diff --git a/executor/engine/job/process.py b/executor/engine/job/process.py
index 31f0963..0ed3e1b 100644
--- a/executor/engine/job/process.py
+++ b/executor/engine/job/process.py
@@ -1,9 +1,11 @@
 import asyncio
 import functools
+import inspect
 
 from loky.process_executor import ProcessPoolExecutor
 
 from .base import Job
+from .utils import _gen_initializer, GeneratorWrapper
 
 
 class ProcessJob(Job):
@@ -43,11 +45,16 @@ def release_resource(self) -> bool:
 
     async def run(self):
         """Run job in process pool."""
-        self._executor = ProcessPoolExecutor(1)
-        loop = asyncio.get_running_loop()
-        func = functools.partial(self.func, **self.kwargs)
-        fut = loop.run_in_executor(self._executor, func, *self.args)
-        result = await fut
+        func = functools.partial(self.func, *self.args, **self.kwargs)
+        if (inspect.isgeneratorfunction(self.func)
+            or inspect.isasyncgenfunction(self.func)):
+            self._executor = ProcessPoolExecutor(1, initializer=_gen_initializer, initargs=(func,))
+            result = GeneratorWrapper(self)
+        else:
+            self._executor = ProcessPoolExecutor(1)
+            loop = asyncio.get_running_loop()
+            fut = loop.run_in_executor(self._executor, func)
+            result = await fut
         return result
 
     async def cancel(self):
diff --git a/executor/engine/job/utils.py b/executor/engine/job/utils.py
index 0eb935e..73e992a 100644
--- a/executor/engine/job/utils.py
+++ b/executor/engine/job/utils.py
@@ -1,4 +1,5 @@
 import typing as T
+import asyncio
 from datetime import datetime
 
 from ..utils import CheckAttrRange, ExecutorError
@@ -34,3 +35,41 @@ def __init__(self, job: "Job", valid_status: T.List[JobStatusType]):
         super().__init__(
             f"Invalid state: {job} is in {job.status} state, "
             f"but should be in {valid_status} state.")
+
+
+_T = T.TypeVar("_T")
+
+def _gen_initializer(gen_func, args=tuple(), kwargs={}):
+    global _generator
+    _generator = gen_func(*args, **kwargs)
+
+
+def _gen_next():
+    global _generator
+    return next(_generator)
+
+
+def _gen_anext():
+    global _generator
+    return asyncio.run(_generator.__anext__())
+
+
+class GeneratorWrapper(T.Generic[_T]):
+    """
+    wrap a generator in executor pool
+    """
+    def __init__(self, job: "Job"):
+        self._job = job
+
+    def __iter__(self):
+        return self
+
+    def __next__(self) -> _T:
+        return self._job._executor.submit(_gen_next).result()
+
+    def __aiter__(self):
+        return self
+
+    async def __anext__(self) -> _T:
+        fut = self._job._executor.submit(_gen_anext)
+        return (await asyncio.wrap_future(fut))