feat: streaming transformer

pynumaflow/proto/sourcetransformer/transform.proto

@@ -9,21 +9,35 @@ service SourceTransform {
   // SourceTransformFn applies a function to each request element.
   // In addition to map function, SourceTransformFn also supports assigning a new event time to response.
   // SourceTransformFn can be used only at source vertex by source data transformer.
-  rpc SourceTransformFn(SourceTransformRequest) returns (SourceTransformResponse);
+  rpc SourceTransformFn(stream SourceTransformRequest) returns (stream SourceTransformResponse);
 
   // IsReady is the heartbeat endpoint for gRPC.
   rpc IsReady(google.protobuf.Empty) returns (ReadyResponse);
 }
 
+/*
+ * Handshake message between client and server to indicate the start of transmission.
+ */
+ message Handshake {
+  // Required field indicating the start of transmission.
+  bool sot = 1;
+}
+
 /**
  * SourceTransformerRequest represents a request element.
  */
 message SourceTransformRequest {
-  repeated string keys = 1;
-  bytes value = 2;
-  google.protobuf.Timestamp event_time = 3;
-  google.protobuf.Timestamp watermark = 4;
-  map<string, string> headers = 5;
+  message Request {
+    repeated string keys = 1;
+    bytes value = 2;
+    google.protobuf.Timestamp event_time = 3;
+    google.protobuf.Timestamp watermark = 4;
+    map<string, string> headers = 5;
+    // This ID is used to uniquely identify a transform request
+    string id = 6;
+  }
+  Request request = 1;
+  optional Handshake handshake = 2;
 }
 
 /**
@@ -37,11 +51,15 @@ message SourceTransformResponse {
     repeated string tags = 4;
   }
   repeated Result results = 1;
+  // This ID is used to refer the responses to the request it corresponds to.
+  string id = 2;
+  // Handshake message between client and server to indicate the start of transmission.
+  optional Handshake handshake = 3;
 }
 
 /**
  * ReadyResponse is the health check result.
  */
 message ReadyResponse {
   bool ready = 1;
-}
+}

pynumaflow/proto/sourcetransformer/transform_pb2.pyi

@@ -13,37 +13,58 @@ from typing import (
 
 DESCRIPTOR: _descriptor.FileDescriptor
 
+class Handshake(_message.Message):
+    __slots__ = ("sot",)
+    SOT_FIELD_NUMBER: _ClassVar[int]
+    sot: bool
+    def __init__(self, sot: bool = ...) -> None: ...
+
 class SourceTransformRequest(_message.Message):
-    __slots__ = ("keys", "value", "event_time", "watermark", "headers")
+    __slots__ = ("request", "handshake")
+
+    class Request(_message.Message):
+        __slots__ = ("keys", "value", "event_time", "watermark", "headers", "id")
 
-    class HeadersEntry(_message.Message):
-        __slots__ = ("key", "value")
-        KEY_FIELD_NUMBER: _ClassVar[int]
+        class HeadersEntry(_message.Message):
+            __slots__ = ("key", "value")
+            KEY_FIELD_NUMBER: _ClassVar[int]
+            VALUE_FIELD_NUMBER: _ClassVar[int]
+            key: str
+            value: str
+            def __init__(self, key: _Optional[str] = ..., value: _Optional[str] = ...) -> None: ...
+        KEYS_FIELD_NUMBER: _ClassVar[int]
         VALUE_FIELD_NUMBER: _ClassVar[int]
-        key: str
-        value: str
-        def __init__(self, key: _Optional[str] = ..., value: _Optional[str] = ...) -> None: ...
-    KEYS_FIELD_NUMBER: _ClassVar[int]
-    VALUE_FIELD_NUMBER: _ClassVar[int]
-    EVENT_TIME_FIELD_NUMBER: _ClassVar[int]
-    WATERMARK_FIELD_NUMBER: _ClassVar[int]
-    HEADERS_FIELD_NUMBER: _ClassVar[int]
-    keys: _containers.RepeatedScalarFieldContainer[str]
-    value: bytes
-    event_time: _timestamp_pb2.Timestamp
-    watermark: _timestamp_pb2.Timestamp
-    headers: _containers.ScalarMap[str, str]
+        EVENT_TIME_FIELD_NUMBER: _ClassVar[int]
+        WATERMARK_FIELD_NUMBER: _ClassVar[int]
+        HEADERS_FIELD_NUMBER: _ClassVar[int]
+        ID_FIELD_NUMBER: _ClassVar[int]
+        keys: _containers.RepeatedScalarFieldContainer[str]
+        value: bytes
+        event_time: _timestamp_pb2.Timestamp
+        watermark: _timestamp_pb2.Timestamp
+        headers: _containers.ScalarMap[str, str]
+        id: str
+        def __init__(
+            self,
+            keys: _Optional[_Iterable[str]] = ...,
+            value: _Optional[bytes] = ...,
+            event_time: _Optional[_Union[_timestamp_pb2.Timestamp, _Mapping]] = ...,
+            watermark: _Optional[_Union[_timestamp_pb2.Timestamp, _Mapping]] = ...,
+            headers: _Optional[_Mapping[str, str]] = ...,
+            id: _Optional[str] = ...,
+        ) -> None: ...
+    REQUEST_FIELD_NUMBER: _ClassVar[int]
+    HANDSHAKE_FIELD_NUMBER: _ClassVar[int]
+    request: SourceTransformRequest.Request
+    handshake: Handshake
     def __init__(
         self,
-        keys: _Optional[_Iterable[str]] = ...,
-        value: _Optional[bytes] = ...,
-        event_time: _Optional[_Union[_timestamp_pb2.Timestamp, _Mapping]] = ...,
-        watermark: _Optional[_Union[_timestamp_pb2.Timestamp, _Mapping]] = ...,
-        headers: _Optional[_Mapping[str, str]] = ...,
+        request: _Optional[_Union[SourceTransformRequest.Request, _Mapping]] = ...,
+        handshake: _Optional[_Union[Handshake, _Mapping]] = ...,
     ) -> None: ...
 
 class SourceTransformResponse(_message.Message):
-    __slots__ = ("results",)
+    __slots__ = ("results", "id", "handshake")
 
     class Result(_message.Message):
         __slots__ = ("keys", "value", "event_time", "tags")
@@ -63,9 +84,16 @@ class SourceTransformResponse(_message.Message):
             tags: _Optional[_Iterable[str]] = ...,
         ) -> None: ...
     RESULTS_FIELD_NUMBER: _ClassVar[int]
+    ID_FIELD_NUMBER: _ClassVar[int]
+    HANDSHAKE_FIELD_NUMBER: _ClassVar[int]
     results: _containers.RepeatedCompositeFieldContainer[SourceTransformResponse.Result]
+    id: str
+    handshake: Handshake
     def __init__(
-        self, results: _Optional[_Iterable[_Union[SourceTransformResponse.Result, _Mapping]]] = ...
+        self,
+        results: _Optional[_Iterable[_Union[SourceTransformResponse.Result, _Mapping]]] = ...,
+        id: _Optional[str] = ...,
+        handshake: _Optional[_Union[Handshake, _Mapping]] = ...,
     ) -> None: ...
 
 class ReadyResponse(_message.Message):

pynumaflow/proto/sourcetransformer/transform_pb2_grpc.py

@@ -15,7 +15,7 @@ def __init__(self, channel):
         Args:
             channel: A grpc.Channel.
         """
-        self.SourceTransformFn = channel.unary_unary(
+        self.SourceTransformFn = channel.stream_stream(
             "/sourcetransformer.v1.SourceTransform/SourceTransformFn",
             request_serializer=transform__pb2.SourceTransformRequest.SerializeToString,
             response_deserializer=transform__pb2.SourceTransformResponse.FromString,
@@ -30,7 +30,7 @@ def __init__(self, channel):
 class SourceTransformServicer(object):
     """Missing associated documentation comment in .proto file."""
 
-    def SourceTransformFn(self, request, context):
+    def SourceTransformFn(self, request_iterator, context):
         """SourceTransformFn applies a function to each request element.
         In addition to map function, SourceTransformFn also supports assigning a new event time to response.
         SourceTransformFn can be used only at source vertex by source data transformer.
@@ -48,7 +48,7 @@ def IsReady(self, request, context):
 
 def add_SourceTransformServicer_to_server(servicer, server):
     rpc_method_handlers = {
-        "SourceTransformFn": grpc.unary_unary_rpc_method_handler(
+        "SourceTransformFn": grpc.stream_stream_rpc_method_handler(
             servicer.SourceTransformFn,
             request_deserializer=transform__pb2.SourceTransformRequest.FromString,
             response_serializer=transform__pb2.SourceTransformResponse.SerializeToString,
@@ -71,7 +71,7 @@ class SourceTransform(object):
 
     @staticmethod
     def SourceTransformFn(
-        request,
+        request_iterator,
         target,
         options=(),
         channel_credentials=None,
@@ -82,8 +82,8 @@ def SourceTransformFn(
         timeout=None,
         metadata=None,
     ):
-        return grpc.experimental.unary_unary(
-            request,
+        return grpc.experimental.stream_stream(
+            request_iterator,
             target,
             "/sourcetransformer.v1.SourceTransform/SourceTransformFn",
             transform__pb2.SourceTransformRequest.SerializeToString,

pynumaflow/sourcetransformer/multiproc_server.py

@@ -1,5 +1,5 @@
 from pynumaflow.info.types import ServerInfo, MINIMUM_NUMAFLOW_VERSION, ContainerType
-from pynumaflow.sourcetransformer.servicer.server import SourceTransformServicer
+from pynumaflow.sourcetransformer.servicer._servicer import SourceTransformServicer
 
 from pynumaflow.shared.server import start_multiproc_server
 

pynumaflow/sourcetransformer/server.py

@@ -11,7 +11,7 @@
 from pynumaflow.shared import NumaflowServer
 from pynumaflow.shared.server import sync_server_start
 from pynumaflow.sourcetransformer._dtypes import SourceTransformCallable
-from pynumaflow.sourcetransformer.servicer.server import SourceTransformServicer
+from pynumaflow.sourcetransformer.servicer._servicer import SourceTransformServicer
 
 
 class SourceTransformServer(NumaflowServer):