Support custom wait functions in RetryInvoker

src/py/flwr/client/app.py

@@ -397,7 +397,7 @@ def _load_client_app() -> ClientApp:
     )
 
     retry_invoker = RetryInvoker(
-        wait_factory=exponential,
+        wait_gen_factory=exponential,
         recoverable_exceptions=connection_error_type,
         max_tries=max_retries,
         max_time=max_wait_time,

src/py/flwr/client/grpc_client/connection_test.py

@@ -132,7 +132,7 @@ def run_client() -> int:
             server_address=f"[::]:{port}",
             insecure=True,
             retry_invoker=RetryInvoker(
-                wait_factory=exponential,
+                wait_gen_factory=exponential,
                 recoverable_exceptions=grpc.RpcError,
                 max_tries=1,
                 max_time=None,

src/py/flwr/common/retry_invoker.py

@@ -107,7 +107,7 @@ class RetryInvoker:
 
     Parameters
     ----------
-    wait_factory: Callable[[], Generator[float, None, None]]
+    wait_gen_factory: Callable[[], Generator[float, None, None]]
         A generator yielding successive wait times in seconds. If the generator
         is finite, the giveup event will be triggered when the generator raises
         `StopIteration`.
@@ -129,19 +129,26 @@ class RetryInvoker:
         data class object detailing the invocation.
     on_giveup: Optional[Callable[[RetryState], None]] (default: None)
         A callable to be executed in the event that `max_tries` or `max_time` is
-        exceeded, `should_giveup` returns True, or `wait_factory()` generator raises
+        exceeded, `should_giveup` returns True, or `wait_gen_factory()` generator raises
         `StopInteration`. The parameter is a data class object detailing the
         invocation.
     jitter: Optional[Callable[[float], float]] (default: full_jitter)
-        A function of the value yielded by `wait_factory()` returning the actual time
-        to wait. This function helps distribute wait times stochastically to avoid
+        A function of the value yielded by `wait_gen_factory()` returning the actual
+        time to wait. This function helps distribute wait times stochastically to avoid
         timing collisions across concurrent clients. Wait times are jittered by
         default using the `full_jitter` function. To disable jittering, pass
         `jitter=None`.
     should_giveup: Optional[Callable[[Exception], bool]] (default: None)
         A function accepting an exception instance, returning whether or not
         to give up prematurely before other give-up conditions are evaluated.
         If set to None, the strategy is to never give up prematurely.
+    wait_function: Optional[Callable[[float], None]] (default: None)
+        A function that defines how to wait between retry attempts. It accepts
+        one argument, the wait time in seconds, allowing the use of various waiting
+        mechanisms (e.g., asynchronous waits or event-based synchronization) suitable
+        for different execution environments. If set to `None`, the `wait_function`
+        defaults to `time.sleep`, which is ideal for synchronous operations. Custom
+        functions should manage execution flow to prevent blocking or interference.
 
     Examples
     --------
@@ -159,7 +166,7 @@ class RetryInvoker:
     # pylint: disable-next=too-many-arguments
     def __init__(
         self,
-        wait_factory: Callable[[], Generator[float, None, None]],
+        wait_gen_factory: Callable[[], Generator[float, None, None]],
         recoverable_exceptions: Union[Type[Exception], Tuple[Type[Exception], ...]],
         max_tries: Optional[int],
         max_time: Optional[float],
@@ -169,8 +176,9 @@ def __init__(
         on_giveup: Optional[Callable[[RetryState], None]] = None,
         jitter: Optional[Callable[[float], float]] = full_jitter,
         should_giveup: Optional[Callable[[Exception], bool]] = None,
+        wait_function: Optional[Callable[[float], None]] = None,
     ) -> None:
-        self.wait_factory = wait_factory
+        self.wait_gen_factory = wait_gen_factory
         self.recoverable_exceptions = recoverable_exceptions
         self.max_tries = max_tries
         self.max_time = max_time
@@ -179,6 +187,9 @@ def __init__(
         self.on_giveup = on_giveup
         self.jitter = jitter
         self.should_giveup = should_giveup
+        if wait_function is None:
+            wait_function = time.sleep
+        self.wait_function = wait_function
 
     # pylint: disable-next=too-many-locals
     def invoke(
@@ -212,13 +223,13 @@ def invoke(
         Raises
         ------
         Exception
-            If the number of tries exceeds `max_tries`, if the total time
-            exceeds `max_time`, if `wait_factory()` generator raises `StopInteration`,
+            If the number of tries exceeds `max_tries`, if the total time exceeds
+            `max_time`, if `wait_gen_factory()` generator raises `StopInteration`,
             or if the `should_giveup` returns True for a raised exception.
 
         Notes
         -----
-        The time between retries is determined by the provided `wait_factory()`
+        The time between retries is determined by the provided `wait_gen_factory()`
         generator and can optionally be jittered using the `jitter` function.
         The recoverable exceptions that trigger a retry, as well as conditions to
         stop retries, are also determined by the class's initialization parameters.
@@ -231,13 +242,13 @@ def try_call_event_handler(
                 handler(cast(RetryState, ref_state[0]))
 
         try_cnt = 0
-        wait_generator = self.wait_factory()
-        start = time.time()
+        wait_generator = self.wait_gen_factory()
+        start = time.monotonic()
         ref_state: List[Optional[RetryState]] = [None]
 
         while True:
             try_cnt += 1
-            elapsed_time = time.time() - start
+            elapsed_time = time.monotonic() - start
             state = RetryState(
                 target=target,
                 args=args,
@@ -282,7 +293,7 @@ def giveup_check(_exception: Exception) -> bool:
                 try_call_event_handler(self.on_backoff)
 
                 # Sleep
-                time.sleep(wait_time)
+                self.wait_function(state.actual_wait)
             else:
                 # Trigger success event
                 try_call_event_handler(self.on_success)

src/py/flwr/common/retry_invoker_test.py

@@ -35,8 +35,8 @@ def failing_function() -> None:
 
 @pytest.fixture(name="mock_time")
 def fixture_mock_time() -> Generator[MagicMock, None, None]:
-    """Mock time.time for controlled testing."""
-    with patch("time.time") as mock_time:
+    """Mock time.monotonic for controlled testing."""
+    with patch("time.monotonic") as mock_time:
         yield mock_time