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Framework reference Map | Filter | FlatMap | KeyBy | Process | Join | MultiJoin | Delay | Case

Operator functions

Operator contracts invoked by generated Python streams. Implement only the contract selected by the stream type in the designer.

When to use

Use this page while implementing a generated business function or endpoint handler.

Behavior

  • Every invocation receives the current stream and input value; runtimes with explicit message contexts also pass the context separately.
  • Emission is explicit. Returning from Map, FlatMap, KeyBy, or Process without using an output intentionally produces no downstream value.
  • Process has separate normal and error outputs. Throwing or returning a runtime error is not a substitute for intentionally emitting the graph error type.
  • Join inputs are already grouped by key and retained by the configured join storage before the user callback runs.

Streams without a user callback

Input, Sink, Merge, Split, FlatMap Iterable, Cycle Link, Error, and individual When branches are primarily graph/runtime nodes. Their behavior is generated from topology and configuration; they do not all require a custom operator implementation.

Output and error semantics

Normal output follows persisted graph links. A Process error output follows the dedicated Error link. A callback can emit more than once unless the selected stream contract or downstream protocol imposes a stricter rule.

Operator contracts

User-facing methods selected by generated stream wiring.

Type or methodRoleDescription
MapFunction[T, R].map(stream, value, out)Async Protocol

Transforms one input value and emits the resulting value through the normal output.

FilterFunction[T].filter(stream, value) -> boolAsync Protocol

Returns whether the current value should continue to downstream streams.

FlatMapFunction[T, R].flatmap(stream, value, out)Async Protocol

Emits zero, one, or many output values for one input value.

KeyByFunction[T, K, V].key_by(stream, value, out)Async Protocol

Creates a key/value pair used by keyed operators and join storage.

ProcessFunction[T, R, E].process(stream, value, out, err_out)Async Protocol

Runs general business logic with independent normal and error outputs.

JoinFunction[K, T1, T2, R].join(stream, key, left_values, right_values, out) -> boolAsync Protocol

Receives the current key and the buffered values from the left and right inputs, emits results, and returns the framework completion decision for that key.

MultiJoinFunction[K, T, R].multi_join(stream, key, values, out) -> boolAsync Protocol

Receives the current key and one buffered value collection per input, emits results, and returns the framework completion decision for that key.

DelayFunction[T].duration / delay_errorAsync Protocol

Calculates how long the value should wait; the paired error method decides what to emit when scheduling the delay fails.

BuildSwitchFunction[T].build_switch(stream, when_items)Case routing

Builds the runtime selector used by a Case stream to choose one of its typed When branches.

Generated extension pattern

async def process(self, stream, value, out, err_out) -> None:
    await out.out(value)