From b944a5d5883844c0c7bde0714fc85d60aa0c138a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Martin=20Th=C3=B8gersen?= Date: Thu, 11 Sep 2025 00:30:50 +0200 Subject: [PATCH 1/5] doc: fix async reducer README examples (#244) --- examples/reduce/README.md | 52 ++++++++++++++++++++------------------- 1 file changed, 27 insertions(+), 25 deletions(-) diff --git a/examples/reduce/README.md b/examples/reduce/README.md index c8da232e..63b9735d 100644 --- a/examples/reduce/README.md +++ b/examples/reduce/README.md @@ -7,11 +7,13 @@ For creating a reducer UDF we can use two different approaches: kwargs that the custom reducer class requires. - Finally we need to call the `start` method on the `ReduceAsyncServer` instance to start the reducer server. ```python - from numaflow import Reducer, ReduceAsyncServer - class Example(Reducer): + from collections.abc import AsyncIterable + from pynumaflow.reducer import Reducer, ReduceAsyncServer, Datum, Message, Messages, Metadata + + class Example(Reducer): def __init__(self, counter): self.counter = counter - + async def handler( self, keys: list[str], datums: AsyncIterable[Datum], md: Metadata ) -> Messages: @@ -25,13 +27,13 @@ For creating a reducer UDF we can use two different approaches: ) return Messages(Message(str.encode(msg), keys=keys)) - if __name__ == "__main__": - # Here we are using the class instance as the reducer_instance - # which will be used to invoke the handler function. - # We are passing the init_args for the class instance. - grpc_server = ReduceAsyncServer(Example, init_args=(0,)) - grpc_server.start() - ``` + if __name__ == "__main__": + # Here we are using the class instance as the reducer_instance + # which will be used to invoke the handler function. + # We are passing the init_args for the class instance. + grpc_server = ReduceAsyncServer(Example, init_args=(0,)) + grpc_server.start() + ``` - Function based reducer For the function based reducer we need to create a function of the signature @@ -43,23 +45,23 @@ For creating a reducer UDF we can use two different approaches: - Finally we need to call the `start` method on the `ReduceAsyncServer` instance to start the reducer server. - We must ensure that no init_args or init_kwargs are passed to the `ReduceAsyncServer` instance as they are not used for function based reducers. ```python - from numaflow import ReduceAsyncServer - async def handler(keys: list[str], datums: AsyncIterable[Datum], md: Metadata) -> Messages: - counter = 0 - interval_window = md.interval_window - async for _ in datums: - counter += 1 - msg = ( - f"counter:{counter} interval_window_start:{interval_window.start} " - f"interval_window_end:{interval_window.end}" - ) - return Messages(Message(str.encode(msg), keys=keys)) - - if __name__ == "__main__": + from collections.abc import AsyncIterable + from pynumaflow.reducer import ReduceAsyncServer, Datum, Message, Messages, Metadata + + async def handler(keys: list[str], datums: AsyncIterable[Datum], md: Metadata) -> Messages: + counter = 0 + interval_window = md.interval_window + async for _ in datums: + counter += 1 + msg = ( + f"counter:{counter} interval_window_start:{interval_window.start} " + f"interval_window_end:{interval_window.end}" + ) + return Messages(Message(str.encode(msg), keys=keys)) + + if __name__ == "__main__": # Here we are using the function as the reducer_instance # which will be used to invoke the handler function. grpc_server = ReduceAsyncServer(handler) grpc_server.start() ``` - - From bf00b2e44dce6edfdfaf78466b9e636eebe961e9 Mon Sep 17 00:00:00 2001 From: Sidhant Kohli Date: Mon, 15 Sep 2025 10:30:59 -0700 Subject: [PATCH 2/5] feat: parallelized mapstreamer (#242) Signed-off-by: kohlisid --- .../mapstreamer/servicer/async_servicer.py | 135 ++++++++++++------ tests/mapstream/test_async_map_stream.py | 76 ++++++---- 2 files changed, 146 insertions(+), 65 deletions(-) diff --git a/pynumaflow/mapstreamer/servicer/async_servicer.py b/pynumaflow/mapstreamer/servicer/async_servicer.py index 0fe58b66..f5a9a999 100644 --- a/pynumaflow/mapstreamer/servicer/async_servicer.py +++ b/pynumaflow/mapstreamer/servicer/async_servicer.py @@ -1,28 +1,27 @@ +import asyncio from collections.abc import AsyncIterable from google.protobuf import empty_pb2 as _empty_pb2 +from pynumaflow.shared.asynciter import NonBlockingIterator +from pynumaflow._constants import _LOGGER, STREAM_EOF, ERR_UDF_EXCEPTION_STRING from pynumaflow.mapstreamer import Datum from pynumaflow.mapstreamer._dtypes import MapStreamCallable, MapStreamError from pynumaflow.proto.mapper import map_pb2_grpc, map_pb2 from pynumaflow.shared.server import handle_async_error from pynumaflow.types import NumaflowServicerContext -from pynumaflow._constants import _LOGGER, ERR_UDF_EXCEPTION_STRING class AsyncMapStreamServicer(map_pb2_grpc.MapServicer): """ - This class is used to create a new grpc Map Stream Servicer instance. - It implements the SyncMapServicer interface from the proto - map_pb2_grpc.py file. - Provides the functionality for the required rpc methods. + Concurrent gRPC Map Stream Servicer. + Spawns one background task per incoming MapRequest; each task streams + results as produced and finally emits an EOT for that request. """ - def __init__( - self, - handler: MapStreamCallable, - ): + def __init__(self, handler: MapStreamCallable): self.__map_stream_handler: MapStreamCallable = handler + self._background_tasks: set[asyncio.Task] = set() async def MapFn( self, @@ -31,51 +30,105 @@ async def MapFn( ) -> AsyncIterable[map_pb2.MapResponse]: """ Applies a map function to a datum stream in streaming mode. - The pascal case function name comes from the proto map_pb2_grpc.py file. + The PascalCase name comes from the generated map_pb2_grpc.py file. """ try: - # The first message to be received should be a valid handshake - req = await request_iterator.__anext__() - # check if it is a valid handshake req - if not (req.handshake and req.handshake.sot): + # First message must be a handshake + first = await request_iterator.__anext__() + if not (first.handshake and first.handshake.sot): raise MapStreamError("MapStreamFn: expected handshake as the first message") + # Acknowledge handshake yield map_pb2.MapResponse(handshake=map_pb2.Handshake(sot=True)) - # read for each input request - async for req in request_iterator: - # yield messages as received from the UDF - async for res in self.__invoke_map_stream( - list(req.request.keys), - Datum( - keys=list(req.request.keys), - value=req.request.value, - event_time=req.request.event_time.ToDatetime(), - watermark=req.request.watermark.ToDatetime(), - headers=dict(req.request.headers), - ), - ): - yield map_pb2.MapResponse(results=[res], id=req.id) - # send EOT to indicate end of transmission for a given message - yield map_pb2.MapResponse(status=map_pb2.TransmissionStatus(eot=True), id=req.id) - except BaseException as err: + # Global non-blocking queue for outbound responses / errors + global_result_queue = NonBlockingIterator() + + # Start producer that turns each inbound request into a background task + producer = asyncio.create_task( + self._process_inputs(request_iterator, global_result_queue) + ) + + # Consume results as they arrive and stream them to the client + async for msg in global_result_queue.read_iterator(): + if isinstance(msg, BaseException): + await handle_async_error(context, msg, ERR_UDF_EXCEPTION_STRING) + return + else: + # msg is a map_pb2.MapResponse, already formed + yield msg + + # Ensure producer has finished (covers graceful shutdown) + await producer + + except BaseException as e: _LOGGER.critical("UDFError, re-raising the error", exc_info=True) - await handle_async_error(context, err, ERR_UDF_EXCEPTION_STRING) + await handle_async_error(context, e, ERR_UDF_EXCEPTION_STRING) return - async def __invoke_map_stream(self, keys: list[str], req: Datum): + async def _process_inputs( + self, + request_iterator: AsyncIterable[map_pb2.MapRequest], + result_queue: NonBlockingIterator, + ) -> None: + """ + Reads MapRequests from the client and spawns a background task per request. + Each task streams results to result_queue as they are produced. + """ try: - # Invoke the user handler for map stream - async for msg in self.__map_stream_handler(keys, req): - yield map_pb2.MapResponse.Result(keys=msg.keys, value=msg.value, tags=msg.tags) + async for req in request_iterator: + task = asyncio.create_task(self._invoke_map_stream(req, result_queue)) + self._background_tasks.add(task) + # Remove from the set when done to avoid memory growth + task.add_done_callback(self._background_tasks.discard) + + # Wait for all in-flight tasks to complete + if self._background_tasks: + await asyncio.gather(*list(self._background_tasks), return_exceptions=False) + + # Signal end-of-stream to the consumer + await result_queue.put(STREAM_EOF) + + except BaseException as e: + _LOGGER.critical("MapFn Error, re-raising the error", exc_info=True) + # Surface the error to the consumer; MapFn will handle and close the RPC + await result_queue.put(e) + + async def _invoke_map_stream( + self, + req: map_pb2.MapRequest, + result_queue: NonBlockingIterator, + ) -> None: + """ + Invokes the user-provided async generator for a single request and + pushes each result onto the global queue, followed by an EOT for this id. + """ + try: + datum = Datum( + keys=list(req.request.keys), + value=req.request.value, + event_time=req.request.event_time.ToDatetime(), + watermark=req.request.watermark.ToDatetime(), + headers=dict(req.request.headers), + ) + + # Stream results from the user handler as they are produced + async for msg in self.__map_stream_handler(list(req.request.keys), datum): + res = map_pb2.MapResponse.Result(keys=msg.keys, value=msg.value, tags=msg.tags) + await result_queue.put(map_pb2.MapResponse(results=[res], id=req.id)) + + # Emit EOT for this request id + await result_queue.put( + map_pb2.MapResponse(status=map_pb2.TransmissionStatus(eot=True), id=req.id) + ) + except BaseException as err: _LOGGER.critical("MapFn handler error", exc_info=True) - raise err + # Surface handler error to the main producer; + # it will call handle_async_error and end the RPC + await result_queue.put(err) async def IsReady( self, request: _empty_pb2.Empty, context: NumaflowServicerContext ) -> map_pb2.ReadyResponse: - """ - IsReady is the heartbeat endpoint for gRPC. - The pascal case function name comes from the proto map_pb2_grpc.py file. - """ + """Heartbeat endpoint for gRPC.""" return map_pb2.ReadyResponse(ready=True) diff --git a/tests/mapstream/test_async_map_stream.py b/tests/mapstream/test_async_map_stream.py index a4b36941..0beae35e 100644 --- a/tests/mapstream/test_async_map_stream.py +++ b/tests/mapstream/test_async_map_stream.py @@ -95,39 +95,67 @@ def tearDownClass(cls) -> None: def test_map_stream(self) -> None: stub = self.__stub() - generator_response = None + + # Send >1 requests + req_count = 3 try: - generator_response = stub.MapFn(request_iterator=request_generator(count=1, session=1)) + generator_response = stub.MapFn( + request_iterator=request_generator(count=req_count, session=1) + ) except grpc.RpcError as e: logging.error(e) + self.fail(f"RPC failed: {e}") + # First message must be the handshake handshake = next(generator_response) - # assert that handshake response is received. self.assertTrue(handshake.handshake.sot) - data_resp = [] - for r in generator_response: - data_resp.append(r) - - self.assertEqual(11, len(data_resp)) - idx = 0 - while idx < len(data_resp) - 1: + # Expected: 10 results per request + 1 EOT per request + expected_result_msgs = req_count * 10 + expected_eots = req_count + + # Prepare expected payload + expected_payload = bytes( + "payload:test_mock_message " + "event_time:2022-09-12 16:00:00 watermark:2022-09-12 16:01:00", + encoding="utf-8", + ) + + from collections import Counter + + id_counter = Counter() + result_msg_count = 0 + eot_count = 0 + + for msg in generator_response: + # Count EOTs wherever they show up + if hasattr(msg, "status") and msg.status.eot: + eot_count += 1 + continue + + # Otherwise, it's a data/result message; validate payload and tally by id + self.assertTrue(msg.results, "Expected results in MapResponse.") + self.assertEqual(expected_payload, msg.results[0].value) + id_counter[msg.id] += 1 + result_msg_count += 1 + + # Validate totals + self.assertEqual( + expected_result_msgs, + result_msg_count, + f"Expected {expected_result_msgs} result messages, got {result_msg_count}", + ) + self.assertEqual( + expected_eots, eot_count, f"Expected {expected_eots} EOT messages, got {eot_count}" + ) + + # Validate 10 messages per request id: test-id-0..test-id-(req_count-1) + for i in range(req_count): self.assertEqual( - bytes( - "payload:test_mock_message " - "event_time:2022-09-12 16:00:00 watermark:2022-09-12 16:01:00", - encoding="utf-8", - ), - data_resp[idx].results[0].value, + 10, + id_counter[f"test-id-{i}"], + f"Expected 10 results for test-id-{i}, got {id_counter[f'test-id-{i}']}", ) - _id = data_resp[idx].id - self.assertEqual(_id, "test-id-0") - # capture the output from the SinkFn generator and assert. - idx += 1 - # EOT Response - self.assertEqual(data_resp[len(data_resp) - 1].status.eot, True) - # 10 sink responses + 1 EOT response - self.assertEqual(11, len(data_resp)) def test_is_ready(self) -> None: with grpc.insecure_channel("unix:///tmp/async_map_stream.sock") as channel: From 123e2f802cab33302eeaa2bf7166352491b008a9 Mon Sep 17 00:00:00 2001 From: Sidhant Kohli Date: Tue, 16 Sep 2025 13:49:03 -0700 Subject: [PATCH 3/5] chore: release v0.10.1 (#246) Signed-off-by: kohlisid --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index ed7ddfc2..e6dae906 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "pynumaflow" -version = "0.10.0" +version = "0.10.1" description = "Provides the interfaces of writing Python User Defined Functions and Sinks for NumaFlow." authors = ["NumaFlow Developers"] readme = "README.md" From 59a58e0cbd64f1c225e0e82ccc881fb972ae22d5 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" <41898282+github-actions[bot]@users.noreply.github.com> Date: Tue, 16 Sep 2025 16:52:27 -0700 Subject: [PATCH 4/5] docs: updated CHANGELOG.md (#247) Signed-off-by: GitHub Co-authored-by: kohlisid --- CHANGELOG.md | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index 1af24e6a..2e0b6805 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,17 @@ # Changelog +## v0.10.1 (2025-09-16) + + * [bf00b2e](https://github.com/numaproj/numaflow-python/commit/bf00b2e44dce6edfdfaf78466b9e636eebe961e9) feat: parallelized mapstreamer (#242) + * [b944a5d](https://github.com/numaproj/numaflow-python/commit/b944a5d5883844c0c7bde0714fc85d60aa0c138a) doc: fix async reducer README examples (#244) + * [4982414](https://github.com/numaproj/numaflow-python/commit/49824144e6b1586f612bad601e47aeb2166963ca) feat: add Accumulator (#237) + +### Contributors + + * Martin Thøgersen + * Sidhant Kohli + * shrivardhan + ## v0.10.0a0 (2025-06-25) From ac2b51353755608a6aa326de69f9d4be6d71b670 Mon Sep 17 00:00:00 2001 From: Kevin Neal Date: Wed, 17 Sep 2025 10:50:00 -0700 Subject: [PATCH 5/5] chore: support Python 3.13 (#245) Signed-off-by: Kevin Neal --- .github/workflows/run-tests.yml | 2 +- poetry.lock | 393 +++++++++++----------- pyproject.toml | 9 +- tests/map/test_multiproc_mapper.py | 5 +- tests/map/test_sync_mapper.py | 5 +- tests/sourcetransform/test_multiproc.py | 5 +- tests/sourcetransform/test_sync_server.py | 5 +- 7 files changed, 219 insertions(+), 205 deletions(-) diff --git a/.github/workflows/run-tests.yml b/.github/workflows/run-tests.yml index e03fa14b..0387ba79 100644 --- a/.github/workflows/run-tests.yml +++ b/.github/workflows/run-tests.yml @@ -13,7 +13,7 @@ jobs: strategy: fail-fast: false matrix: - python-version: ["3.9", "3.10", "3.11", "3.12"] + python-version: ["3.9", "3.10", "3.11", "3.12", "3.13"] steps: - uses: actions/checkout@v3 diff --git a/poetry.lock b/poetry.lock index a9ad8fb1..c0c992eb 100644 --- a/poetry.lock +++ b/poetry.lock @@ -353,28 +353,31 @@ typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""] [[package]] name = "google-api-core" -version = "2.24.1" +version = "2.25.1" description = "Google API client core library" optional = false python-versions = ">=3.7" groups = ["main"] files = [ - {file = "google_api_core-2.24.1-py3-none-any.whl", hash = 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-protobuf = ">=3.20,<6.0" +protobuf = ">=3.20,<7.0" aiorun = "^2023.7" -uvloop = "^0.19.0" +uvloop = "^0.21.0" psutil = "^6.0.0" [tool.poetry.group.dev] diff --git a/tests/map/test_multiproc_mapper.py b/tests/map/test_multiproc_mapper.py index 77fda9fa..90eabb9b 100644 --- a/tests/map/test_multiproc_mapper.py +++ b/tests/map/test_multiproc_mapper.py @@ -136,10 +136,10 @@ def test_map_forward_message(self): self.assertTrue(responses[0].handshake.sot) + result_ids = {f"test-id-{id}" for id in range(1, 4)} idx = 1 while idx < len(responses): - _id = "test-id-" + str(idx) - self.assertEqual(_id, responses[idx].id) + result_ids.remove(responses[idx].id) self.assertEqual( bytes( "payload:test_mock_message " @@ -150,6 +150,7 @@ def test_map_forward_message(self): ) self.assertEqual(1, len(responses[idx].results)) idx += 1 + self.assertEqual(len(result_ids), 0) self.assertEqual(code, StatusCode.OK) def test_invalid_input(self): diff --git a/tests/map/test_sync_mapper.py b/tests/map/test_sync_mapper.py index 4eb7149a..edafa835 100644 --- a/tests/map/test_sync_mapper.py +++ b/tests/map/test_sync_mapper.py @@ -130,10 +130,10 @@ def test_map_forward_message(self): self.assertTrue(responses[0].handshake.sot) + result_ids = {f"test-id-{id}" for id in range(1, 4)} idx = 1 while idx < len(responses): - _id = "test-id-" + str(idx) - self.assertEqual(_id, responses[idx].id) + result_ids.remove(responses[idx].id) self.assertEqual( bytes( "payload:test_mock_message " @@ -144,6 +144,7 @@ def test_map_forward_message(self): ) self.assertEqual(1, len(responses[idx].results)) idx += 1 + self.assertEqual(len(result_ids), 0) self.assertEqual(code, StatusCode.OK) def test_invalid_input(self): diff --git a/tests/sourcetransform/test_multiproc.py b/tests/sourcetransform/test_multiproc.py index 03e33bbc..b844231e 100644 --- a/tests/sourcetransform/test_multiproc.py +++ b/tests/sourcetransform/test_multiproc.py @@ -162,10 +162,10 @@ def test_mapt_assign_new_event_time(self): self.assertTrue(responses[0].handshake.sot) + result_ids = {f"test-id-{id}" for id in range(1, 4)} idx = 1 while idx < len(responses): - _id = "test-id-" + str(idx) - self.assertEqual(_id, responses[idx].id) + result_ids.remove(responses[idx].id) self.assertEqual( bytes( "payload:test_mock_message " "event_time:2022-09-12 16:00:00 ", @@ -175,6 +175,7 @@ def test_mapt_assign_new_event_time(self): ) self.assertEqual(1, len(responses[idx].results)) idx += 1 + self.assertEqual(len(result_ids), 0) # Verify new event time gets assigned. updated_event_time_timestamp = _timestamp_pb2.Timestamp() diff --git a/tests/sourcetransform/test_sync_server.py b/tests/sourcetransform/test_sync_server.py index 9ec63cb6..3ffcd0da 100644 --- a/tests/sourcetransform/test_sync_server.py +++ b/tests/sourcetransform/test_sync_server.py @@ -153,10 +153,10 @@ def test_mapt_assign_new_event_time(self): self.assertTrue(responses[0].handshake.sot) + result_ids = 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