offsets:
-            _LOGGER.debug(f"Acked offset: {offset.offset.decode('utf-8')}, partition: {offset.partition_id}")
+            _LOGGER.debug(
+                f"Acked offset: {offset.offset.decode('utf-8')}, partition: {offset.partition_id}"
+            )
 
     async def nack_handler(self, request: sourcer.NackRequest) -> None:
         """
@@ -70,7 +76,9 @@ async def nack_handler(self, request: sourcer.NackRequest) -> None:
         """
         _LOGGER.info(f"Negatively acknowledging {len(request.offsets)} offsets")
         for offset in request.offsets:
-            _LOGGER.warning(f"Nacked offset: {offset.offset.decode('utf-8')}, partition: {offset.partition_id}")
+            _LOGGER.warning(
+                f"Nacked offset: {offset.offset.decode('utf-8')}, partition: {offset.partition_id}"
+            )
 
     async def pending_handler(self) -> sourcer.PendingResponse:
         """
diff --git a/packages/pynumaflow-lite/manifests/sourcetransform/sourcetransform_event_filter.py b/packages/pynumaflow-lite/manifests/sourcetransform/sourcetransform_event_filter.py
index f43310ec..cfe5f91b 100644
--- a/packages/pynumaflow-lite/manifests/sourcetransform/sourcetransform_event_filter.py
+++ b/packages/pynumaflow-lite/manifests/sourcetransform/sourcetransform_event_filter.py
@@ -13,14 +13,14 @@
 class EventFilter(sourcetransformer.SourceTransformer):
     """
     A source transformer that filters and routes messages based on event time.
-    
+
     - Messages before 2022 are dropped
     - Messages within 2022 are tagged with "within_year_2022"
     - Messages after 2022 are tagged with "after_year_2022"
     """
-    
+
     async def handler(
-            self, keys: list[str], datum: sourcetransformer.Datum
+        self, keys: list[str], datum: sourcetransformer.Datum
     ) -> sourcetransformer.Messages:
         val = datum.value
         event_time = datum.event_time
@@ -30,23 +30,27 @@ async def handler(
             print(f"Got event time: {event_time}, it is before 2022, so dropping")
             messages.append(sourcetransformer.Message.message_to_drop(event_time))
         elif event_time < january_first_2023:
-            print(f"Got event time: {event_time}, it is within year 2022, so forwarding to within_year_2022")
+            print(
+                f"Got event time: {event_time}, it is within year 2022, so forwarding to within_year_2022"
+            )
             messages.append(
                 sourcetransformer.Message(
                     value=val,
                     event_time=january_first_2022,
                     keys=keys,
-                    tags=["within_year_2022"]
+                    tags=["within_year_2022"],
                 )
             )
         else:
-            print(f"Got event time: {event_time}, it is after year 2022, so forwarding to after_year_2022")
+            print(
+                f"Got event time: {event_time}, it is after year 2022, so forwarding to after_year_2022"
+            )
             messages.append(
                 sourcetransformer.Message(
                     value=val,
                     event_time=january_first_2023,
                     keys=keys,
-                    tags=["after_year_2022"]
+                    tags=["after_year_2022"],
                 )
             )
 
@@ -61,7 +65,9 @@ async def handler(
     pass
 
 
-async def start(f: Callable[[list[str], sourcetransformer.Datum], sourcetransformer.Messages]):
+async def start(
+    f: Callable[[list[str], sourcetransformer.Datum], sourcetransformer.Messages],
+):
     server = sourcetransformer.SourceTransformAsyncServer()
 
     # Register loop-level signal handlers so we control shutdown and avoid asyncio.run
@@ -92,4 +98,3 @@ async def start(f: Callable[[list[str], sourcetransformer.Datum], sourcetransfor
 if __name__ == "__main__":
     async_handler = EventFilter()
     asyncio.run(start(async_handler))
-
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/__init__.py b/packages/pynumaflow-lite/pynumaflow_lite/__init__.py
index 477e7b72..7b468e6d 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/__init__.py
+++ b/packages/pynumaflow-lite/pynumaflow_lite/__init__.py
@@ -1,4 +1,5 @@
-from .pynumaflow_lite import *
+from . import pynumaflow_lite  # type: ignore[attr-defined]  # Rust extension, resolved at runtime
+from .pynumaflow_lite import *  # noqa: F403  # Rust extension; exports resolved at runtime
 
 # Ensure the `mapper`, `batchmapper`, and `mapstreamer` submodules are importable as attributes of the package
 # even though they're primarily registered by the extension module.
@@ -139,8 +140,19 @@
         pass
 
 # Public API
-__all__ = ["mapper", "batchmapper", "mapstreamer", "reducer", "session_reducer", "reducestreamer", "accumulator",
-           "sinker", "sourcer", "sourcetransformer", "sideinputer"]
+__all__ = [
+    "mapper",
+    "batchmapper",
+    "mapstreamer",
+    "reducer",
+    "session_reducer",
+    "reducestreamer",
+    "accumulator",
+    "sinker",
+    "sourcer",
+    "sourcetransformer",
+    "sideinputer",
+]
 
 __doc__ = pynumaflow_lite.__doc__
 if hasattr(pynumaflow_lite, "__all__"):
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/__init__.pyi b/packages/pynumaflow-lite/pynumaflow_lite/__init__.pyi
index 30d3d3f2..bfe3c0dc 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/__init__.pyi
+++ b/packages/pynumaflow-lite/pynumaflow_lite/__init__.pyi
@@ -1,7 +1,5 @@
 import _typeshed
 
-def __getattr__(name: str) -> _typeshed.Incomplete: ...
-
 from . import mapper as mapper
 from . import batchmapper as batchmapper
 from . import mapstreamer as mapstreamer
@@ -13,4 +11,17 @@ from . import sourcer as sourcer
 from . import sourcetransformer as sourcetransformer
 from . import sideinputer as sideinputer
 
-__all__ = ['mapper', 'batchmapper', 'mapstreamer', 'reducer', 'session_reducer', 'accumulator', 'sinker', 'sourcer', 'sourcetransformer', 'sideinputer']
+def __getattr__(name: str) -> _typeshed.Incomplete: ...
+
+__all__ = [
+    "mapper",
+    "batchmapper",
+    "mapstreamer",
+    "reducer",
+    "session_reducer",
+    "accumulator",
+    "sinker",
+    "sourcer",
+    "sourcetransformer",
+    "sideinputer",
+]
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/_accumulator_dtypes.py b/packages/pynumaflow-lite/pynumaflow_lite/_accumulator_dtypes.py
index a6250647..cdc260d4 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/_accumulator_dtypes.py
+++ b/packages/pynumaflow-lite/pynumaflow_lite/_accumulator_dtypes.py
@@ -31,4 +31,3 @@ async def handler(self, datums: AsyncIterator[Datum]) -> AsyncIterator[Message]:
             Message objects to be sent to the next vertex
         """
         pass
-
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/_mapstream_dtypes.py b/packages/pynumaflow-lite/pynumaflow_lite/_mapstream_dtypes.py
index bc4608ec..1b18ef22 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/_mapstream_dtypes.py
+++ b/packages/pynumaflow-lite/pynumaflow_lite/_mapstream_dtypes.py
@@ -19,4 +19,3 @@ async def handler(self, keys: list[str], datum: Datum) -> AsyncIterator[Message]
         It should be an async generator yielding Message objects.
         """
         pass
-
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/_reduce_dtypes.py b/packages/pynumaflow-lite/pynumaflow_lite/_reduce_dtypes.py
index cef2537b..b63f337d 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/_reduce_dtypes.py
+++ b/packages/pynumaflow-lite/pynumaflow_lite/_reduce_dtypes.py
@@ -12,9 +12,10 @@ def __call__(self, *args, **kwargs):
         return self.handler(*args, **kwargs)
 
     @abstractmethod
-    async def handler(self, keys: list[str], datums: AsyncIterable[Datum], md: Metadata) -> Messages:
+    async def handler(
+        self, keys: list[str], datums: AsyncIterable[Datum], md: Metadata
+    ) -> Messages:
         """
         Implement this handler; consume `datums` async iterable and return Messages.
         """
         pass
-
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/_reducestreamer_dtypes.py b/packages/pynumaflow-lite/pynumaflow_lite/_reducestreamer_dtypes.py
index ef84aebd..e2d12b97 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/_reducestreamer_dtypes.py
+++ b/packages/pynumaflow-lite/pynumaflow_lite/_reducestreamer_dtypes.py
@@ -6,7 +6,7 @@
 class ReduceStreamer(metaclass=ABCMeta):
     """
     Interface for reduce streaming handlers. A new instance will be created per window.
-    
+
     Unlike regular Reducer which returns all messages at once, ReduceStreamer
     allows you to yield messages incrementally as an async iterator.
     """
@@ -16,21 +16,17 @@ def __call__(self, *args, **kwargs):
 
     @abstractmethod
     async def handler(
-        self, 
-        keys: list[str], 
-        datums: AsyncIterable[Datum], 
-        md: Metadata
+        self, keys: list[str], datums: AsyncIterable[Datum], md: Metadata
     ) -> AsyncIterator[Message]:
         """
         Implement this handler; consume `datums` async iterable and yield Messages incrementally.
-        
+
         Args:
             keys: List of keys for this window
             datums: An async iterator of Datum objects
             md: Metadata containing window information
-            
+
         Yields:
             Message objects to be sent to the next vertex
         """
         pass
-
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/_session_reduce_dtypes.py b/packages/pynumaflow-lite/pynumaflow_lite/_session_reduce_dtypes.py
index 440ccc33..a96a072f 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/_session_reduce_dtypes.py
+++ b/packages/pynumaflow-lite/pynumaflow_lite/_session_reduce_dtypes.py
@@ -11,7 +11,7 @@ class SessionReducer(metaclass=ABCMeta):
 
     @abstractmethod
     async def session_reduce(
-            self, keys: list[str], datums: AsyncIterator[Datum]
+        self, keys: list[str], datums: AsyncIterator[Datum]
     ) -> AsyncIterator[Message]:
         """
         Implement this handler; consume `datums` async iterable and yield Messages.
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/_sideinput_dtypes.py b/packages/pynumaflow-lite/pynumaflow_lite/_sideinput_dtypes.py
index 4400956d..09a72ebd 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/_sideinput_dtypes.py
+++ b/packages/pynumaflow-lite/pynumaflow_lite/_sideinput_dtypes.py
@@ -30,4 +30,3 @@ async def retrieve_handler(self) -> Response:
                      or Response.no_broadcast_message() to skip broadcasting.
         """
         pass
-
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/_sink_dtypes.py b/packages/pynumaflow-lite/pynumaflow_lite/_sink_dtypes.py
index 479ad60b..a9b298a5 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/_sink_dtypes.py
+++ b/packages/pynumaflow-lite/pynumaflow_lite/_sink_dtypes.py
@@ -18,4 +18,3 @@ async def handler(self, datums: AsyncIterable[Datum]) -> Responses:
         Process the stream of datums and return responses.
         """
         pass
-
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/_source_dtypes.py b/packages/pynumaflow-lite/pynumaflow_lite/_source_dtypes.py
index 1ab72137..00ddf00a 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/_source_dtypes.py
+++ b/packages/pynumaflow-lite/pynumaflow_lite/_source_dtypes.py
@@ -2,7 +2,6 @@
 from collections.abc import AsyncIterator
 from pynumaflow_lite.sourcer import (
     Message,
-    Offset,
     ReadRequest,
     AckRequest,
     NackRequest,
@@ -14,13 +13,13 @@
 class Sourcer(metaclass=ABCMeta):
     """
     Provides an interface to write a User Defined Source.
-    
+
     A Sourcer must implement the following handlers:
     - read_handler: Read messages from the source
     - ack_handler: Acknowledge processed messages
     - pending_handler: Return the number of pending messages
     - partitions_handler: Return the partitions this source handles
-    
+
     Optionally, you can implement:
     - nack_handler: Negatively acknowledge messages (default: no-op)
     """
@@ -36,13 +35,13 @@ class instance is sent as a callable.
     async def read_handler(self, request: ReadRequest) -> AsyncIterator[Message]:
         """
         Read messages from the source.
-        
+
         Args:
             request: ReadRequest containing num_records and timeout
-            
+
         Yields:
             Message: Messages to be sent to the next vertex
-            
+
         Example:
             async def read_handler(self, request: ReadRequest) -> AsyncIterator[Message]:
                 for i in range(request.num_records):
@@ -60,10 +59,10 @@ async def read_handler(self, request: ReadRequest) -> AsyncIterator[Message]:
     async def ack_handler(self, request: AckRequest) -> None:
         """
         Acknowledge that messages have been processed.
-        
+
         Args:
             request: AckRequest containing the list of offsets to acknowledge
-            
+
         Example:
             async def ack_handler(self, request: AckRequest) -> None:
                 for offset in request.offsets:
@@ -76,11 +75,11 @@ async def ack_handler(self, request: AckRequest) -> None:
     async def pending_handler(self) -> PendingResponse:
         """
         Return the number of pending messages yet to be processed.
-        
+
         Returns:
             PendingResponse: Response containing the count of pending messages.
                             Return count=-1 if the source doesn't support detecting backlog.
-            
+
         Example:
             async def pending_handler(self) -> PendingResponse:
                 return PendingResponse(count=len(self.pending_offsets))
@@ -91,14 +90,14 @@ async def pending_handler(self) -> PendingResponse:
     async def partitions_handler(self) -> PartitionsResponse:
         """
         Return the partitions associated with this source.
-        
+
         This is used by the platform to determine the partitions to which
         the watermark should be published. If your source doesn't have the
         concept of partitions, return the replica ID.
-        
+
         Returns:
             PartitionsResponse: Response containing the list of partition IDs
-            
+
         Example:
             async def partitions_handler(self) -> PartitionsResponse:
                 return PartitionsResponse(partitions=[self.partition_id])
@@ -108,13 +107,13 @@ async def partitions_handler(self) -> PartitionsResponse:
     async def nack_handler(self, request: NackRequest) -> None:
         """
         Negatively acknowledge messages (optional).
-        
+
         This is called when messages could not be processed and should be
         retried or handled differently. Default implementation is a no-op.
-        
+
         Args:
             request: NackRequest containing the list of offsets to nack
-            
+
         Example:
             async def nack_handler(self, request: NackRequest) -> None:
                 for offset in request.offsets:
@@ -122,4 +121,3 @@ async def nack_handler(self, request: NackRequest) -> None:
                     self.nacked_offsets.add(offset.offset)
         """
         pass
-
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/_sourcetransformer_dtypes.py b/packages/pynumaflow-lite/pynumaflow_lite/_sourcetransformer_dtypes.py
index 0727b3b3..971d3e67 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/_sourcetransformer_dtypes.py
+++ b/packages/pynumaflow-lite/pynumaflow_lite/_sourcetransformer_dtypes.py
@@ -6,7 +6,7 @@ class SourceTransformer(metaclass=ABCMeta):
     """
     Provides an interface to write a SourceTransformer
     which will be exposed over a gRPC server.
-    
+
     A SourceTransformer is used for transforming and assigning event time
     to input messages from a source.
     """
@@ -22,14 +22,13 @@ class instance is sent as a callable.
     async def handler(self, keys: list[str], datum: Datum) -> Messages:
         """
         Implement this handler function which implements the SourceTransformer interface.
-        
+
         Args:
             keys: The keys associated with the message.
             datum: The input datum containing value, event_time, watermark, and headers.
-            
+
         Returns:
             Messages: A collection of transformed messages with potentially modified
                      event times and tags for conditional forwarding.
         """
         pass
-
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/accumulator.pyi b/packages/pynumaflow-lite/pynumaflow_lite/accumulator.pyi
index 32db03b6..2e818ca1 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/accumulator.pyi
+++ b/packages/pynumaflow-lite/pynumaflow_lite/accumulator.pyi
@@ -1,5 +1,5 @@
 from datetime import datetime
-from typing import AsyncIterator, Optional, Callable, Awaitable
+from typing import AsyncIterator, Optional, Callable
 from collections.abc import AsyncIterable
 
 class Message:
@@ -31,6 +31,7 @@ class Message:
         Drop a Message, do not forward to the next vertex.
         """
         ...
+
     @staticmethod
     def from_datum(
         datum: Datum,
@@ -75,7 +76,11 @@ class AccumulatorAsyncServer:
         info_file: str | None = "/var/run/numaflow/accumulator-server-info",
     ) -> None: ...
     async def start(
-        self, py_creator: type[Accumulator] | Callable[[AsyncIterable[Datum]], AsyncIterator[Message]], init_args: tuple | None = None
+        self,
+        py_creator: (
+            type[Accumulator] | Callable[[AsyncIterable[Datum]], AsyncIterator[Message]]
+        ),
+        init_args: tuple | None = None,
     ) -> None:
         """
         Start the server with the given Python class (creator) or function.
@@ -85,6 +90,7 @@ class AccumulatorAsyncServer:
             init_args: Optional tuple of positional arguments for class instantiation
         """
         ...
+
     def stop(self) -> None:
         """
         Trigger server shutdown from Python (idempotent).
@@ -116,4 +122,3 @@ class Accumulator:
             Message objects to be sent to the next vertex
         """
         ...
-
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/batchmapper.pyi b/packages/pynumaflow-lite/pynumaflow_lite/batchmapper.pyi
index 56f572f2..d1e0903e 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/batchmapper.pyi
+++ b/packages/pynumaflow-lite/pynumaflow_lite/batchmapper.pyi
@@ -1,25 +1,22 @@
 from __future__ import annotations
 
-from typing import Optional, List, Dict, Callable, Awaitable, Any, AsyncIterator
+from typing import Optional, List, Dict, Callable, Awaitable, AsyncIterator
 import datetime as _dt
 
-
 class Message:
     keys: Optional[List[str]]
     value: bytes
     tags: Optional[List[str]]
 
     def __init__(
-            self,
-            value: bytes,
-            keys: Optional[List[str]] = ...,
-            tags: Optional[List[str]] = ...,
+        self,
+        value: bytes,
+        keys: Optional[List[str]] = ...,
+        tags: Optional[List[str]] = ...,
     ) -> None: ...
-
     @staticmethod
     def message_to_drop() -> Message: ...
 
-
 class Datum:
     keys: List[str]
     value: bytes
@@ -29,43 +26,34 @@ class Datum:
     headers: Dict[str, str]
 
     def __repr__(self) -> str: ...
-
     def __str__(self) -> str: ...
 
-
 class BatchResponse:
     id: str
 
     def __init__(self, id: str) -> None: ...
-
     @staticmethod
     def from_id(id: str) -> BatchResponse: ...
-
     def append(self, message: Message) -> None: ...
 
-
 class BatchResponses:
     def __init__(self) -> None: ...
-
     def append(self, response: BatchResponse) -> None: ...
 
-
 class BatchMapAsyncServer:
     def __init__(
-            self,
-            sock_file: str | None = ...,
-            info_file: str | None = ...,
+        self,
+        sock_file: str | None = ...,
+        info_file: str | None = ...,
     ) -> None: ...
-
-    def start(self, py_func: Callable[[AsyncIterator[Datum]], Awaitable[BatchResponses]]) -> Awaitable[None]: ...
-
+    def start(
+        self, py_func: Callable[[AsyncIterator[Datum]], Awaitable[BatchResponses]]
+    ) -> Awaitable[None]: ...
     def stop(self) -> None: ...
 
-
 class BatchMapper:
     async def handler(self, batch: AsyncIterator[Datum]) -> BatchResponses: ...
 
-
 __all__ = [
     "Message",
     "Datum",
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/mapper.pyi b/packages/pynumaflow-lite/pynumaflow_lite/mapper.pyi
index ba127e8f..865d9e09 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/mapper.pyi
+++ b/packages/pynumaflow-lite/pynumaflow_lite/mapper.pyi
@@ -1,17 +1,15 @@
 from __future__ import annotations
 
-from typing import Optional, List, Dict, Callable, Awaitable, Any
+from typing import Optional, List, Dict, Callable, Awaitable
 import datetime as _dt
 
 # Re-export the Python ABC for user convenience and typing
 from ._map_dtypes import Mapper as Mapper
 
-
 class SystemMetadata:
     """System-generated metadata groups per message (read-only)."""
 
     def __init__(self) -> None: ...
-
     def groups(self) -> List[str]:
         """Returns the groups of the system metadata."""
         ...
@@ -26,12 +24,10 @@ class SystemMetadata:
 
     def __repr__(self) -> str: ...
 
-
 class UserMetadata:
     """User-defined metadata groups per message (read-write)."""
 
     def __init__(self) -> None: ...
-
     def groups(self) -> List[str]:
         """Returns the groups of the user metadata."""
         ...
@@ -62,17 +58,12 @@ class UserMetadata:
 
     def __repr__(self) -> str: ...
 
-
 class Messages:
     def __init__(self) -> None: ...
-
     def append(self, message: Message) -> None: ...
-
     def __repr__(self) -> str: ...
-
     def __str__(self) -> str: ...
 
-
 class Message:
     keys: Optional[List[str]]
     value: bytes
@@ -80,17 +71,15 @@ class Message:
     user_metadata: Optional[UserMetadata]
 
     def __init__(
-            self,
-            value: bytes,
-            keys: Optional[List[str]] = ...,
-            tags: Optional[List[str]] = ...,
-            user_metadata: Optional[UserMetadata] = ...,
+        self,
+        value: bytes,
+        keys: Optional[List[str]] = ...,
+        tags: Optional[List[str]] = ...,
+        user_metadata: Optional[UserMetadata] = ...,
     ) -> None: ...
-
     @staticmethod
     def message_to_drop() -> Message: ...
 
-
 class Datum:
     # Read-only attributes provided by the extension
     keys: List[str]
@@ -102,25 +91,21 @@ class Datum:
     system_metadata: SystemMetadata
 
     def __repr__(self) -> str: ...
-
     def __str__(self) -> str: ...
 
-
 class MapAsyncServer:
     def __init__(
-            self,
-            sock_file: str | None = ...,
-            info_file: str | None = ...,
+        self,
+        sock_file: str | None = ...,
+        info_file: str | None = ...,
     ) -> None: ...
-
-    def start(self, py_func: Callable[[list[str], Datum], Awaitable[Messages]]) -> Awaitable[None]: ...
-
+    def start(
+        self, py_func: Callable[[list[str], Datum], Awaitable[Messages]]
+    ) -> Awaitable[None]: ...
     def stop(self) -> None: ...
 
-
 # Simple utility function exposed by the extension
 
-
 __all__ = [
     "SystemMetadata",
     "UserMetadata",
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/mapstreamer.pyi b/packages/pynumaflow-lite/pynumaflow_lite/mapstreamer.pyi
index 48244004..00e50c90 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/mapstreamer.pyi
+++ b/packages/pynumaflow-lite/pynumaflow_lite/mapstreamer.pyi
@@ -3,29 +3,22 @@ from __future__ import annotations
 from typing import Optional, List, Dict, Callable, Awaitable, AsyncIterator
 import datetime as _dt
 
-# Re-export the Python ABC for user convenience and typing
-from ._stream_dtypes import MapStreamer as MapStreamer
-
-
 class Message:
     keys: Optional[List[str]]
     value: bytes
     tags: Optional[List[str]]
 
     def __init__(
-            self,
-            value: bytes,
-            keys: Optional[List[str]] = ...,
-            tags: Optional[List[str]] = ...,
+        self,
+        value: bytes,
+        keys: Optional[List[str]] = ...,
+        tags: Optional[List[str]] = ...,
     ) -> None: ...
-
     @staticmethod
     def message_to_drop() -> Message: ...
-
     @staticmethod
     def to_drop() -> Message: ...
 
-
 class Datum:
     keys: List[str]
     value: bytes
@@ -34,25 +27,23 @@ class Datum:
     headers: Dict[str, str]
 
     def __repr__(self) -> str: ...
-
     def __str__(self) -> str: ...
 
-
 class MapStreamAsyncServer:
     def __init__(
-            self,
-            sock_file: str | None = ...,
-            info_file: str | None = ...,
+        self,
+        sock_file: str | None = ...,
+        info_file: str | None = ...,
     ) -> None: ...
-
-    def start(self, py_func: Callable[[list[str], Datum], AsyncIterator[Message]]) -> Awaitable[None]: ...
-
+    def start(
+        self, py_func: Callable[[list[str], Datum], AsyncIterator[Message]]
+    ) -> Awaitable[None]: ...
     def stop(self) -> None: ...
 
-
 class MapStreamer:
-    async def handler(self, keys: list[str], datum: Datum) -> AsyncIterator[Message]: ...
-
+    async def handler(
+        self, keys: list[str], datum: Datum
+    ) -> AsyncIterator[Message]: ...
 
 __all__ = [
     "Message",
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/reducer.pyi b/packages/pynumaflow-lite/pynumaflow_lite/reducer.pyi
index 66a087fb..6f31c43b 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/reducer.pyi
+++ b/packages/pynumaflow-lite/pynumaflow_lite/reducer.pyi
@@ -7,36 +7,28 @@ from collections.abc import AsyncIterable
 # Re-export the Python ABC for user convenience and typing
 from ._reduce_dtypes import Reducer as Reducer
 
-
 class Message:
     keys: Optional[List[str]]
     value: bytes
     tags: Optional[List[str]]
 
     def __init__(
-            self,
-            value: bytes,
-            keys: Optional[List[str]] = ...,
-            tags: Optional[List[str]] = ...,
+        self,
+        value: bytes,
+        keys: Optional[List[str]] = ...,
+        tags: Optional[List[str]] = ...,
     ) -> None: ...
-
     @staticmethod
     def message_to_drop() -> Message: ...
-
     @staticmethod
     def to_drop() -> Message: ...
 
-
 class Messages:
     def __init__(self) -> None: ...
-
     def append(self, message: Message) -> None: ...
-
     def __repr__(self) -> str: ...
-
     def __str__(self) -> str: ...
 
-
 class Datum:
     keys: List[str]
     value: bytes
@@ -45,35 +37,31 @@ class Datum:
     headers: Dict[str, str]
 
     def __repr__(self) -> str: ...
-
     def __str__(self) -> str: ...
 
-
 class IntervalWindow:
     start: _dt.datetime
     end: _dt.datetime
 
-
 class Metadata:
     interval_window: IntervalWindow
 
-
 class ReduceAsyncServer:
     def __init__(
-            self,
-            sock_file: str | None = ...,
-            info_file: str | None = ...,
+        self,
+        sock_file: str | None = ...,
+        info_file: str | None = ...,
     ) -> None: ...
-
     def start(
         self,
-        py_creator: type[Reducer] | Callable[[list[str], AsyncIterable[Datum], Metadata], Awaitable[Messages]],
+        py_creator: (
+            type[Reducer]
+            | Callable[[list[str], AsyncIterable[Datum], Metadata], Awaitable[Messages]]
+        ),
         init_args: tuple | None = ...,
     ) -> Awaitable[None]: ...
-
     def stop(self) -> None: ...
 
-
 __all__ = [
     "Message",
     "Messages",
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/reducestreamer.pyi b/packages/pynumaflow-lite/pynumaflow_lite/reducestreamer.pyi
index b6176bdd..782716d2 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/reducestreamer.pyi
+++ b/packages/pynumaflow-lite/pynumaflow_lite/reducestreamer.pyi
@@ -7,23 +7,20 @@ from collections.abc import AsyncIterable
 # Re-export the Python ABC for user convenience and typing
 from ._reducestreamer_dtypes import ReduceStreamer as ReduceStreamer
 
-
 class Message:
     keys: Optional[List[str]]
     value: bytes
     tags: Optional[List[str]]
 
     def __init__(
-            self,
-            value: bytes,
-            keys: Optional[List[str]] = ...,
-            tags: Optional[List[str]] = ...,
+        self,
+        value: bytes,
+        keys: Optional[List[str]] = ...,
+        tags: Optional[List[str]] = ...,
     ) -> None: ...
-
     @staticmethod
     def message_to_drop() -> Message: ...
 
-
 class Datum:
     keys: List[str]
     value: bytes
@@ -32,19 +29,15 @@ class Datum:
     headers: Dict[str, str]
 
     def __repr__(self) -> str: ...
-
     def __str__(self) -> str: ...
 
-
 class IntervalWindow:
     start: _dt.datetime
     end: _dt.datetime
 
-
 class Metadata:
     interval_window: IntervalWindow
 
-
 class PyAsyncDatumStream:
     """
     Python-visible async iterator that yields Datum items from a Tokio mpsc channel.
@@ -54,19 +47,24 @@ class PyAsyncDatumStream:
     def __aiter__(self) -> PyAsyncDatumStream: ...
     def __anext__(self) -> Datum: ...
 
-
 class ReduceStreamAsyncServer:
     def __init__(
-            self,
-            sock_file: str = ...,
-            info_file: str = ...,
+        self,
+        sock_file: str = ...,
+        info_file: str = ...,
     ) -> None: ...
-
-    def start(self, py_creator: type[ReduceStreamer] | Callable[[list[str], AsyncIterable[Datum], Metadata], AsyncIterator[Message]], init_args: tuple | None = ...) -> Awaitable[None]: ...
-
+    def start(
+        self,
+        py_creator: (
+            type[ReduceStreamer]
+            | Callable[
+                [list[str], AsyncIterable[Datum], Metadata], AsyncIterator[Message]
+            ]
+        ),
+        init_args: tuple | None = ...,
+    ) -> Awaitable[None]: ...
     def stop(self) -> None: ...
 
-
 __all__ = [
     "Message",
     "Datum",
@@ -76,4 +74,3 @@ __all__ = [
     "ReduceStreamAsyncServer",
     "ReduceStreamer",
 ]
-
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/session_reducer.pyi b/packages/pynumaflow-lite/pynumaflow_lite/session_reducer.pyi
index 7cf9df5b..198dfd7e 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/session_reducer.pyi
+++ b/packages/pynumaflow-lite/pynumaflow_lite/session_reducer.pyi
@@ -6,23 +6,20 @@ from typing import Optional, List, Dict, Awaitable
 # Re-export the Python ABC for user convenience and typing
 from ._session_reduce_dtypes import SessionReducer as SessionReducer
 
-
 class Message:
     keys: Optional[List[str]]
     value: bytes
     tags: Optional[List[str]]
 
     def __init__(
-            self,
-            value: bytes,
-            keys: Optional[List[str]] = ...,
-            tags: Optional[List[str]] = ...,
+        self,
+        value: bytes,
+        keys: Optional[List[str]] = ...,
+        tags: Optional[List[str]] = ...,
     ) -> None: ...
-
     @staticmethod
     def message_to_drop() -> Message: ...
 
-
 class Datum:
     keys: List[str]
     value: bytes
@@ -31,26 +28,22 @@ class Datum:
     headers: Dict[str, str]
 
     def __repr__(self) -> str: ...
-
     def __str__(self) -> str: ...
 
-
 class SessionReduceAsyncServer:
     def __init__(
-            self,
-            sock_file: str | None = ...,
-            info_file: str | None = ...,
+        self,
+        sock_file: str | None = ...,
+        info_file: str | None = ...,
     ) -> None: ...
-
-    def start(self, py_creator: type[SessionReducer], init_args: tuple | None = ...) -> Awaitable[None]: ...
-
+    def start(
+        self, py_creator: type[SessionReducer], init_args: tuple | None = ...
+    ) -> Awaitable[None]: ...
     def stop(self) -> None: ...
 
-
 __all__ = [
     "Message",
     "Datum",
     "SessionReduceAsyncServer",
     "SessionReducer",
 ]
-
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/sideinputer.pyi b/packages/pynumaflow-lite/pynumaflow_lite/sideinputer.pyi
index 475b6d1c..db7936fb 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/sideinputer.pyi
+++ b/packages/pynumaflow-lite/pynumaflow_lite/sideinputer.pyi
@@ -1,14 +1,13 @@
 from __future__ import annotations
 
-from typing import Callable, Awaitable, Any
+from typing import Awaitable
 
 # Re-export the Python ABC for user convenience and typing
 from ._sideinput_dtypes import SideInput as SideInput
 
-
 class Response:
     """Response from the side input retrieve handler."""
-    
+
     value: bytes
     broadcast: bool
 
@@ -23,24 +22,19 @@ class Response:
         ...
 
     def __repr__(self) -> str: ...
-
     def __str__(self) -> str: ...
 
-
 class SideInputAsyncServer:
     """Async SideInput Server that can be started from Python."""
-    
+
     def __init__(
-            self,
-            sock_file: str | None = ...,
-            info_file: str | None = ...,
+        self,
+        sock_file: str | None = ...,
+        info_file: str | None = ...,
     ) -> None: ...
-
     def start(self, py_sideinput: SideInput) -> Awaitable[None]: ...
-
     def stop(self) -> None: ...
 
-
 DIR_PATH: str
 """Default directory path where side input files are stored."""
 
@@ -50,4 +44,3 @@ __all__ = [
     "SideInput",
     "DIR_PATH",
 ]
-
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/sinker.pyi b/packages/pynumaflow-lite/pynumaflow_lite/sinker.pyi
index 753fe963..4b432f1b 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/sinker.pyi
+++ b/packages/pynumaflow-lite/pynumaflow_lite/sinker.pyi
@@ -1,14 +1,12 @@
 from __future__ import annotations
 
-from typing import Optional, List, Dict, Callable, Awaitable, Any, AsyncIterator
+from typing import Optional, List, Dict, Callable, Awaitable, AsyncIterator
 import datetime as _dt
 
-
 class SystemMetadata:
     """System-generated metadata groups per message (read-only for sink)."""
 
     def __init__(self) -> None: ...
-
     def groups(self) -> List[str]:
         """Returns the groups of the system metadata."""
         ...
@@ -23,12 +21,10 @@ class SystemMetadata:
 
     def __repr__(self) -> str: ...
 
-
 class UserMetadata:
     """User-defined metadata groups per message (read-only for sink)."""
 
     def __init__(self) -> None: ...
-
     def groups(self) -> List[str]:
         """Returns the groups of the user metadata."""
         ...
@@ -43,54 +39,43 @@ class UserMetadata:
 
     def __repr__(self) -> str: ...
 
-
 class KeyValueGroup:
     key_value: Dict[str, bytes]
 
     def __init__(self, key_value: Optional[Dict[str, bytes]] = ...) -> None: ...
-
     @staticmethod
     def from_dict(key_value: Dict[str, bytes]) -> KeyValueGroup: ...
 
-
 class Message:
     keys: Optional[List[str]]
     value: bytes
     user_metadata: Optional[Dict[str, KeyValueGroup]]
 
     def __init__(
-            self,
-            value: bytes,
-            keys: Optional[List[str]] = ...,
-            user_metadata: Optional[Dict[str, KeyValueGroup]] = ...,
+        self,
+        value: bytes,
+        keys: Optional[List[str]] = ...,
+        user_metadata: Optional[Dict[str, KeyValueGroup]] = ...,
     ) -> None: ...
 
-
 class Response:
     id: str
 
     @staticmethod
     def as_success(id: str) -> Response: ...
-
     @staticmethod
     def as_failure(id: str, err_msg: str) -> Response: ...
-
     @staticmethod
     def as_fallback(id: str) -> Response: ...
-
     @staticmethod
     def as_serve(id: str, payload: bytes) -> Response: ...
-
     @staticmethod
     def as_on_success(id: str, message: Optional[Message] = ...) -> Response: ...
 
-
 class Responses:
     def __init__(self) -> None: ...
-
     def append(self, response: Response) -> None: ...
 
-
 class Datum:
     keys: List[str]
     value: bytes
@@ -102,26 +87,22 @@ class Datum:
     system_metadata: SystemMetadata
 
     def __repr__(self) -> str: ...
-
     def __str__(self) -> str: ...
 
-
 class SinkAsyncServer:
     def __init__(
-            self,
-            sock_file: str | None = ...,
-            info_file: str | None = ...,
+        self,
+        sock_file: str | None = ...,
+        info_file: str | None = ...,
     ) -> None: ...
-
-    def start(self, py_func: Callable[[AsyncIterator[Datum]], Awaitable[Responses]]) -> Awaitable[None]: ...
-
+    def start(
+        self, py_func: Callable[[AsyncIterator[Datum]], Awaitable[Responses]]
+    ) -> Awaitable[None]: ...
     def stop(self) -> None: ...
 
-
 class Sinker:
     async def handler(self, datums: AsyncIterator[Datum]) -> Responses: ...
 
-
 __all__ = [
     "SystemMetadata",
     "UserMetadata",
@@ -133,4 +114,3 @@ __all__ = [
     "SinkAsyncServer",
     "Sinker",
 ]
-
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/sourcer.pyi b/packages/pynumaflow-lite/pynumaflow_lite/sourcer.pyi
index 3bc41b0e..dc2d9614 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/sourcer.pyi
+++ b/packages/pynumaflow-lite/pynumaflow_lite/sourcer.pyi
@@ -1,17 +1,15 @@
 from __future__ import annotations
 
-from typing import Optional, List, Dict, Callable, Awaitable, Any
+from typing import Optional, List, Dict, Awaitable
 import datetime as _dt
 
 # Re-export the Python ABC for user convenience and typing
 from ._source_dtypes import Sourcer as Sourcer
 
-
 class UserMetadata:
     """User-defined metadata groups per message (read-write for source)."""
 
     def __init__(self) -> None: ...
-
     def groups(self) -> List[str]:
         """Returns the groups of the user metadata."""
         ...
@@ -42,9 +40,9 @@ class UserMetadata:
 
     def __repr__(self) -> str: ...
 
-
 class Message:
     """A message to be sent from the source."""
+
     payload: bytes
     offset: Offset
     event_time: _dt.datetime
@@ -61,14 +59,12 @@ class Message:
         headers: Optional[Dict[str, str]] = ...,
         user_metadata: Optional[UserMetadata] = ...,
     ) -> None: ...
-
     def __repr__(self) -> str: ...
-
     def __str__(self) -> str: ...
 
-
 class Offset:
     """The offset of a message."""
+
     offset: bytes
     partition_id: int
 
@@ -77,14 +73,12 @@ class Offset:
         offset: bytes,
         partition_id: int = ...,
     ) -> None: ...
-
     def __repr__(self) -> str: ...
-
     def __str__(self) -> str: ...
 
-
 class ReadRequest:
     """A request to read messages from the source."""
+
     num_records: int
     timeout_ms: int
 
@@ -93,58 +87,52 @@ class ReadRequest:
         num_records: int,
         timeout_ms: int = ...,
     ) -> None: ...
-
     def __repr__(self) -> str: ...
 
-
 class AckRequest:
     """A request to acknowledge messages."""
+
     offsets: List[Offset]
 
     def __init__(
         self,
         offsets: List[Offset],
     ) -> None: ...
-
     def __repr__(self) -> str: ...
 
-
 class NackRequest:
     """A request to negatively acknowledge messages."""
+
     offsets: List[Offset]
 
     def __init__(
         self,
         offsets: List[Offset],
     ) -> None: ...
-
     def __repr__(self) -> str: ...
 
-
 class PendingResponse:
     """Response for pending messages count."""
+
     count: int
 
     def __init__(
         self,
         count: int = ...,
     ) -> None: ...
-
     def __repr__(self) -> str: ...
 
-
 class PartitionsResponse:
     """Response for partitions."""
+
     partitions: List[int]
 
     def __init__(
         self,
         partitions: List[int],
     ) -> None: ...
-
     def __repr__(self) -> str: ...
 
-
 class SourceAsyncServer:
     """Async Source Server that can be started from Python code."""
 
@@ -153,12 +141,9 @@ class SourceAsyncServer:
         sock_file: str | None = ...,
         info_file: str | None = ...,
     ) -> None: ...
-
     def start(self, py_func: Sourcer) -> Awaitable[None]: ...
-
     def stop(self) -> None: ...
 
-
 __all__ = [
     "UserMetadata",
     "Message",
@@ -171,4 +156,3 @@ __all__ = [
     "SourceAsyncServer",
     "Sourcer",
 ]
-
diff --git a/packages/pynumaflow-lite/pynumaflow_lite/sourcetransformer.pyi b/packages/pynumaflow-lite/pynumaflow_lite/sourcetransformer.pyi
index 437bc7aa..63a828b1 100644
--- a/packages/pynumaflow-lite/pynumaflow_lite/sourcetransformer.pyi
+++ b/packages/pynumaflow-lite/pynumaflow_lite/sourcetransformer.pyi
@@ -1,17 +1,15 @@
 from __future__ import annotations
 
-from typing import Optional, List, Dict, Callable, Awaitable, Any
+from typing import Optional, List, Dict, Awaitable
 import datetime as _dt
 
 # Re-export the Python ABC for user convenience and typing
 from ._sourcetransformer_dtypes import SourceTransformer as SourceTransformer
 
-
 class SystemMetadata:
     """System-generated metadata groups per message (read-only)."""
 
     def __init__(self) -> None: ...
-
     def groups(self) -> List[str]:
         """Returns the groups of the system metadata."""
         ...
@@ -26,12 +24,10 @@ class SystemMetadata:
 
     def __repr__(self) -> str: ...
 
-
 class UserMetadata:
     """User-defined metadata groups per message (read-write)."""
 
     def __init__(self) -> None: ...
-
     def groups(self) -> List[str]:
         """Returns the groups of the user metadata."""
         ...
@@ -62,17 +58,12 @@ class UserMetadata:
 
     def __repr__(self) -> str: ...
 
-
 class Messages:
     def __init__(self) -> None: ...
-
     def append(self, message: Message) -> None: ...
-
     def __repr__(self) -> str: ...
-
     def __str__(self) -> str: ...
 
-
 class Message:
     keys: Optional[List[str]]
     value: bytes
@@ -81,18 +72,16 @@ class Message:
     user_metadata: Optional[UserMetadata]
 
     def __init__(
-            self,
-            value: bytes,
-            event_time: _dt.datetime,
-            keys: Optional[List[str]] = ...,
-            tags: Optional[List[str]] = ...,
-            user_metadata: Optional[UserMetadata] = ...,
+        self,
+        value: bytes,
+        event_time: _dt.datetime,
+        keys: Optional[List[str]] = ...,
+        tags: Optional[List[str]] = ...,
+        user_metadata: Optional[UserMetadata] = ...,
     ) -> None: ...
-
     @staticmethod
     def message_to_drop(event_time: _dt.datetime) -> Message: ...
 
-
 class Datum:
     # Read-only attributes provided by the extension
     keys: List[str]
@@ -104,22 +93,17 @@ class Datum:
     system_metadata: SystemMetadata
 
     def __repr__(self) -> str: ...
-
     def __str__(self) -> str: ...
 
-
 class SourceTransformAsyncServer:
     def __init__(
-            self,
-            sock_file: str | None = ...,
-            info_file: str | None = ...,
+        self,
+        sock_file: str | None = ...,
+        info_file: str | None = ...,
     ) -> None: ...
-
     def start(self, py_func: SourceTransformer) -> Awaitable[None]: ...
-
     def stop(self) -> None: ...
 
-
 __all__ = [
     "SystemMetadata",
     "UserMetadata",
@@ -129,4 +113,3 @@ __all__ = [
     "SourceTransformAsyncServer",
     "SourceTransformer",
 ]
-
diff --git a/packages/pynumaflow-lite/pyproject.toml b/packages/pynumaflow-lite/pyproject.toml
index 6784ba57..bb198180 100644
--- a/packages/pynumaflow-lite/pyproject.toml
+++ b/packages/pynumaflow-lite/pyproject.toml
@@ -16,5 +16,7 @@ features = ["pyo3/extension-module"]
 
 [dependency-groups]
 dev = [
+    "black>=24.8.0",
     "pytest>=8.3.5",
+    "ruff>=0.15.8",
 ]
diff --git a/packages/pynumaflow-lite/tests/_test_utils.py b/packages/pynumaflow-lite/tests/_test_utils.py
index 5a3c9150..0780dba2 100644
--- a/packages/pynumaflow-lite/tests/_test_utils.py
+++ b/packages/pynumaflow-lite/tests/_test_utils.py
@@ -26,14 +26,14 @@ def _wait_for_socket(path: Path, timeout: float = 10.0) -> None:
 
 
 def run_python_server_with_rust_client(
-        script: str,
-        sock_path: Path,
-        server_info_path: Path,
-        rust_bin_name: str,
-        rust_bin_args: Optional[List[str]] = None,
-        socket_timeout: float = 20.0,
-        rust_timeout: float = 60.0,
-        server_shutdown_timeout: float = 15.0,
+    script: str,
+    sock_path: Path,
+    server_info_path: Path,
+    rust_bin_name: str,
+    rust_bin_args: Optional[List[str]] = None,
+    socket_timeout: float = 20.0,
+    rust_timeout: float = 60.0,
+    server_shutdown_timeout: float = 15.0,
 ) -> None:
     """
     Generic test runner for Python server + Rust client integration tests.
@@ -86,7 +86,12 @@ def run_python_server_with_rust_client(
             rust_cmd.extend(["--"] + rust_bin_args)
 
         rust = subprocess.run(
-            rust_cmd, cwd=str(cargo_root), capture_output=True, text=True, env=env, timeout=rust_timeout
+            rust_cmd,
+            cwd=str(cargo_root),
+            capture_output=True,
+            text=True,
+            env=env,
+            timeout=rust_timeout,
         )
         if rust.returncode != 0:
             # Dump helpful logs for debugging
@@ -118,4 +123,6 @@ def run_python_server_with_rust_client(
             except Exception:
                 pass
 
-    assert server.returncode == 0, f"Server did not exit cleanly, code={server.returncode}"
+    assert (
+        server.returncode == 0
+    ), f"Server did not exit cleanly, code={server.returncode}"
diff --git a/packages/pynumaflow-lite/tests/examples/accumulator_stream_sorter.py b/packages/pynumaflow-lite/tests/examples/accumulator_stream_sorter.py
index 484cb371..c76b9237 100644
--- a/packages/pynumaflow-lite/tests/examples/accumulator_stream_sorter.py
+++ b/packages/pynumaflow-lite/tests/examples/accumulator_stream_sorter.py
@@ -4,11 +4,18 @@
 This accumulator buffers incoming data and sorts it by event time,
 flushing sorted data when the watermark advances.
 """
+
+import signal
 import asyncio
 from datetime import datetime
 from typing import AsyncIterator
 
-from pynumaflow_lite.accumulator import Datum, Message, AccumulatorAsyncServer, Accumulator
+from pynumaflow_lite.accumulator import (
+    Datum,
+    Message,
+    AccumulatorAsyncServer,
+    Accumulator,
+)
 
 
 class StreamSorter(Accumulator):
@@ -19,6 +26,7 @@ class StreamSorter(Accumulator):
 
     def __init__(self):
         from datetime import timezone
+
         # Initialize with a very old timestamp (timezone-aware)
         self.latest_wm = datetime.fromtimestamp(-1, tz=timezone.utc)
         self.sorted_buffer: list[Datum] = []
@@ -33,8 +41,10 @@ async def handler(self, datums: AsyncIterator[Datum]) -> AsyncIterator[Message]:
 
         async for datum in datums:
             datum_count += 1
-            print(f"Received datum #{datum_count}: event_time={datum.event_time}, "
-                  f"watermark={datum.watermark}, value={datum.value}")
+            print(
+                f"Received datum #{datum_count}: event_time={datum.event_time}, "
+                f"watermark={datum.watermark}, value={datum.value}"
+            )
 
             # If watermark has moved forward
             if datum.watermark and datum.watermark > self.latest_wm:
@@ -124,7 +134,6 @@ async def main():
 
 
 # Optional: ensure default signal handlers are in place so asyncio.run can handle them cleanly.
-import signal
 signal.signal(signal.SIGINT, signal.default_int_handler)
 try:
     signal.signal(signal.SIGTERM, signal.SIG_DFL)
diff --git a/packages/pynumaflow-lite/tests/examples/batchmap_cat.py b/packages/pynumaflow-lite/tests/examples/batchmap_cat.py
index 78490cab..a84ab7be 100644
--- a/packages/pynumaflow-lite/tests/examples/batchmap_cat.py
+++ b/packages/pynumaflow-lite/tests/examples/batchmap_cat.py
@@ -6,7 +6,9 @@
 from pynumaflow_lite import batchmapper
 
 
-async def async_handler(batch: collections.abc.AsyncIterator[batchmapper.Datum]) -> batchmapper.BatchResponses:
+async def async_handler(
+    batch: collections.abc.AsyncIterator[batchmapper.Datum],
+) -> batchmapper.BatchResponses:
     responses = batchmapper.BatchResponses()
     async for d in batch:
         resp = batchmapper.BatchResponse.from_id(d.id)
@@ -19,7 +21,12 @@ async def async_handler(batch: collections.abc.AsyncIterator[batchmapper.Datum])
     return responses
 
 
-async def start(f: Callable[[collections.abc.AsyncIterator[batchmapper.Datum]], Awaitable[batchmapper.BatchResponses]]):
+async def start(
+    f: Callable[
+        [collections.abc.AsyncIterator[batchmapper.Datum]],
+        Awaitable[batchmapper.BatchResponses],
+    ],
+):
     sock_file = "/tmp/var/run/numaflow/batchmap.sock"
     server_info_file = "/tmp/var/run/numaflow/mapper-server-info"
     server = batchmapper.BatchMapAsyncServer(sock_file, server_info_file)
diff --git a/packages/pynumaflow-lite/tests/examples/batchmap_cat_class.py b/packages/pynumaflow-lite/tests/examples/batchmap_cat_class.py
index 6288925b..8bf22989 100644
--- a/packages/pynumaflow-lite/tests/examples/batchmap_cat_class.py
+++ b/packages/pynumaflow-lite/tests/examples/batchmap_cat_class.py
@@ -8,7 +8,9 @@
 
 
 class SimpleBatchCat(batchmapper.BatchMapper):
-    async def handler(self, batch: AsyncIterator[batchmapper.Datum]) -> batchmapper.BatchResponses:
+    async def handler(
+        self, batch: AsyncIterator[batchmapper.Datum]
+    ) -> batchmapper.BatchResponses:
         responses = batchmapper.BatchResponses()
         async for d in batch:
             resp = batchmapper.BatchResponse(d.id)
@@ -29,7 +31,11 @@ async def handler(self, batch: AsyncIterator[batchmapper.Datum]) -> batchmapper.
     pass
 
 
-async def start(f: Callable[[AsyncIterator[batchmapper.Datum]], Awaitable[batchmapper.BatchResponses]]):
+async def start(
+    f: Callable[
+        [AsyncIterator[batchmapper.Datum]], Awaitable[batchmapper.BatchResponses]
+    ],
+):
     sock_file = "/tmp/var/run/numaflow/batchmap.sock"
     server_info_file = "/tmp/var/run/numaflow/mapper-server-info"
     server = batchmapper.BatchMapAsyncServer(sock_file, server_info_file)
diff --git a/packages/pynumaflow-lite/tests/examples/map_cat.py b/packages/pynumaflow-lite/tests/examples/map_cat.py
index f0a38db8..7b04ca11 100644
--- a/packages/pynumaflow-lite/tests/examples/map_cat.py
+++ b/packages/pynumaflow-lite/tests/examples/map_cat.py
@@ -5,9 +5,7 @@
 from pynumaflow_lite import mapper
 
 
-async def async_handler(
-        keys: list[str], payload: mapper.Datum
-) -> mapper.Messages:
+async def async_handler(keys: list[str], payload: mapper.Datum) -> mapper.Messages:
     messages = mapper.Messages()
 
     # Read system metadata (read-only)
@@ -31,9 +29,13 @@ async def async_handler(
         user_metadata = mapper.UserMetadata()
         user_metadata.create_group("processing")
         user_metadata.add_kv("processing", "handler", b"map_cat")
-        user_metadata.add_kv("processing", "msg_length", str(len(payload.value)).encode())
+        user_metadata.add_kv(
+            "processing", "msg_length", str(len(payload.value)).encode()
+        )
 
-        messages.append(mapper.Message(payload.value, keys, user_metadata=user_metadata))
+        messages.append(
+            mapper.Message(payload.value, keys, user_metadata=user_metadata)
+        )
 
     return messages
 
diff --git a/packages/pynumaflow-lite/tests/examples/map_cat_class.py b/packages/pynumaflow-lite/tests/examples/map_cat_class.py
index cf23854e..8d608805 100644
--- a/packages/pynumaflow-lite/tests/examples/map_cat_class.py
+++ b/packages/pynumaflow-lite/tests/examples/map_cat_class.py
@@ -6,9 +6,7 @@
 
 
 class SimpleCat(mapper.Mapper):
-    async def handler(
-            self, keys: list[str], payload: mapper.Datum
-    ) -> mapper.Messages:
+    async def handler(self, keys: list[str], payload: mapper.Datum) -> mapper.Messages:
 
         messages = mapper.Messages()
 
@@ -33,9 +31,13 @@ async def handler(
             user_metadata = mapper.UserMetadata()
             user_metadata.create_group("processing")
             user_metadata.add_kv("processing", "handler", b"map_cat_class")
-            user_metadata.add_kv("processing", "msg_length", str(len(payload.value)).encode())
+            user_metadata.add_kv(
+                "processing", "msg_length", str(len(payload.value)).encode()
+            )
 
-            messages.append(mapper.Message(payload.value, keys, user_metadata=user_metadata))
+            messages.append(
+                mapper.Message(payload.value, keys, user_metadata=user_metadata)
+            )
 
         return messages
 
diff --git a/packages/pynumaflow-lite/tests/examples/mapstream_cat.py b/packages/pynumaflow-lite/tests/examples/mapstream_cat.py
index b8dea5ef..8433ba17 100644
--- a/packages/pynumaflow-lite/tests/examples/mapstream_cat.py
+++ b/packages/pynumaflow-lite/tests/examples/mapstream_cat.py
@@ -7,7 +7,9 @@
 from pynumaflow_lite.mapstreamer import Message
 
 
-async def async_handler(keys: list[str], datum: mapstreamer.Datum) -> AsyncIterator[Message]:
+async def async_handler(
+    keys: list[str], datum: mapstreamer.Datum
+) -> AsyncIterator[Message]:
     """
     A handler that splits the input datum value into multiple strings by `,` separator and
     emits them as a stream.
@@ -46,4 +48,3 @@ async def start(f: Callable[[list[str], mapstreamer.Datum], AsyncIterator[Messag
 
 if __name__ == "__main__":
     asyncio.run(start(async_handler))
-
diff --git a/packages/pynumaflow-lite/tests/examples/mapstream_cat_class.py b/packages/pynumaflow-lite/tests/examples/mapstream_cat_class.py
index d0a09ebe..2e62bb90 100644
--- a/packages/pynumaflow-lite/tests/examples/mapstream_cat_class.py
+++ b/packages/pynumaflow-lite/tests/examples/mapstream_cat_class.py
@@ -8,7 +8,9 @@
 
 
 class SimpleStreamCat(mapstreamer.MapStreamer):
-    async def handler(self, keys: list[str], datum: mapstreamer.Datum) -> AsyncIterator[Message]:
+    async def handler(
+        self, keys: list[str], datum: mapstreamer.Datum
+    ) -> AsyncIterator[Message]:
         parts = datum.value.decode("utf-8").split(",")
         if not parts:
             yield Message.to_drop()
@@ -52,4 +54,3 @@ async def start(f: Callable[[list[str], mapstreamer.Datum], AsyncIterator[Messag
 if __name__ == "__main__":
     async_handler = SimpleStreamCat()
     asyncio.run(start(async_handler))
-
diff --git a/packages/pynumaflow-lite/tests/examples/reduce_counter_class.py b/packages/pynumaflow-lite/tests/examples/reduce_counter_class.py
index 020c49d9..0faf22a6 100644
--- a/packages/pynumaflow-lite/tests/examples/reduce_counter_class.py
+++ b/packages/pynumaflow-lite/tests/examples/reduce_counter_class.py
@@ -10,7 +10,10 @@ def __init__(self, initial: int = 0) -> None:
         self.counter = initial
 
     async def handler(
-        self, keys: list[str], datums: AsyncIterable[reducer.Datum], md: reducer.Metadata
+        self,
+        keys: list[str],
+        datums: AsyncIterable[reducer.Datum],
+        md: reducer.Metadata,
     ) -> reducer.Messages:
         iw = md.interval_window
         self.counter = 0
@@ -57,4 +60,3 @@ async def start(creator: type, init_args: tuple):
 
 if __name__ == "__main__":
     asyncio.run(start(ReduceCounter, (0,)))
-
diff --git a/packages/pynumaflow-lite/tests/examples/reduce_counter_func.py b/packages/pynumaflow-lite/tests/examples/reduce_counter_func.py
index efb07418..294c80af 100644
--- a/packages/pynumaflow-lite/tests/examples/reduce_counter_func.py
+++ b/packages/pynumaflow-lite/tests/examples/reduce_counter_func.py
@@ -7,7 +7,7 @@
 
 
 async def reduce_handler(
-        keys: list[str], datums: AsyncIterable[reducer.Datum], md: reducer.Metadata
+    keys: list[str], datums: AsyncIterable[reducer.Datum], md: reducer.Metadata
 ) -> reducer.Messages:
     interval_window = md.interval_window
     counter = 0
@@ -31,7 +31,10 @@ async def reduce_handler(
 
 
 async def start(
-    handler: Callable[[list[str], AsyncIterable[reducer.Datum], reducer.Metadata], Awaitable[reducer.Messages]]
+    handler: Callable[
+        [list[str], AsyncIterable[reducer.Datum], reducer.Metadata],
+        Awaitable[reducer.Messages],
+    ],
 ):
     sock_file = "/tmp/var/run/numaflow/reduce.sock"
     server_info_file = "/tmp/var/run/numaflow/reducer-server-info"
diff --git a/packages/pynumaflow-lite/tests/examples/reducestream_counter.py b/packages/pynumaflow-lite/tests/examples/reducestream_counter.py
index fcebeb0e..c535b76d 100644
--- a/packages/pynumaflow-lite/tests/examples/reducestream_counter.py
+++ b/packages/pynumaflow-lite/tests/examples/reducestream_counter.py
@@ -8,11 +8,11 @@
 class ReduceStreamCounter(reducestreamer.ReduceStreamer):
     """
     A reduce streaming counter that emits intermediate results.
-    
+
     This test implementation counts datums and yields a message for every
     datum received, demonstrating the streaming capability.
     """
-    
+
     def __init__(self, initial: int = 0) -> None:
         self.counter = initial
 
@@ -24,12 +24,12 @@ async def handler(
     ) -> AsyncIterator[reducestreamer.Message]:
         """
         Process datums and yield messages incrementally.
-        
+
         For testing purposes, we yield a message for each datum received.
         """
         iw = md.interval_window
         self.counter = 0
-        
+
         async for _ in datums:
             self.counter += 1
             # Yield a message for each datum (streaming behavior)
@@ -75,4 +75,3 @@ async def start(creator: type, init_args: tuple):
 
 if __name__ == "__main__":
     asyncio.run(start(ReduceStreamCounter, (0,)))
-
diff --git a/packages/pynumaflow-lite/tests/examples/session_reduce_counter_class.py b/packages/pynumaflow-lite/tests/examples/session_reduce_counter_class.py
index 003c52a7..98d9bb9a 100644
--- a/packages/pynumaflow-lite/tests/examples/session_reduce_counter_class.py
+++ b/packages/pynumaflow-lite/tests/examples/session_reduce_counter_class.py
@@ -25,7 +25,7 @@ def __init__(self, initial: int = 0) -> None:
         self.counter = initial
 
     async def session_reduce(
-            self, keys: list[str], datums: AsyncIterable[session_reducer.Datum]
+        self, keys: list[str], datums: AsyncIterable[session_reducer.Datum]
     ) -> AsyncIterator[session_reducer.Message]:
         """
         Count all incoming messages in this session and yield the count.
diff --git a/packages/pynumaflow-lite/tests/examples/sideinput_example.py b/packages/pynumaflow-lite/tests/examples/sideinput_example.py
index b23b41da..59f54d06 100644
--- a/packages/pynumaflow-lite/tests/examples/sideinput_example.py
+++ b/packages/pynumaflow-lite/tests/examples/sideinput_example.py
@@ -40,10 +40,10 @@ async def main():
 
     # Set up signal handling for graceful shutdown
     loop = asyncio.get_running_loop()
-    
+
     def handle_signal():
         server.stop()
-    
+
     for sig in (signal.SIGINT, signal.SIGTERM):
         loop.add_signal_handler(sig, handle_signal)
 
@@ -53,4 +53,3 @@ def handle_signal():
 
 if __name__ == "__main__":
     asyncio.run(main())
-
diff --git a/packages/pynumaflow-lite/tests/examples/sink_log.py b/packages/pynumaflow-lite/tests/examples/sink_log.py
index f782c020..2d1448ba 100644
--- a/packages/pynumaflow-lite/tests/examples/sink_log.py
+++ b/packages/pynumaflow-lite/tests/examples/sink_log.py
@@ -11,7 +11,9 @@
 _LOGGER = logging.getLogger(__name__)
 
 
-async def async_handler(datums: collections.abc.AsyncIterator[sinker.Datum]) -> sinker.Responses:
+async def async_handler(
+    datums: collections.abc.AsyncIterator[sinker.Datum],
+) -> sinker.Responses:
     """
     Simple log sink that logs each message and returns success responses.
     Also demonstrates reading metadata (read-only for sink).
@@ -40,7 +42,11 @@ async def async_handler(datums: collections.abc.AsyncIterator[sinker.Datum]) ->
     return responses
 
 
-async def start(f: Callable[[collections.abc.AsyncIterator[sinker.Datum]], Awaitable[sinker.Responses]]):
+async def start(
+    f: Callable[
+        [collections.abc.AsyncIterator[sinker.Datum]], Awaitable[sinker.Responses]
+    ],
+):
     sock_file = "/tmp/var/run/numaflow/sink.sock"
     server_info_file = "/tmp/var/run/numaflow/sinker-server-info"
     server = sinker.SinkAsyncServer(sock_file, server_info_file)
@@ -66,4 +72,3 @@ async def start(f: Callable[[collections.abc.AsyncIterator[sinker.Datum]], Await
 
 if __name__ == "__main__":
     asyncio.run(start(async_handler))
-
diff --git a/packages/pynumaflow-lite/tests/examples/sink_log_class.py b/packages/pynumaflow-lite/tests/examples/sink_log_class.py
index ade74e73..de4b2976 100644
--- a/packages/pynumaflow-lite/tests/examples/sink_log_class.py
+++ b/packages/pynumaflow-lite/tests/examples/sink_log_class.py
@@ -72,4 +72,3 @@ async def start():
 
 if __name__ == "__main__":
     asyncio.run(start())
-
diff --git a/packages/pynumaflow-lite/tests/examples/source_simple.py b/packages/pynumaflow-lite/tests/examples/source_simple.py
index ca90ec03..924118ba 100644
--- a/packages/pynumaflow-lite/tests/examples/source_simple.py
+++ b/packages/pynumaflow-lite/tests/examples/source_simple.py
@@ -22,12 +22,16 @@ def __init__(self):
         self.counter = 0
         self.partition_idx = 0
 
-    async def read_handler(self, datum: sourcer.ReadRequest) -> AsyncIterator[sourcer.Message]:
+    async def read_handler(
+        self, datum: sourcer.ReadRequest
+    ) -> AsyncIterator[sourcer.Message]:
         """
         The simple source generates messages with incrementing numbers.
         Also demonstrates creating user metadata (source is origin, so only user metadata).
         """
-        _LOGGER.info(f"Read request: num_records={datum.num_records}, timeout_ms={datum.timeout_ms}")
+        _LOGGER.info(
+            f"Read request: num_records={datum.num_records}, timeout_ms={datum.timeout_ms}"
+        )
 
         # Generate the requested number of messages
         for i in range(datum.num_records):
@@ -37,15 +41,19 @@ async def read_handler(self, datum: sourcer.ReadRequest) -> AsyncIterator[source
             # Create offset
             offset = sourcer.Offset(
                 offset=str(self.counter).encode("utf-8"),
-                partition_id=self.partition_idx
+                partition_id=self.partition_idx,
             )
 
             # Create user metadata for the message
             user_metadata = sourcer.UserMetadata()
             user_metadata.create_group("source_info")
             user_metadata.add_kv("source_info", "source_name", b"simple_source")
-            user_metadata.add_kv("source_info", "message_id", str(self.counter).encode())
-            user_metadata.add_kv("source_info", "partition", str(self.partition_idx).encode())
+            user_metadata.add_kv(
+                "source_info", "message_id", str(self.counter).encode()
+            )
+            user_metadata.add_kv(
+                "source_info", "partition", str(self.partition_idx).encode()
+            )
 
             # Create message
             message = sourcer.Message(
@@ -54,7 +62,7 @@ async def read_handler(self, datum: sourcer.ReadRequest) -> AsyncIterator[source
                 event_time=datetime.now(timezone.utc),
                 keys=["key1"],
                 headers={"source": "simple"},
-                user_metadata=user_metadata
+                user_metadata=user_metadata,
             )
 
             _LOGGER.info(f"Generated message: {self.counter}")
@@ -71,7 +79,9 @@ async def ack_handler(self, request: sourcer.AckRequest) -> None:
         """
         _LOGGER.info(f"Acknowledging {len(request.offsets)} offsets")
         for offset in request.offsets:
-            _LOGGER.debug(f"Acked offset: {offset.offset.decode('utf-8')}, partition: {offset.partition_id}")
+            _LOGGER.debug(
+                f"Acked offset: {offset.offset.decode('utf-8')}, partition: {offset.partition_id}"
+            )
 
     async def nack_handler(self, request: sourcer.NackRequest) -> None:
         """
@@ -79,7 +89,9 @@ async def nack_handler(self, request: sourcer.NackRequest) -> None:
         """
         _LOGGER.info(f"Negatively acknowledging {len(request.offsets)} offsets")
         for offset in request.offsets:
-            _LOGGER.warning(f"Nacked offset: {offset.offset.decode('utf-8')}, partition: {offset.partition_id}")
+            _LOGGER.warning(
+                f"Nacked offset: {offset.offset.decode('utf-8')}, partition: {offset.partition_id}"
+            )
 
     async def pending_handler(self) -> sourcer.PendingResponse:
         """
@@ -123,4 +135,3 @@ async def start():
 
 if __name__ == "__main__":
     asyncio.run(start())
-
diff --git a/packages/pynumaflow-lite/tests/examples/sourcetransform_event_filter.py b/packages/pynumaflow-lite/tests/examples/sourcetransform_event_filter.py
index 3f9e19f6..8c33ab2d 100644
--- a/packages/pynumaflow-lite/tests/examples/sourcetransform_event_filter.py
+++ b/packages/pynumaflow-lite/tests/examples/sourcetransform_event_filter.py
@@ -22,7 +22,7 @@ class EventFilter(sourcetransformer.SourceTransformer):
     """
 
     async def handler(
-            self, keys: list[str], datum: sourcetransformer.Datum
+        self, keys: list[str], datum: sourcetransformer.Datum
     ) -> sourcetransformer.Messages:
         val = datum.value
         event_time = datum.event_time
@@ -46,13 +46,17 @@ async def handler(
             print(f"Got event time: {event_time}, it is before 2022, so dropping")
             messages.append(sourcetransformer.Message.message_to_drop(event_time))
         elif event_time < january_first_2023:
-            print(f"Got event time: {event_time}, it is within year 2022, so forwarding to within_year_2022")
+            print(
+                f"Got event time: {event_time}, it is within year 2022, so forwarding to within_year_2022"
+            )
 
             # Create user metadata for the outgoing message
             user_metadata = sourcetransformer.UserMetadata()
             user_metadata.create_group("filter_info")
             user_metadata.add_kv("filter_info", "filter_result", b"within_year_2022")
-            user_metadata.add_kv("filter_info", "original_event_time", str(event_time).encode())
+            user_metadata.add_kv(
+                "filter_info", "original_event_time", str(event_time).encode()
+            )
 
             messages.append(
                 sourcetransformer.Message(
@@ -60,17 +64,21 @@ async def handler(
                     event_time=january_first_2022,
                     keys=keys,
                     tags=["within_year_2022"],
-                    user_metadata=user_metadata
+                    user_metadata=user_metadata,
                 )
             )
         else:
-            print(f"Got event time: {event_time}, it is after year 2022, so forwarding to after_year_2022")
+            print(
+                f"Got event time: {event_time}, it is after year 2022, so forwarding to after_year_2022"
+            )
 
             # Create user metadata for the outgoing message
             user_metadata = sourcetransformer.UserMetadata()
             user_metadata.create_group("filter_info")
             user_metadata.add_kv("filter_info", "filter_result", b"after_year_2022")
-            user_metadata.add_kv("filter_info", "original_event_time", str(event_time).encode())
+            user_metadata.add_kv(
+                "filter_info", "original_event_time", str(event_time).encode()
+            )
 
             messages.append(
                 sourcetransformer.Message(
@@ -78,7 +86,7 @@ async def handler(
                     event_time=january_first_2023,
                     keys=keys,
                     tags=["after_year_2022"],
-                    user_metadata=user_metadata
+                    user_metadata=user_metadata,
                 )
             )
 
@@ -93,7 +101,9 @@ async def handler(
     pass
 
 
-async def start(f: Callable[[list[str], sourcetransformer.Datum], sourcetransformer.Messages]):
+async def start(
+    f: Callable[[list[str], sourcetransformer.Datum], sourcetransformer.Messages],
+):
     sock_file = "/tmp/var/run/numaflow/sourcetransform.sock"
     server_info_file = "/tmp/var/run/numaflow/sourcetransformer-server-info"
     server = sourcetransformer.SourceTransformAsyncServer(sock_file, server_info_file)
@@ -126,4 +136,3 @@ async def start(f: Callable[[list[str], sourcetransformer.Datum], sourcetransfor
 if __name__ == "__main__":
     async_handler = EventFilter()
     asyncio.run(start(async_handler))
-
diff --git a/packages/pynumaflow-lite/tests/test_reducestream.py b/packages/pynumaflow-lite/tests/test_reducestream.py
index b42cfa08..6d2ce0df 100644
--- a/packages/pynumaflow-lite/tests/test_reducestream.py
+++ b/packages/pynumaflow-lite/tests/test_reducestream.py
@@ -20,4 +20,3 @@ def test_python_reducestream_server_and_rust_client(script: str, tmp_path: Path)
         server_info_path=SERVER_INFO,
         rust_bin_name="test_reducestream",
     )
-
diff --git a/packages/pynumaflow-lite/tests/test_sideinput.py b/packages/pynumaflow-lite/tests/test_sideinput.py
index 8922dfa7..9fe4bab6 100644
--- a/packages/pynumaflow-lite/tests/test_sideinput.py
+++ b/packages/pynumaflow-lite/tests/test_sideinput.py
@@ -20,4 +20,3 @@ def test_python_server_and_rust_client(script: str, tmp_path: Path):
         server_info_path=SERVER_INFO,
         rust_bin_name="test_sideinput",
     )
-
diff --git a/packages/pynumaflow-lite/tests/test_sink.py b/packages/pynumaflow-lite/tests/test_sink.py
index 3890e416..a50c7670 100644
--- a/packages/pynumaflow-lite/tests/test_sink.py
+++ b/packages/pynumaflow-lite/tests/test_sink.py
@@ -21,4 +21,3 @@ def test_python_sink_server_and_rust_client(script: str, tmp_path: Path):
         server_info_path=SERVER_INFO,
         rust_bin_name="test_sink",
     )
-
diff --git a/packages/pynumaflow-lite/tests/test_source.py b/packages/pynumaflow-lite/tests/test_source.py
index beb40d12..581a912d 100644
--- a/packages/pynumaflow-lite/tests/test_source.py
+++ b/packages/pynumaflow-lite/tests/test_source.py
@@ -20,4 +20,3 @@ def test_python_source_server_and_rust_client(script: str, tmp_path: Path):
         server_info_path=SERVER_INFO,
         rust_bin_name="test_source",
     )
-
diff --git a/packages/pynumaflow-lite/tests/test_sourcetransform.py b/packages/pynumaflow-lite/tests/test_sourcetransform.py
index a5182048..01274f15 100644
--- a/packages/pynumaflow-lite/tests/test_sourcetransform.py
+++ b/packages/pynumaflow-lite/tests/test_sourcetransform.py
@@ -20,4 +20,3 @@ def test_python_server_and_rust_client(script: str, tmp_path: Path):
         server_info_path=SERVER_INFO,
         rust_bin_name="test_sourcetransform",
     )
-
diff --git a/packages/pynumaflow-lite/uv.lock b/packages/pynumaflow-lite/uv.lock
index ef06e0bf..11fb20ec 100644
--- a/packages/pynumaflow-lite/uv.lock
+++ b/packages/pynumaflow-lite/uv.lock
@@ -1,18 +1,184 @@
 version = 1
-revision = 1
+revision = 3
 requires-python = ">=3.8"
 resolution-markers = [
-    "python_full_version >= '3.9'",
+    "python_full_version >= '3.10'",
+    "python_full_version == '3.9.*'",
     "python_full_version < '3.9'",
 ]
 
+[[package]]
+name = "black"
+version = "24.8.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.9'",
+]
+dependencies = [
+    { name = "click", version = "8.1.8", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" },
+    { name = "mypy-extensions", marker = "python_full_version < '3.9'" },
+    { name = "packaging", marker = "python_full_version < '3.9'" },
+    { name = "pathspec", version = "0.12.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" },
+    { name = "platformdirs", version = "4.3.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" },
+    { name = "tomli", marker = "python_full_version < '3.9'" },
+    { name = "typing-extensions", version = "4.13.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/04/b0/46fb0d4e00372f4a86a6f8efa3cb193c9f64863615e39010b1477e010578/black-24.8.0.tar.gz", hash = "sha256:2500945420b6784c38b9ee885af039f5e7471ef284ab03fa35ecdde4688cd83f", size = 644810, upload-time = "2024-08-02T17:43:18.405Z" }
+wheels = [
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