diff --git a/dpipe/__version__.py b/dpipe/__version__.py
index e1424ed..73e3bb4 100644
--- a/dpipe/__version__.py
+++ b/dpipe/__version__.py
@@ -1 +1 @@
-__version__ = '0.3.1'
+__version__ = '0.3.2'
diff --git a/dpipe/itertools.py b/dpipe/itertools.py
index 0c15759..5edd35d 100644
--- a/dpipe/itertools.py
+++ b/dpipe/itertools.py
@@ -113,10 +113,6 @@ def pmap(func: Callable, iterable: Iterable, *args, **kwargs) -> Iterable:
         yield func(value, *args, **kwargs)
 
 
-class FinishToken:
-    pass
-
-
 class AsyncPmap:
     def __init__(self, func: Callable, iterable: Iterable, *args, **kwargs) -> None:
         self.__func = func
@@ -129,24 +125,38 @@ def __init__(self, func: Callable, iterable: Iterable, *args, **kwargs) -> None:
         self.__working_thread = Thread(
             target = self._prediction_func
         )
+        self.__exhausted = False
 
     def start(self) -> None:
         self.__working_thread.start()
 
+    def stop(self) -> None:
+        self.__working_thread.join()
+        assert not self.__working_thread.is_alive()
+        self.__exhausted = True
+
     def _prediction_func(self) -> None:
-        for value in self.__iterable:
-            self.__result_queue.put(self.__func(value, *self.__args, **self.__kwargs))
-        self.__result_queue.put(FinishToken)
+        try:
+            for value in self.__iterable:
+                self.__result_queue.put((self.__func(value, *self.__args, **self.__kwargs), True))
+            raise StopIteration
+        except BaseException as e:
+            self.__result_queue.put((e, False))
+
 
     def __iter__(self):
         return self
 
     def __next__(self) -> Any:
-        obj = self.__result_queue.get()
-        if obj is FinishToken:
-            self.__working_thread.join()
-            assert not self.__working_thread.is_alive()
+        if self.__exhausted:
             raise StopIteration
+
+        obj, success = self.__result_queue.get()
+
+        if not success:
+            self.stop()
+            raise obj
+
         return obj
 
 
diff --git a/tests/test_itertools.py b/tests/test_itertools.py
index 5a9d651..87c85de 100644
--- a/tests/test_itertools.py
+++ b/tests/test_itertools.py
@@ -75,3 +75,34 @@ def test_async_pmap(self):
             assert foo(i) == next(async_results)
         with self.assertRaises(StopIteration):
             next(async_results)
+
+    def test_async_pmap_exception(self):
+        exc = ValueError("I shouldn't be raised")
+        def return_exception_func(x):
+            return exc
+        def raise_exception_func(x):
+            raise ValueError
+
+        iterable = range(1)
+
+        raised_asyncpmap = AsyncPmap(raise_exception_func, iterable)
+        returned_asyncpmap = AsyncPmap(return_exception_func, iterable)
+
+        raised_asyncpmap.start()
+        returned_asyncpmap.start()
+
+        with self.assertRaises(ValueError):
+            out = next(raised_asyncpmap)
+
+        assert next(returned_asyncpmap) == exc
+
+    def test_async_pmap_stopiteration(self):
+        iterable = range(1)
+        async_results = AsyncPmap(lambda x: x, iterable)
+        async_results.start()
+
+        next(async_results)
+        with self.assertRaises(StopIteration):
+            out = next(async_results)
+        with self.assertRaises(StopIteration):
+            out = next(async_results)