diff --git a/docs/docs/module_guides/workflow/index.md b/docs/docs/module_guides/workflow/index.md
index 3b1f0d7693b0369f09e924e2a23daddb054004ba..ecdc30339b9fd02c3b0818162763255437ae4976 100644
--- a/docs/docs/module_guides/workflow/index.md
+++ b/docs/docs/module_guides/workflow/index.md
@@ -428,18 +428,20 @@ final_result = await handler
Workflows have built-in utilities for stepwise execution, allowing you to control execution and debug state as things progress.
```python
-w = JokeFlow(...)
-
-# Kick off the workflow
-handler = w.run(topic="Pirates")
-
-# Iterate until done
-async for _ in handler:
- # inspect context
- # val = await handler.ctx.get("key")
- continue
-
-# Get the final result
+# Create a workflow, same as usual
+w = JokeFlow()
+# Get the handler. Passing `stepwise=True` will block execution, waiting for manual intervention
+handler = workflow.run(stepwise=True)
+# Each time we call `run_step`, the workflow will advance and return the Event
+# that was produced in the last step. This event needs to be manually propagated
+# for the workflow to keep going (we assign it to `ev` with the := operator).
+while ev := await handler.run_step():
+ # If we're here, it means there's an event we need to propagate,
+ # let's do it with `send_event`
+ handler.ctx.send_event(ev)
+
+# If we're here, it means the workflow execution completed, and
+# we can now access the final result.
result = await handler
```
diff --git a/llama-index-core/llama_index/core/workflow/context.py b/llama-index-core/llama_index/core/workflow/context.py
index 5c838af536113a8d562b1f27ef685ffc266ef0a0..0e964bc38af84c6d13d59f2105dd72da4fad0bd6 100644
--- a/llama-index-core/llama_index/core/workflow/context.py
+++ b/llama-index-core/llama_index/core/workflow/context.py
@@ -53,7 +53,13 @@ class Context:
)
self._accepted_events: List[Tuple[str, str]] = []
self._retval: Any = None
+ # Map the step names that were executed to a list of events they received.
+ # This will be serialized, and is needed to resume a Workflow run passing
+ # an existing context.
self._in_progress: Dict[str, List[Event]] = defaultdict(list)
+ # Keep track of the steps currently running. This is only valid when a
+ # workflow is running and won't be serialized.
+ self._currently_running_steps: Set[str] = set()
# Streaming machinery
self._streaming_queue: asyncio.Queue = asyncio.Queue()
# Global data storage
@@ -199,6 +205,18 @@ class Context:
events = [e for e in self._in_progress[name] if e != ev]
self._in_progress[name] = events
+ async def add_running_step(self, name: str) -> None:
+ async with self.lock:
+ self._currently_running_steps.add(name)
+
+ async def remove_running_step(self, name: str) -> None:
+ async with self.lock:
+ self._currently_running_steps.remove(name)
+
+ async def running_steps(self) -> List[str]:
+ async with self.lock:
+ return list(self._currently_running_steps)
+
async def get(self, key: str, default: Optional[Any] = Ellipsis) -> Any:
"""Get the value corresponding to `key` from the Context.
diff --git a/llama-index-core/llama_index/core/workflow/events.py b/llama-index-core/llama_index/core/workflow/events.py
index 2b02a88e1b3b586e37180bc04364a47ebeed2c09..1a7e3990b2991f31519eda1fde1c2116ff0f51d8 100644
--- a/llama-index-core/llama_index/core/workflow/events.py
+++ b/llama-index-core/llama_index/core/workflow/events.py
@@ -124,6 +124,10 @@ class Event(BaseModel):
def dict(self, *args: Any, **kwargs: Any) -> Dict[str, Any]:
return self._data
+ def __bool__(self) -> bool:
+ """Make test `if event:` pass on Event instances."""
+ return True
+
@model_serializer(mode="wrap")
def custom_model_dump(self, handler: Any) -> Dict[str, Any]:
data = handler(self)
diff --git a/llama-index-core/llama_index/core/workflow/handler.py b/llama-index-core/llama_index/core/workflow/handler.py
index 98ed3f4c7b9e5a3e761db7a4ba09918993896127..5ac18b1e710d390be8e0426e76df6df8d659f9ee 100644
--- a/llama-index-core/llama_index/core/workflow/handler.py
+++ b/llama-index-core/llama_index/core/workflow/handler.py
@@ -2,8 +2,10 @@ import asyncio
from typing import Any, AsyncGenerator, Optional
from llama_index.core.workflow.context import Context
-from llama_index.core.workflow.events import Event, StopEvent
from llama_index.core.workflow.errors import WorkflowDone
+from llama_index.core.workflow.events import Event, StopEvent
+
+from .utils import BUSY_WAIT_DELAY
class WorkflowHandler(asyncio.Future):
@@ -12,7 +14,7 @@ class WorkflowHandler(asyncio.Future):
*args: Any,
ctx: Optional[Context] = None,
run_id: Optional[str] = None,
- **kwargs: Any
+ **kwargs: Any,
) -> None:
super().__init__(*args, **kwargs)
self.run_id = run_id
@@ -79,7 +81,7 @@ class WorkflowHandler(asyncio.Future):
we_done = True
e = t.exception()
- if type(e) != WorkflowDone:
+ if type(e) is not WorkflowDone:
exception_raised = e
if we_done:
@@ -96,7 +98,14 @@ class WorkflowHandler(asyncio.Future):
if not self.done():
self.set_result(self.ctx.get_result())
- else: # continue with running next step
+ else:
+ # Continue with running next step. Make sure we wait for the
+ # step function to return before proceeding.
+ in_progress = len(await self.ctx.running_steps())
+ while in_progress:
+ await asyncio.sleep(BUSY_WAIT_DELAY)
+ in_progress = len(await self.ctx.running_steps())
+
# notify unblocked task that we're ready to accept next event
async with self.ctx._step_condition:
self.ctx._step_condition.notify()
diff --git a/llama-index-core/llama_index/core/workflow/utils.py b/llama-index-core/llama_index/core/workflow/utils.py
index 34eb3a1106bca33a1746a0503f1df9ea1c34090c..1d8243b71e9291a56e6a08cf3441b0777ec967ea 100644
--- a/llama-index-core/llama_index/core/workflow/utils.py
+++ b/llama-index-core/llama_index/core/workflow/utils.py
@@ -1,14 +1,14 @@
import inspect
from importlib import import_module
from typing import (
- get_args,
- get_origin,
Any,
+ Callable,
+ Dict,
List,
Optional,
Union,
- Callable,
- Dict,
+ get_args,
+ get_origin,
get_type_hints,
)
@@ -20,8 +20,10 @@ except ImportError: # pragma: no cover
from llama_index.core.bridge.pydantic import BaseModel, ConfigDict
-from .events import Event, EventType
from .errors import WorkflowValidationError
+from .events import Event, EventType
+
+BUSY_WAIT_DELAY = 0.01
class ServiceDefinition(BaseModel):
diff --git a/llama-index-core/llama_index/core/workflow/workflow.py b/llama-index-core/llama_index/core/workflow/workflow.py
index 5c9a3d86ee5c666d5b9f4b2efd8533feb8fe7f75..bf4c322868627ee4af15702f067704f414c01279 100644
--- a/llama-index-core/llama_index/core/workflow/workflow.py
+++ b/llama-index-core/llama_index/core/workflow/workflow.py
@@ -266,6 +266,7 @@ class Workflow(metaclass=WorkflowMeta):
attempts = 0
while True:
await ctx.mark_in_progress(name=name, ev=ev)
+ await ctx.add_running_step(name)
try:
new_ev = await instrumented_step(**kwargs)
break # exit the retrying loop
@@ -293,6 +294,8 @@ class Workflow(metaclass=WorkflowMeta):
f"Step {name} produced an error, retry in {delay} seconds"
)
await asyncio.sleep(delay)
+ finally:
+ await ctx.remove_running_step(name)
else:
try:
diff --git a/llama-index-core/tests/workflow/test_stepwise.py b/llama-index-core/tests/workflow/test_stepwise.py
new file mode 100644
index 0000000000000000000000000000000000000000..13e415944e171ac990bfc8389aa167dc6a0f769c
--- /dev/null
+++ b/llama-index-core/tests/workflow/test_stepwise.py
@@ -0,0 +1,33 @@
+import asyncio
+
+import pytest
+from llama_index.core.workflow.decorators import step
+from llama_index.core.workflow.events import Event, StartEvent, StopEvent
+from llama_index.core.workflow.workflow import Workflow
+
+
+class IntermediateEvent(Event):
+ value: int
+
+
+class StepWorkflow(Workflow):
+ @step
+ async def step1(self, ev: StartEvent) -> IntermediateEvent:
+ await asyncio.sleep(0.1)
+ return IntermediateEvent(value=21)
+
+ @step
+ async def step2(self, ev: IntermediateEvent) -> StopEvent:
+ await asyncio.sleep(0.1)
+ return StopEvent(result=ev.value * 2)
+
+
+@pytest.mark.asyncio()
+async def test_simple_stepwise():
+ workflow = StepWorkflow()
+ handler = workflow.run(stepwise=True)
+ while ev := await handler.run_step():
+ handler.ctx.send_event(ev) # type: ignore
+
+ result = await handler
+ assert result == 42