From 1b6145a93efff1040d20242dbf8614c72e9754c1 Mon Sep 17 00:00:00 2001 From: Nathan Glass Date: Wed, 16 Apr 2025 08:11:01 -0700 Subject: [PATCH 01/68] Add a sample that uses a workflow to lock resources (#172) * Add a sample resource locking workflow * Fix a code snippet in README.md * Clean up imports, exercise continue_as_new behavior * Rename the workflows for clarity, improve README * Remove spurious logging comment * poe format * poe lint * Borrow the random signal name trick from other samples * Simplify allocation algorithm * Add 'async with' syntactic sugar * Update readme * poe lint/fmt * Add a test * method rename * renames * type hints for all returns * handle substantive PR feedback * clean up imports * PR feedback (no move yet) * Move the resource pool client * Handle assignment signal failures * format/lint * PR feedback (move resource_pool_workflow, misc factoring) --- resource_pool/README.md | 48 ++++++ resource_pool/__init__.py | 0 resource_pool/pool_client/__init__.py | 2 + .../pool_client/resource_pool_client.py | 101 ++++++++++++ .../pool_client/resource_pool_workflow.py | 149 ++++++++++++++++++ resource_pool/resource_user_workflow.py | 88 +++++++++++ resource_pool/shared.py | 31 ++++ resource_pool/starter.py | 66 ++++++++ resource_pool/worker.py | 31 ++++ tests/resource_pool/__init__.py | 0 tests/resource_pool/workflow_test.py | 120 ++++++++++++++ 11 files changed, 636 insertions(+) create mode 100644 resource_pool/README.md create mode 100644 resource_pool/__init__.py create mode 100644 resource_pool/pool_client/__init__.py create mode 100644 resource_pool/pool_client/resource_pool_client.py create mode 100644 resource_pool/pool_client/resource_pool_workflow.py create mode 100644 resource_pool/resource_user_workflow.py create mode 100644 resource_pool/shared.py create mode 100644 resource_pool/starter.py create mode 100644 resource_pool/worker.py create mode 100644 tests/resource_pool/__init__.py create mode 100644 tests/resource_pool/workflow_test.py diff --git a/resource_pool/README.md b/resource_pool/README.md new file mode 100644 index 00000000..143de0f3 --- /dev/null +++ b/resource_pool/README.md @@ -0,0 +1,48 @@ +# Resource Pool Sample + +This sample shows how to use a long-lived `ResourcePoolWorkflow` to allocate `resources` to `ResourceUserWorkflows`. +Each `ResourceUserWorkflow` runs several activities while it has ownership of a resource. Note that +`ResourcePoolWorkflow` is making resource allocation decisions based on in-memory state. + +Run the following from this directory to start the worker: + + uv run worker.py + +This will start the worker. Then, in another terminal, run the following to execute several `ResourceUserWorkflows`. + + uv run starter.py + +You should see output indicating that the `ResourcePoolWorkflow` serialized access to each resource. + +You can query the set of current resource resource holders with: + + tctl wf query -w resource_pool --qt get_current_holders + +# Other approaches + +There are simpler ways to manage concurrent access to resources. Consider using resource-specific workers/task queues, +and limiting the number of activity slots on the workers. The golang SDK also [sessions](https://docs.temporal.io/develop/go/sessions) +that allow workflows to pin themselves to workers. + +The technique in this sample is capable of more complex resource allocation than the options above, but it doesn't scale +as well. Specifically, it can: +- Manage access to a set of resources that is decoupled from the set of workers and task queues +- Run arbitrary code to place workloads on resources as they become available + +# Caveats + +This sample uses true locking (not leasing!) to avoid complexity and scaling concerns associated with heartbeating via +signals. Locking carries a risk where failure to unlock permanently removing a resource from the pool. However, with +Temporal's durable execution guarantees, this can only happen if: + +- A ResourceUserWorkflows times out (prohibited in the sample code) +- An operator terminates a ResourceUserWorkflows. (Temporal recommends canceling workflows instead of terminating them whenever possible.) +- You shut down your workers and never restart them (unhandled, but irrelevant) + +If a leak were to happen, you could discover the identity of the leaker using the query above, then: + + tctl wf signal -w resource_pool --name release_resource --input '{ "release_key": "" } + +Performance: A single ResourcePoolWorkflow scales to tens, but not hundreds, of request/release events per second. It is +best suited for allocating resources to long-running workflows. Actual performance will depend on your temporal server's +persistence layer. \ No newline at end of file diff --git a/resource_pool/__init__.py b/resource_pool/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/resource_pool/pool_client/__init__.py b/resource_pool/pool_client/__init__.py new file mode 100644 index 00000000..b8471d8a --- /dev/null +++ b/resource_pool/pool_client/__init__.py @@ -0,0 +1,2 @@ +from .resource_pool_client import ResourcePoolClient +from .resource_pool_workflow import ResourcePoolWorkflow diff --git a/resource_pool/pool_client/resource_pool_client.py b/resource_pool/pool_client/resource_pool_client.py new file mode 100644 index 00000000..b7183afa --- /dev/null +++ b/resource_pool/pool_client/resource_pool_client.py @@ -0,0 +1,101 @@ +from contextlib import asynccontextmanager +from datetime import timedelta +from typing import AsyncGenerator, Optional + +from temporalio import workflow + +from resource_pool.pool_client.resource_pool_workflow import ResourcePoolWorkflow +from resource_pool.shared import ( + AcquiredResource, + AcquireRequest, + AcquireResponse, + DetachedResource, +) + + +# Use this class in workflow code that that needs to run on locked resources. +class ResourcePoolClient: + def __init__(self, pool_workflow_id: str) -> None: + self.pool_workflow_id = pool_workflow_id + self.acquired_resources: list[AcquiredResource] = [] + + signal_name = f"assign_resource_{self.pool_workflow_id}" + if workflow.get_signal_handler(signal_name) is None: + workflow.set_signal_handler(signal_name, self._handle_acquire_response) + else: + raise RuntimeError( + f"{signal_name} already registered - if you use multiple ResourcePoolClients within the " + f"same workflow, they must use different pool_workflow_ids" + ) + + def _handle_acquire_response(self, response: AcquireResponse) -> None: + self.acquired_resources.append( + AcquiredResource( + resource=response.resource, release_key=response.release_key + ) + ) + + async def _send_acquire_signal(self) -> None: + await workflow.get_external_workflow_handle_for( + ResourcePoolWorkflow.run, self.pool_workflow_id + ).signal("acquire_resource", AcquireRequest(workflow.info().workflow_id)) + + async def _send_release_signal(self, acquired_resource: AcquiredResource) -> None: + await workflow.get_external_workflow_handle_for( + ResourcePoolWorkflow.run, self.pool_workflow_id + ).signal( + "release_resource", + AcquireResponse( + resource=acquired_resource.resource, + release_key=acquired_resource.release_key, + ), + ) + + @asynccontextmanager + async def acquire_resource( + self, + *, + reattach: Optional[DetachedResource] = None, + max_wait_time: timedelta = timedelta(minutes=5), + ) -> AsyncGenerator[AcquiredResource, None]: + _warn_when_workflow_has_timeouts() + + if reattach is None: + await self._send_acquire_signal() + await workflow.wait_condition( + lambda: len(self.acquired_resources) > 0, timeout=max_wait_time + ) + resource = self.acquired_resources.pop(0) + else: + resource = AcquiredResource( + resource=reattach.resource, release_key=reattach.release_key + ) + + # Can't happen, but the typechecker doesn't know about workflow.wait_condition + if resource is None: + raise RuntimeError("resource was None when it can't be") + + # During the yield, the calling workflow owns the resource. Note that this is a lock, not a lease! Our + # finally block will release the resource if an activity fails. This is why we asserted the lack of + # workflow-level timeouts above - the finally block wouldn't run if there was a timeout. + try: + yield resource + finally: + if not resource.detached: + await self._send_release_signal(resource) + + +def _warn_when_workflow_has_timeouts() -> None: + def has_timeout(timeout: Optional[timedelta]) -> bool: + # After continue_as_new, timeouts are 0, even if they were None before continue_as_new (and were not set in the + # continue_as_new call). + return timeout is not None and timeout > timedelta(0) + + if has_timeout(workflow.info().run_timeout): + workflow.logger.warning( + f"ResourceLockingWorkflow cannot have a run_timeout (found {workflow.info().run_timeout}) - this will leak locks" + ) + if has_timeout(workflow.info().execution_timeout): + workflow.logger.warning( + f"ResourceLockingWorkflow cannot have an execution_timeout (found {workflow.info().execution_timeout}) - this will leak locks" + ) diff --git a/resource_pool/pool_client/resource_pool_workflow.py b/resource_pool/pool_client/resource_pool_workflow.py new file mode 100644 index 00000000..2321f82d --- /dev/null +++ b/resource_pool/pool_client/resource_pool_workflow.py @@ -0,0 +1,149 @@ +from dataclasses import dataclass +from typing import Optional + +from temporalio import workflow +from temporalio.exceptions import ApplicationError + +from resource_pool.shared import AcquireRequest, AcquireResponse + + +# Internal to this workflow, we'll associate randomly generated release signal names with each acquire request. +@dataclass +class InternalAcquireRequest(AcquireRequest): + release_signal: Optional[str] + + +@dataclass +class ResourcePoolWorkflowInput: + # Key is resource, value is current holder of the resource (None if not held) + resources: dict[str, Optional[InternalAcquireRequest]] + waiters: list[InternalAcquireRequest] + + +@workflow.defn +class ResourcePoolWorkflow: + @workflow.init + def __init__(self, input: ResourcePoolWorkflowInput) -> None: + self.resources = input.resources + self.waiters = input.waiters + self.release_key_to_resource: dict[str, str] = {} + + for resource, holder in self.resources.items(): + if holder is not None and holder.release_signal is not None: + self.release_key_to_resource[holder.release_signal] = resource + + @workflow.signal + async def add_resources(self, resources: list[str]) -> None: + for resource in resources: + if resource in self.resources: + workflow.logger.warning( + f"Ignoring attempt to add already-existing resource: {resource}" + ) + else: + self.resources[resource] = None + + @workflow.signal + async def acquire_resource(self, request: AcquireRequest) -> None: + self.waiters.append( + InternalAcquireRequest(workflow_id=request.workflow_id, release_signal=None) + ) + workflow.logger.info( + f"workflow_id={request.workflow_id} is waiting for a resource" + ) + + @workflow.signal + async def release_resource(self, acquire_response: AcquireResponse) -> None: + release_key = acquire_response.release_key + resource = self.release_key_to_resource.get(release_key) + if resource is None: + workflow.logger.warning(f"Ignoring unknown release_key: {release_key}") + return + + holder = self.resources[resource] + if holder is None: + workflow.logger.warning( + f"Ignoring request to release resource that is not held: {resource}" + ) + return + + # Remove the current holder + workflow.logger.info( + f"workflow_id={holder.workflow_id} released resource {resource}" + ) + self.resources[resource] = None + del self.release_key_to_resource[release_key] + + @workflow.query + def get_current_holders(self) -> dict[str, Optional[InternalAcquireRequest]]: + return self.resources + + async def assign_resource( + self, resource: str, internal_request: InternalAcquireRequest + ) -> None: + workflow.logger.info( + f"workflow_id={internal_request.workflow_id} acquired resource {resource}" + ) + + requester = workflow.get_external_workflow_handle(internal_request.workflow_id) + try: + release_signal = str(workflow.uuid4()) + await requester.signal( + f"assign_resource_{workflow.info().workflow_id}", + AcquireResponse(release_key=release_signal, resource=resource), + ) + + internal_request.release_signal = release_signal + self.resources[resource] = internal_request + self.release_key_to_resource[release_signal] = resource + except ApplicationError as e: + if e.type == "ExternalWorkflowExecutionNotFound": + workflow.logger.info( + f"Could not assign resource {resource} to {internal_request.workflow_id}: {e.message}" + ) + else: + raise e + + async def assign_next_resource(self) -> bool: + if len(self.waiters) == 0: + return False + + next_free_resource = self.get_free_resource() + if next_free_resource is None: + return False + + next_waiter = self.waiters.pop(0) + await self.assign_resource(next_free_resource, next_waiter) + return True + + def get_free_resource(self) -> Optional[str]: + return next( + (resource for resource, holder in self.resources.items() if holder is None), + None, + ) + + def can_assign_resource(self) -> bool: + return len(self.waiters) > 0 and self.get_free_resource() is not None + + def should_continue_as_new(self) -> bool: + return ( + workflow.info().is_continue_as_new_suggested() + and workflow.all_handlers_finished() + ) + + @workflow.run + async def run(self, _: ResourcePoolWorkflowInput) -> None: + while True: + await workflow.wait_condition( + lambda: self.can_assign_resource() or self.should_continue_as_new() + ) + + if await self.assign_next_resource(): + continue + + if self.should_continue_as_new(): + workflow.continue_as_new( + ResourcePoolWorkflowInput( + resources=self.resources, + waiters=self.waiters, + ) + ) diff --git a/resource_pool/resource_user_workflow.py b/resource_pool/resource_user_workflow.py new file mode 100644 index 00000000..80ee7fba --- /dev/null +++ b/resource_pool/resource_user_workflow.py @@ -0,0 +1,88 @@ +import asyncio +from dataclasses import dataclass, field +from datetime import timedelta +from typing import Optional + +from temporalio import activity, workflow + +from resource_pool.pool_client import ResourcePoolClient +from resource_pool.shared import DetachedResource + + +@dataclass +class UseResourceActivityInput: + resource: str + iteration: str + + +@activity.defn +async def use_resource(input: UseResourceActivityInput) -> None: + info = activity.info() + activity.logger.info( + f"{info.workflow_id} starts using {input.resource} the {input.iteration} time" + ) + await asyncio.sleep(3) + activity.logger.info( + f"{info.workflow_id} done using {input.resource} the {input.iteration} time" + ) + + +@dataclass +class ResourceUserWorkflowInput: + # The id of the resource pool workflow to request a resource from + resource_pool_workflow_id: str + + # If set, this workflow will fail after the "first" or "second" activity. + iteration_to_fail_after: Optional[str] + + # If True, this workflow will continue as new after the last activity. The next iteration will run more activities, + # but will not continue as new. + should_continue_as_new: bool + + # Used to transfer resource ownership between iterations during continue_as_new + already_acquired_resource: Optional[DetachedResource] = field(default=None) + + +class FailWorkflowException(Exception): + pass + + +# Wait this long for a resource before giving up +MAX_RESOURCE_WAIT_TIME = timedelta(minutes=5) + + +@workflow.defn(failure_exception_types=[FailWorkflowException]) +class ResourceUserWorkflow: + @workflow.run + async def run(self, input: ResourceUserWorkflowInput) -> None: + pool_client = ResourcePoolClient(input.resource_pool_workflow_id) + + async with pool_client.acquire_resource( + reattach=input.already_acquired_resource + ) as acquired_resource: + for iteration in ["first", "second"]: + await workflow.execute_activity( + use_resource, + UseResourceActivityInput(acquired_resource.resource, iteration), + start_to_close_timeout=timedelta(seconds=10), + ) + + if iteration == input.iteration_to_fail_after: + workflow.logger.info( + f"Failing after iteration {input.iteration_to_fail_after}" + ) + raise FailWorkflowException() + + # This workflow only continues as new so it can demonstrate how to pass acquired resources across + # iterations. Ordinarily, such a short workflow would not use continue as new. + if input.should_continue_as_new: + detached_resource = acquired_resource.detach() + + next_input = ResourceUserWorkflowInput( + resource_pool_workflow_id=input.resource_pool_workflow_id, + iteration_to_fail_after=input.iteration_to_fail_after, + should_continue_as_new=False, + already_acquired_resource=detached_resource, + ) + + workflow.continue_as_new(next_input) diff --git a/resource_pool/shared.py b/resource_pool/shared.py new file mode 100644 index 00000000..3930bb72 --- /dev/null +++ b/resource_pool/shared.py @@ -0,0 +1,31 @@ +from dataclasses import dataclass, field + +RESOURCE_POOL_WORKFLOW_ID = "resource_pool" + + +@dataclass +class AcquireRequest: + workflow_id: str + + +@dataclass +class AcquireResponse: + release_key: str + resource: str + + +@dataclass +class DetachedResource: + resource: str + release_key: str + + +@dataclass +class AcquiredResource: + resource: str + release_key: str + detached: bool = field(default=False) + + def detach(self) -> DetachedResource: + self.detached = True + return DetachedResource(resource=self.resource, release_key=self.release_key) diff --git a/resource_pool/starter.py b/resource_pool/starter.py new file mode 100644 index 00000000..2ae1ab44 --- /dev/null +++ b/resource_pool/starter.py @@ -0,0 +1,66 @@ +import asyncio +from typing import Any + +from temporalio.client import Client, WorkflowFailureError, WorkflowHandle +from temporalio.common import WorkflowIDConflictPolicy + +from resource_pool.pool_client.resource_pool_workflow import ( + ResourcePoolWorkflow, + ResourcePoolWorkflowInput, +) +from resource_pool.resource_user_workflow import ( + ResourceUserWorkflow, + ResourceUserWorkflowInput, +) +from resource_pool.shared import RESOURCE_POOL_WORKFLOW_ID + + +async def main() -> None: + # Connect client + client = await Client.connect("localhost:7233") + + # Initialize the resource pool + resource_pool_handle = await client.start_workflow( + workflow=ResourcePoolWorkflow.run, + arg=ResourcePoolWorkflowInput( + resources={"resource_a": None, "resource_b": None}, + waiters=[], + ), + id=RESOURCE_POOL_WORKFLOW_ID, + task_queue="resource_pool-task-queue", + id_conflict_policy=WorkflowIDConflictPolicy.USE_EXISTING, + ) + + # Start the ResourceUserWorkflows + resource_user_handles: list[WorkflowHandle[Any, Any]] = [] + for i in range(0, 4): + input = ResourceUserWorkflowInput( + resource_pool_workflow_id=RESOURCE_POOL_WORKFLOW_ID, + iteration_to_fail_after=None, + should_continue_as_new=False, + ) + if i == 0: + input.should_continue_as_new = True + if i == 1: + input.iteration_to_fail_after = "first" + + handle = await client.start_workflow( + workflow=ResourceUserWorkflow.run, + arg=input, + id=f"resource-user-workflow-{i}", + task_queue="resource_pool-task-queue", + ) + resource_user_handles.append(handle) + + for handle in resource_user_handles: + try: + await handle.result() + except WorkflowFailureError: + pass + + # Clean up after ourselves. In the real world, the resource pool workflow would run forever. + await resource_pool_handle.terminate() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/resource_pool/worker.py b/resource_pool/worker.py new file mode 100644 index 00000000..cb3a06dd --- /dev/null +++ b/resource_pool/worker.py @@ -0,0 +1,31 @@ +import asyncio +import logging + +from temporalio.client import Client +from temporalio.worker import Worker + +from resource_pool.pool_client.resource_pool_workflow import ResourcePoolWorkflow +from resource_pool.resource_user_workflow import ResourceUserWorkflow, use_resource + + +async def main() -> None: + logging.basicConfig(level=logging.INFO) + + # Start client + client = await Client.connect("localhost:7233") + + # Run a worker for the workflow + worker = Worker( + client, + task_queue="resource_pool-task-queue", + workflows=[ResourcePoolWorkflow, ResourceUserWorkflow], + activities=[ + use_resource, + ], + ) + + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/tests/resource_pool/__init__.py b/tests/resource_pool/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/resource_pool/workflow_test.py b/tests/resource_pool/workflow_test.py new file mode 100644 index 00000000..42a6fbde --- /dev/null +++ b/tests/resource_pool/workflow_test.py @@ -0,0 +1,120 @@ +import asyncio +from collections import defaultdict +from typing import Any, Optional, Sequence + +from temporalio import activity +from temporalio.client import Client, WorkflowFailureError, WorkflowHandle +from temporalio.common import WorkflowIDConflictPolicy +from temporalio.worker import Worker + +from resource_pool.pool_client.resource_pool_workflow import ( + ResourcePoolWorkflow, + ResourcePoolWorkflowInput, +) +from resource_pool.resource_user_workflow import ( + ResourceUserWorkflow, + ResourceUserWorkflowInput, + UseResourceActivityInput, +) +from resource_pool.shared import RESOURCE_POOL_WORKFLOW_ID + +TASK_QUEUE = "resource_pool-task-queue" + + +async def test_resource_pool_workflow(client: Client): + # key is resource, value is a description of resource usage + resource_usage: defaultdict[str, list[Sequence[str]]] = defaultdict(list) + + # Mock out the activity to count executions + @activity.defn(name="use_resource") + async def use_resource_mock(input: UseResourceActivityInput) -> None: + workflow_id = activity.info().workflow_id + resource_usage[input.resource].append((workflow_id, "start")) + # We need a small sleep here to bait out races + await asyncio.sleep(0.05) + resource_usage[input.resource].append((workflow_id, "end")) + + async with Worker( + client, + task_queue=TASK_QUEUE, + workflows=[ResourcePoolWorkflow, ResourceUserWorkflow], + activities=[use_resource_mock], + ): + await run_all_workflows(client) + + # Did any workflow run in more than one place? + workflow_id_to_resource: dict[str, str] = {} + for resource, events in resource_usage.items(): + for workflow_id, event in events: + if workflow_id in workflow_id_to_resource: + existing_resource = workflow_id_to_resource[workflow_id] + assert ( + existing_resource == resource + ), f"{workflow_id} ran on both {resource} and {existing_resource}" + else: + workflow_id_to_resource[workflow_id] = resource + + # Did any resource have more than one workflow on it at a time? + for resource, events in resource_usage.items(): + holder: Optional[str] = None + for workflow_id, event in events: + if event == "start": + assert ( + holder is None + ), f"{workflow_id} started on {resource} held by {holder}" + holder = workflow_id + else: + assert ( + holder == workflow_id + ), f"{workflow_id} ended on {resource} held by {holder}" + holder = None + + # Are all the resources free, per the query? + handle: WorkflowHandle[ + ResourcePoolWorkflow, None + ] = client.get_workflow_handle_for( + ResourcePoolWorkflow.run, RESOURCE_POOL_WORKFLOW_ID + ) + query_result = await handle.query(ResourcePoolWorkflow.get_current_holders) + assert query_result == {"r_a": None, "r_b": None, "r_c": None} + + +async def run_all_workflows(client: Client): + resource_pool_handle = await client.start_workflow( + workflow=ResourcePoolWorkflow.run, + arg=ResourcePoolWorkflowInput( + resources={"r_a": None, "r_b": None, "r_c": None}, + waiters=[], + ), + id=RESOURCE_POOL_WORKFLOW_ID, + task_queue=TASK_QUEUE, + id_conflict_policy=WorkflowIDConflictPolicy.USE_EXISTING, + ) + + resource_user_handles: list[WorkflowHandle[Any, Any]] = [] + for i in range(0, 8): + input = ResourceUserWorkflowInput( + resource_pool_workflow_id=RESOURCE_POOL_WORKFLOW_ID, + iteration_to_fail_after=None, + should_continue_as_new=False, + ) + if i == 0: + input.should_continue_as_new = True + if i == 1: + input.iteration_to_fail_after = "first" + + handle = await client.start_workflow( + workflow=ResourceUserWorkflow.run, + arg=input, + id=f"resource-user-workflow-{i}", + task_queue=TASK_QUEUE, + ) + resource_user_handles.append(handle) + + for handle in resource_user_handles: + try: + await handle.result() + except WorkflowFailureError: + pass + + await resource_pool_handle.terminate() From 0fecc6ee706f87e0dc6fcf35e1c7f4a515755fd6 Mon Sep 17 00:00:00 2001 From: Grant <14.gsmith.14@gmail.com> Date: Mon, 21 Apr 2025 12:09:39 -0500 Subject: [PATCH 02/68] added custom metric sample (#177) --- .gitignore | 2 + README.md | 1 + custom_metric/README.md | 36 ++++++++++++++ custom_metric/__init__.py | 0 custom_metric/activity.py | 9 ++++ custom_metric/starter.py | 23 +++++++++ custom_metric/worker.py | 71 ++++++++++++++++++++++++++++ custom_metric/workflow.py | 25 ++++++++++ pyproject.toml | 1 + tests/custom_metric/__init__.py | 0 tests/custom_metric/workflow_test.py | 32 +++++++++++++ 11 files changed, 200 insertions(+) create mode 100644 custom_metric/README.md create mode 100644 custom_metric/__init__.py create mode 100644 custom_metric/activity.py create mode 100644 custom_metric/starter.py create mode 100644 custom_metric/worker.py create mode 100644 custom_metric/workflow.py create mode 100644 tests/custom_metric/__init__.py create mode 100644 tests/custom_metric/workflow_test.py diff --git a/.gitignore b/.gitignore index 5c5ffffd..41afe5f8 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,5 @@ .venv .idea __pycache__ +.vscode +.DS_Store diff --git a/README.md b/README.md index 832e0d1f..5c1941d1 100644 --- a/README.md +++ b/README.md @@ -61,6 +61,7 @@ Some examples require extra dependencies. See each sample's directory for specif * [context_propagation](context_propagation) - Context propagation through workflows/activities via interceptor. * [custom_converter](custom_converter) - Use a custom payload converter to handle custom types. * [custom_decorator](custom_decorator) - Custom decorator to auto-heartbeat a long-running activity. +* [custom_metric](custom_metric) - Custom metric to record the workflow type in the activity schedule to start latency. * [dsl](dsl) - DSL workflow that executes steps defined in a YAML file. * [encryption](encryption) - Apply end-to-end encryption for all input/output. * [gevent_async](gevent_async) - Combine gevent and Temporal. diff --git a/custom_metric/README.md b/custom_metric/README.md new file mode 100644 index 00000000..de1d51d5 --- /dev/null +++ b/custom_metric/README.md @@ -0,0 +1,36 @@ +# Custom Metric + +This sample deminstrates two things: (1) how to make a custom metric, and (2) how to use an interceptor. +The custom metric in this sample is an activity schedule-to-start-latency with a workflow type tag. + +Please see the top-level [README](../README.md) for prerequisites such as Python, uv, starting the local temporal development server, etc. + +1. Run the worker with `uv run custom_metric/worker.py` +2. Request execution of the workflow with `uv run custom_metric/starter.py` +3. Go to `http://127.0.0.1:9090/metrics` in your browser + +You'll get something like the following: + +```txt +custom_activity_schedule_to_start_latency_bucket{activity_type="print_and_sleep",namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",workflow_type="StartTwoActivitiesWorkflow",le="100"} 1 +custom_activity_schedule_to_start_latency_bucket{activity_type="print_and_sleep",namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",workflow_type="StartTwoActivitiesWorkflow",le="500"} 1 +custom_activity_schedule_to_start_latency_bucket{activity_type="print_and_sleep",namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",workflow_type="StartTwoActivitiesWorkflow",le="1000"} 1 +custom_activity_schedule_to_start_latency_bucket{activity_type="print_and_sleep",namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",workflow_type="StartTwoActivitiesWorkflow",le="5000"} 2 +custom_activity_schedule_to_start_latency_bucket{activity_type="print_and_sleep",namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",workflow_type="StartTwoActivitiesWorkflow",le="10000"} 2 +custom_activity_schedule_to_start_latency_bucket{activity_type="print_and_sleep",namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",workflow_type="StartTwoActivitiesWorkflow",le="100000"} 2 +custom_activity_schedule_to_start_latency_bucket{activity_type="print_and_sleep",namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",workflow_type="StartTwoActivitiesWorkflow",le="1000000"} 2 +custom_activity_schedule_to_start_latency_bucket{activity_type="print_and_sleep",namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",workflow_type="StartTwoActivitiesWorkflow",le="+Inf"} 2 +custom_activity_schedule_to_start_latency_sum{activity_type="print_and_sleep",namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",workflow_type="StartTwoActivitiesWorkflow"} 1010 +custom_activity_schedule_to_start_latency_count{activity_type="print_and_sleep",namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",workflow_type="StartTwoActivitiesWorkflow"} 2 +... +temporal_activity_schedule_to_start_latency_bucket{namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",le="100"} 1 +temporal_activity_schedule_to_start_latency_bucket{namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",le="500"} 1 +temporal_activity_schedule_to_start_latency_bucket{namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",le="1000"} 1 +temporal_activity_schedule_to_start_latency_bucket{namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",le="5000"} 2 +temporal_activity_schedule_to_start_latency_bucket{namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",le="10000"} 2 +temporal_activity_schedule_to_start_latency_bucket{namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",le="100000"} 2 +temporal_activity_schedule_to_start_latency_bucket{namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",le="1000000"} 2 +temporal_activity_schedule_to_start_latency_bucket{namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue",le="+Inf"} 2 +temporal_activity_schedule_to_start_latency_sum{namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue"} 1010 +temporal_activity_schedule_to_start_latency_count{namespace="default",service_name="temporal-core-sdk",task_queue="custom-metric-task-queue"} 2 +``` diff --git a/custom_metric/__init__.py b/custom_metric/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/custom_metric/activity.py b/custom_metric/activity.py new file mode 100644 index 00000000..7f2ee116 --- /dev/null +++ b/custom_metric/activity.py @@ -0,0 +1,9 @@ +import time + +from temporalio import activity + + +@activity.defn +def print_and_sleep(): + print("In the activity.") + time.sleep(1) diff --git a/custom_metric/starter.py b/custom_metric/starter.py new file mode 100644 index 00000000..ded3a626 --- /dev/null +++ b/custom_metric/starter.py @@ -0,0 +1,23 @@ +import asyncio +import uuid + +from temporalio.client import Client + +from custom_metric.workflow import StartTwoActivitiesWorkflow + + +async def main(): + + client = await Client.connect( + "localhost:7233", + ) + + await client.start_workflow( + StartTwoActivitiesWorkflow.run, + id="execute-activity-workflow-" + str(uuid.uuid4()), + task_queue="custom-metric-task-queue", + ) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/custom_metric/worker.py b/custom_metric/worker.py new file mode 100644 index 00000000..9ffad207 --- /dev/null +++ b/custom_metric/worker.py @@ -0,0 +1,71 @@ +import asyncio +from concurrent.futures import ThreadPoolExecutor + +from temporalio import activity +from temporalio.client import Client +from temporalio.runtime import PrometheusConfig, Runtime, TelemetryConfig +from temporalio.worker import ( + ActivityInboundInterceptor, + ExecuteActivityInput, + Interceptor, + Worker, +) + +from custom_metric.activity import print_and_sleep +from custom_metric.workflow import StartTwoActivitiesWorkflow + + +class SimpleWorkerInterceptor(Interceptor): + def intercept_activity( + self, next: ActivityInboundInterceptor + ) -> ActivityInboundInterceptor: + return CustomScheduleToStartInterceptor(next) + + +class CustomScheduleToStartInterceptor(ActivityInboundInterceptor): + async def execute_activity(self, input: ExecuteActivityInput): + + schedule_to_start = ( + activity.info().started_time + - activity.info().current_attempt_scheduled_time + ) + # Could do the original schedule time instead of current attempt + # schedule_to_start_second_option = activity.info().started_time - activity.info().scheduled_time + + meter = activity.metric_meter() + histogram = meter.create_histogram_timedelta( + "custom_activity_schedule_to_start_latency", + description="Time between activity scheduling and start", + unit="duration", + ) + histogram.record( + schedule_to_start, {"workflow_type": activity.info().workflow_type} + ) + return await self.next.execute_activity(input) + + +async def main(): + runtime = Runtime( + telemetry=TelemetryConfig(metrics=PrometheusConfig(bind_address="0.0.0.0:9090")) + ) + client = await Client.connect( + "localhost:7233", + runtime=runtime, + ) + worker = Worker( + client, + task_queue="custom-metric-task-queue", + interceptors=[SimpleWorkerInterceptor()], + workflows=[StartTwoActivitiesWorkflow], + activities=[print_and_sleep], + # only one activity executor with two concurrently scheduled activities + # to force a nontrivial schedule to start times + activity_executor=ThreadPoolExecutor(1), + max_concurrent_activities=1, + ) + + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/custom_metric/workflow.py b/custom_metric/workflow.py new file mode 100644 index 00000000..cf37823b --- /dev/null +++ b/custom_metric/workflow.py @@ -0,0 +1,25 @@ +import asyncio +from datetime import timedelta + +from temporalio import workflow + +with workflow.unsafe.imports_passed_through(): + from custom_metric.activity import print_and_sleep + + +@workflow.defn +class StartTwoActivitiesWorkflow: + @workflow.run + async def run(self): + # Request two concurrent activities with only one task slot so + # we can see nontrivial schedule to start times. + activity1 = workflow.execute_activity( + print_and_sleep, + start_to_close_timeout=timedelta(seconds=5), + ) + activity2 = workflow.execute_activity( + print_and_sleep, + start_to_close_timeout=timedelta(seconds=5), + ) + await asyncio.gather(activity1, activity2) + return None diff --git a/pyproject.toml b/pyproject.toml index 5fd96a81..e44b34b9 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -86,6 +86,7 @@ packages = [ "context_propagation", "custom_converter", "custom_decorator", + "custom_metric", "dsl", "encryption", "gevent_async", diff --git a/tests/custom_metric/__init__.py b/tests/custom_metric/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/custom_metric/workflow_test.py b/tests/custom_metric/workflow_test.py new file mode 100644 index 00000000..4e107b79 --- /dev/null +++ b/tests/custom_metric/workflow_test.py @@ -0,0 +1,32 @@ +import uuid + +from temporalio import activity +from temporalio.client import Client +from temporalio.worker import Worker + +from custom_metric.worker import StartTwoActivitiesWorkflow + +_TASK_QUEUE = "custom-metric-task-queue" + +activity_counter = 0 + + +async def test_custom_metric_workflow(client: Client): + @activity.defn(name="print_and_sleep") + async def print_message_mock(): + global activity_counter + activity_counter += 1 + + async with Worker( + client, + task_queue=_TASK_QUEUE, + workflows=[StartTwoActivitiesWorkflow], + activities=[print_message_mock], + ): + result = await client.execute_workflow( + StartTwoActivitiesWorkflow.run, + id=str(uuid.uuid4()), + task_queue=_TASK_QUEUE, + ) + assert result is None + assert activity_counter == 2 From 50dc7ca6a65dc752cca2883b2a8c7a7a627c12cc Mon Sep 17 00:00:00 2001 From: Dan Davison Date: Wed, 23 Apr 2025 18:44:37 -0400 Subject: [PATCH 03/68] Update sdk (#179) --- pyproject.toml | 2 +- uv.lock | 16 ++++++++-------- 2 files changed, 9 insertions(+), 9 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index e44b34b9..a7e0921d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ authors = [{ name = "Temporal Technologies Inc", email = "sdk@temporal.io" }] requires-python = "~=3.9" readme = "README.md" license = "MIT" -dependencies = ["temporalio>=1.10.0,<2"] +dependencies = ["temporalio>=1.11.0,<2"] [project.urls] Homepage = "https://github.com/temporalio/samples-python" diff --git a/uv.lock b/uv.lock index 5e55fbbe..3221e5e8 100644 --- a/uv.lock +++ b/uv.lock @@ -2231,7 +2231,7 @@ wheels = [ [[package]] name = "temporalio" -version = "1.10.0" +version = "1.11.0" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "protobuf" }, @@ -2239,13 +2239,13 @@ dependencies = [ { name = "types-protobuf" }, { name = "typing-extensions" }, ] -sdist = { url = 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Subject: [PATCH 04/68] Add CODEOWNERS (#181) --- .github/CODEOWNERS | 1 + 1 file changed, 1 insertion(+) create mode 100644 .github/CODEOWNERS diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS new file mode 100644 index 00000000..0f4298b7 --- /dev/null +++ b/.github/CODEOWNERS @@ -0,0 +1 @@ +* @temporalio/sdk From 872144dfee31e99d7e444e1c52c77fdfc362354d Mon Sep 17 00:00:00 2001 From: Lavi Date: Mon, 5 May 2025 21:14:54 +0800 Subject: [PATCH 05/68] fix: periodic polling sample (#183) --- polling/periodic_sequence/workflows.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/polling/periodic_sequence/workflows.py b/polling/periodic_sequence/workflows.py index 917170c1..3c6d7555 100644 --- a/polling/periodic_sequence/workflows.py +++ b/polling/periodic_sequence/workflows.py @@ -38,6 +38,5 @@ async def run(self, name: str) -> str: except ActivityError: workflow.logger.error("Activity failed, retrying in 1 seconds") await asyncio.sleep(1) - workflow.continue_as_new(name) - raise Exception("Polling failed after all attempts") + workflow.continue_as_new(name) From b4cf80e28b5d078e4cbc5b19ae907d7487cc64bd Mon Sep 17 00:00:00 2001 From: Dan Davison Date: Fri, 9 May 2025 19:20:50 +0100 Subject: [PATCH 06/68] Bump SDK (#185) * Bump gevent --- pyproject.toml | 4 +- uv.lock | 3849 +++++++++++++++++++++++++----------------------- 2 files changed, 1968 insertions(+), 1885 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index a7e0921d..ea908cd3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ authors = [{ name = "Temporal Technologies Inc", email = "sdk@temporal.io" }] requires-python = "~=3.9" readme = "README.md" license = "MIT" -dependencies = ["temporalio>=1.11.0,<2"] +dependencies = ["temporalio>=1.11.1,<2"] [project.urls] Homepage = "https://github.com/temporalio/samples-python" @@ -34,7 +34,7 @@ encryption = [ "cryptography>=38.0.1,<39", "aiohttp>=3.8.1,<4", ] -gevent = ["gevent>=23.9.1,<24 ; 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[package.optional-dependencies] @@ -2378,7 +2379,7 @@ trio-async = [ ] [package.metadata] -requires-dist = [{ name = "temporalio", specifier = ">=1.11.1,<2" }] +requires-dist = [{ name = "temporalio", specifier = ">=1.12.0,<2" }] [package.metadata.requires-dev] bedrock = [{ name = "boto3", specifier = ">=1.34.92,<2" }] From 5d640657882d1e2a6eb9fa1d76a8946eaf768e09 Mon Sep 17 00:00:00 2001 From: Maxim Fateev Date: Mon, 2 Jun 2025 12:13:21 -0700 Subject: [PATCH 08/68] Added support for LangSmith tracing across workflows and activities (#188) * Added langchain tracing interceptor. Changed sample to use a child workflow and multiple activities. --- langchain/README.md | 8 +- langchain/activities.py | 9 +- langchain/langchain_interceptor.py | 181 ++ langchain/starter.py | 16 +- langchain/worker.py | 9 +- langchain/workflow.py | 40 +- pyproject.toml | 1 + uv.lock | 3952 ++++++++++++++-------------- 8 files changed, 2246 insertions(+), 1970 deletions(-) create mode 100644 langchain/langchain_interceptor.py diff --git a/langchain/README.md b/langchain/README.md index 264eba28..f11161e9 100644 --- a/langchain/README.md +++ b/langchain/README.md @@ -1,6 +1,6 @@ # LangChain Sample -This sample shows you how you can use Temporal to orchestrate workflows for [LangChain](https://www.langchain.com). +This sample shows you how you can use Temporal to orchestrate workflows for [LangChain](https://www.langchain.com). It includes an interceptor that makes LangSmith traces work seamlessly across Temporal clients, workflows and activities. For this sample, the optional `langchain` dependency group must be included. To include, run: @@ -21,8 +21,10 @@ This will start the worker. Then, in another terminal, run the following to exec Then, in another terminal, run the following command to translate a phrase: - curl -X POST "http://localhost:8000/translate?phrase=hello%20world&language=Spanish" + curl -X POST "http://localhost:8000/translate?phrase=hello%20world&language1=Spanish&language2=French&language3=Russian" Which should produce some output like: - {"translation":"Hola mundo"} \ No newline at end of file + {"translations":{"French":"Bonjour tout le monde","Russian":"Привет, мир","Spanish":"Hola mundo"}} + +Check [LangSmith](https://smith.langchain.com/) for the corresponding trace. \ No newline at end of file diff --git a/langchain/activities.py b/langchain/activities.py index 4425b969..a9dec70c 100644 --- a/langchain/activities.py +++ b/langchain/activities.py @@ -13,7 +13,7 @@ class TranslateParams: @activity.defn -async def translate_phrase(params: TranslateParams) -> dict: +async def translate_phrase(params: TranslateParams) -> str: # LangChain setup template = """You are a helpful assistant who translates between languages. Translate the following phrase into the specified language: {phrase} @@ -26,6 +26,9 @@ async def translate_phrase(params: TranslateParams) -> dict: ) chain = chat_prompt | ChatOpenAI() # Use the asynchronous invoke method - return dict( - await chain.ainvoke({"phrase": params.phrase, "language": params.language}) + return ( + dict( + await chain.ainvoke({"phrase": params.phrase, "language": params.language}) + ).get("content") + or "" ) diff --git a/langchain/langchain_interceptor.py b/langchain/langchain_interceptor.py new file mode 100644 index 00000000..bb230b6b --- /dev/null +++ b/langchain/langchain_interceptor.py @@ -0,0 +1,181 @@ +from __future__ import annotations + +from typing import Any, Mapping, Protocol, Type + +from temporalio import activity, api, client, converter, worker, workflow + +with workflow.unsafe.imports_passed_through(): + from contextlib import contextmanager + + from langsmith import trace, tracing_context + from langsmith.run_helpers import get_current_run_tree + +# Header key for LangChain context +LANGCHAIN_CONTEXT_KEY = "langchain-context" + + +class _InputWithHeaders(Protocol): + headers: Mapping[str, api.common.v1.Payload] + + +def set_header_from_context( + input: _InputWithHeaders, payload_converter: converter.PayloadConverter +) -> None: + # Get current LangChain run tree + run_tree = get_current_run_tree() + if run_tree: + headers = run_tree.to_headers() + input.headers = { + **input.headers, + LANGCHAIN_CONTEXT_KEY: payload_converter.to_payload(headers), + } + + +@contextmanager +def context_from_header( + input: _InputWithHeaders, payload_converter: converter.PayloadConverter +): + payload = input.headers.get(LANGCHAIN_CONTEXT_KEY) + if payload: + run_tree = payload_converter.from_payload(payload, dict) + # Set the run tree in the current context + with tracing_context(parent=run_tree): + yield + else: + yield + + +class LangChainContextPropagationInterceptor(client.Interceptor, worker.Interceptor): + """Interceptor that propagates LangChain context through Temporal.""" + + def __init__( + self, + payload_converter: converter.PayloadConverter = converter.default().payload_converter, + ) -> None: + self._payload_converter = payload_converter + + def intercept_client( + self, next: client.OutboundInterceptor + ) -> client.OutboundInterceptor: + return _LangChainContextPropagationClientOutboundInterceptor( + next, self._payload_converter + ) + + def intercept_activity( + self, next: worker.ActivityInboundInterceptor + ) -> worker.ActivityInboundInterceptor: + return _LangChainContextPropagationActivityInboundInterceptor(next) + + def workflow_interceptor_class( + self, input: worker.WorkflowInterceptorClassInput + ) -> Type[_LangChainContextPropagationWorkflowInboundInterceptor]: + return _LangChainContextPropagationWorkflowInboundInterceptor + + +class _LangChainContextPropagationClientOutboundInterceptor(client.OutboundInterceptor): + def __init__( + self, + next: client.OutboundInterceptor, + payload_converter: converter.PayloadConverter, + ) -> None: + super().__init__(next) + self._payload_converter = payload_converter + + async def start_workflow( + self, input: client.StartWorkflowInput + ) -> client.WorkflowHandle[Any, Any]: + with trace(name=f"start_workflow:{input.workflow}"): + set_header_from_context(input, self._payload_converter) + return await super().start_workflow(input) + + +class _LangChainContextPropagationActivityInboundInterceptor( + worker.ActivityInboundInterceptor +): + async def execute_activity(self, input: worker.ExecuteActivityInput) -> Any: + if isinstance(input.fn, str): + name = input.fn + elif callable(input.fn): + defn = activity._Definition.from_callable(input.fn) + name = ( + defn.name if defn is not None and defn.name is not None else "unknown" + ) + else: + name = "unknown" + + with context_from_header(input, activity.payload_converter()): + with trace(name=f"execute_activity:{name}"): + return await self.next.execute_activity(input) + + +class _LangChainContextPropagationWorkflowInboundInterceptor( + worker.WorkflowInboundInterceptor +): + def init(self, outbound: worker.WorkflowOutboundInterceptor) -> None: + self.next.init( + _LangChainContextPropagationWorkflowOutboundInterceptor(outbound) + ) + + async def execute_workflow(self, input: worker.ExecuteWorkflowInput) -> Any: + if isinstance(input.run_fn, str): + name = input.run_fn + elif callable(input.run_fn): + defn = workflow._Definition.from_run_fn(input.run_fn) + name = ( + defn.name if defn is not None and defn.name is not None else "unknown" + ) + else: + name = "unknown" + + with context_from_header(input, workflow.payload_converter()): + # This is a sandbox friendly way to write + # with trace(...): + # return await self.next.execute_workflow(input) + with workflow.unsafe.sandbox_unrestricted(): + t = trace( + name=f"execute_workflow:{name}", run_id=workflow.info().run_id + ) + with workflow.unsafe.imports_passed_through(): + t.__enter__() + try: + return await self.next.execute_workflow(input) + finally: + with workflow.unsafe.sandbox_unrestricted(): + # Cannot use __aexit__ because it's internally uses + # loop.run_in_executor which is not available in the sandbox + t.__exit__() + + +class _LangChainContextPropagationWorkflowOutboundInterceptor( + worker.WorkflowOutboundInterceptor +): + def start_activity( + self, input: worker.StartActivityInput + ) -> workflow.ActivityHandle: + with workflow.unsafe.sandbox_unrestricted(): + t = trace(name=f"start_activity:{input.activity}", run_id=workflow.uuid4()) + with workflow.unsafe.imports_passed_through(): + t.__enter__() + try: + set_header_from_context(input, workflow.payload_converter()) + return self.next.start_activity(input) + finally: + with workflow.unsafe.sandbox_unrestricted(): + t.__exit__() + + async def start_child_workflow( + self, input: worker.StartChildWorkflowInput + ) -> workflow.ChildWorkflowHandle: + with workflow.unsafe.sandbox_unrestricted(): + t = trace( + name=f"start_child_workflow:{input.workflow}", run_id=workflow.uuid4() + ) + with workflow.unsafe.imports_passed_through(): + t.__enter__() + + try: + set_header_from_context(input, workflow.payload_converter()) + return await self.next.start_child_workflow(input) + finally: + with workflow.unsafe.sandbox_unrestricted(): + t.__exit__() diff --git a/langchain/starter.py b/langchain/starter.py index ce7ff2ce..2e3d0d5a 100644 --- a/langchain/starter.py +++ b/langchain/starter.py @@ -1,16 +1,20 @@ from contextlib import asynccontextmanager +from typing import List from uuid import uuid4 import uvicorn from activities import TranslateParams from fastapi import FastAPI, HTTPException +from langchain_interceptor import LangChainContextPropagationInterceptor from temporalio.client import Client -from workflow import LangChainWorkflow +from workflow import LangChainWorkflow, TranslateWorkflowParams @asynccontextmanager async def lifespan(app: FastAPI): - app.state.temporal_client = await Client.connect("localhost:7233") + app.state.temporal_client = await Client.connect( + "localhost:7233", interceptors=[LangChainContextPropagationInterceptor()] + ) yield @@ -18,20 +22,20 @@ async def lifespan(app: FastAPI): @app.post("/translate") -async def translate(phrase: str, language: str): +async def translate(phrase: str, language1: str, language2: str, language3: str): + languages = [language1, language2, language3] client = app.state.temporal_client try: result = await client.execute_workflow( LangChainWorkflow.run, - TranslateParams(phrase, language), + TranslateWorkflowParams(phrase, languages), id=f"langchain-translation-{uuid4()}", task_queue="langchain-task-queue", ) - translation_content = result.get("content", "Translation not available") except Exception as e: raise HTTPException(status_code=500, detail=str(e)) - return {"translation": translation_content} + return {"translations": result} if __name__ == "__main__": diff --git a/langchain/worker.py b/langchain/worker.py index 0fa488b3..1b680432 100644 --- a/langchain/worker.py +++ b/langchain/worker.py @@ -1,9 +1,10 @@ import asyncio from activities import translate_phrase +from langchain_interceptor import LangChainContextPropagationInterceptor from temporalio.client import Client from temporalio.worker import Worker -from workflow import LangChainWorkflow +from workflow import LangChainChildWorkflow, LangChainWorkflow interrupt_event = asyncio.Event() @@ -13,8 +14,9 @@ async def main(): worker = Worker( client, task_queue="langchain-task-queue", - workflows=[LangChainWorkflow], + workflows=[LangChainWorkflow, LangChainChildWorkflow], activities=[translate_phrase], + interceptors=[LangChainContextPropagationInterceptor()], ) print("\nWorker started, ctrl+c to exit\n") @@ -28,7 +30,8 @@ async def main(): if __name__ == "__main__": - loop = asyncio.get_event_loop() + loop = asyncio.new_event_loop() + asyncio.set_event_loop(loop) try: loop.run_until_complete(main()) except KeyboardInterrupt: diff --git a/langchain/workflow.py b/langchain/workflow.py index c005f095..31861c07 100644 --- a/langchain/workflow.py +++ b/langchain/workflow.py @@ -1,4 +1,7 @@ +import asyncio +from dataclasses import dataclass from datetime import timedelta +from typing import List from temporalio import workflow @@ -7,11 +10,44 @@ @workflow.defn -class LangChainWorkflow: +class LangChainChildWorkflow: @workflow.run - async def run(self, params: TranslateParams) -> dict: + async def run(self, params: TranslateParams) -> str: return await workflow.execute_activity( translate_phrase, params, schedule_to_close_timeout=timedelta(seconds=30), ) + + +@dataclass +class TranslateWorkflowParams: + phrase: str + languages: List[str] + + +@workflow.defn +class LangChainWorkflow: + @workflow.run + async def run(self, params: TranslateWorkflowParams) -> dict: + result1, result2, result3 = await asyncio.gather( + workflow.execute_activity( + translate_phrase, + TranslateParams(params.phrase, params.languages[0]), + schedule_to_close_timeout=timedelta(seconds=30), + ), + workflow.execute_activity( + translate_phrase, + TranslateParams(params.phrase, params.languages[1]), + schedule_to_close_timeout=timedelta(seconds=30), + ), + workflow.execute_child_workflow( + LangChainChildWorkflow.run, + TranslateParams(params.phrase, params.languages[2]), + ), + ) + return { + params.languages[0]: result1, + params.languages[1]: result2, + params.languages[2]: result3, + } diff --git a/pyproject.toml b/pyproject.toml index 04f156c4..ed867dcf 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -38,6 +38,7 @@ gevent = ["gevent==25.4.2 ; python_version >= '3.8'"] langchain = [ "langchain>=0.1.7,<0.2 ; python_version >= '3.8.1' and python_version < '4.0'", "langchain-openai>=0.0.6,<0.0.7 ; python_version >= '3.8.1' and python_version < '4.0'", + "langsmith>=0.1.22,<0.2 ; python_version >= '3.8.1' and python_version < '4.0'", 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<14.gsmith.14@gmail.com> Date: Mon, 9 Jun 2025 09:13:09 -0500 Subject: [PATCH 09/68] Convert hello activities to sync (#173) Converted activities in hello samples from async to sync --- hello/hello_activity.py | 7 +- hello/hello_activity_async.py | 71 +++++++++++++++++++ hello/hello_activity_choice.py | 10 +-- ...hreaded.py => hello_activity_heartbeat.py} | 14 ++-- hello/hello_activity_retry.py | 4 +- hello/hello_cancellation.py | 12 ++-- hello/hello_cron.py | 4 +- hello/hello_exception.py | 4 +- hello/hello_local_activity.py | 4 +- hello/hello_mtls.py | 4 +- hello/hello_parallel_activity.py | 4 +- hello/hello_patch.py | 4 +- tests/custom_metric/workflow_test.py | 2 + tests/hello/hello_activity_choice_test.py | 5 +- tests/hello/hello_activity_test.py | 2 + tests/hello/hello_cancellation_test.py | 2 + 16 files changed, 125 insertions(+), 28 deletions(-) create mode 100644 hello/hello_activity_async.py rename hello/{hello_activity_threaded.py => hello_activity_heartbeat.py} (77%) diff --git a/hello/hello_activity.py b/hello/hello_activity.py index 9801ee1b..13b5fcbb 100644 --- a/hello/hello_activity.py +++ b/hello/hello_activity.py @@ -1,4 +1,5 @@ import asyncio +from concurrent.futures import ThreadPoolExecutor from dataclasses import dataclass from datetime import timedelta @@ -18,7 +19,7 @@ class ComposeGreetingInput: # Basic activity that logs and does string concatenation @activity.defn -async def compose_greeting(input: ComposeGreetingInput) -> str: +def compose_greeting(input: ComposeGreetingInput) -> str: activity.logger.info("Running activity with parameter %s" % input) return f"{input.greeting}, {input.name}!" @@ -50,6 +51,10 @@ async def main(): task_queue="hello-activity-task-queue", workflows=[GreetingWorkflow], activities=[compose_greeting], + # Non-async activities require an executor; + # a thread pool executor is recommended. + # This same thread pool could be passed to multiple workers if desired. + activity_executor=ThreadPoolExecutor(5), ): # While the worker is running, use the client to run the workflow and diff --git a/hello/hello_activity_async.py b/hello/hello_activity_async.py new file mode 100644 index 00000000..fd14a2cf --- /dev/null +++ b/hello/hello_activity_async.py @@ -0,0 +1,71 @@ +import asyncio +from dataclasses import dataclass +from datetime import timedelta + +from temporalio import activity, workflow +from temporalio.client import Client +from temporalio.worker import Worker + + +# While we could use multiple parameters in the activity, Temporal strongly +# encourages using a single dataclass instead which can have fields added to it +# in a backwards-compatible way. +@dataclass +class ComposeGreetingInput: + greeting: str + name: str + + +# Basic activity that logs and does string concatenation +@activity.defn +async def compose_greeting(input: ComposeGreetingInput) -> str: + activity.logger.info("Running activity with parameter %s" % input) + return f"{input.greeting}, {input.name}!" + + +# Basic workflow that logs and invokes an activity +@workflow.defn +class GreetingWorkflow: + @workflow.run + async def run(self, name: str) -> str: + workflow.logger.info("Running workflow with parameter %s" % name) + return await workflow.execute_activity( + compose_greeting, + ComposeGreetingInput("Hello", name), + start_to_close_timeout=timedelta(seconds=10), + ) + + +async def main(): + # Uncomment the lines below to see logging output + # import logging + # logging.basicConfig(level=logging.INFO) + + # Start client + client = await Client.connect("localhost:7233") + + # Run a worker for the workflow + async with Worker( + client, + task_queue="hello-activity-task-queue", + workflows=[GreetingWorkflow], + activities=[compose_greeting], + # If the worker is only running async activities, you don't need + # to supply an activity executor because they run in + # the worker's event loop. + ): + + # While the worker is running, use the client to run the workflow and + # print out its result. Note, in many production setups, the client + # would be in a completely separate process from the worker. + result = await client.execute_workflow( + GreetingWorkflow.run, + "World", + id="hello-activity-workflow-id", + task_queue="hello-activity-task-queue", + ) + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/hello/hello_activity_choice.py b/hello/hello_activity_choice.py index 6d15af53..7d01b019 100644 --- a/hello/hello_activity_choice.py +++ b/hello/hello_activity_choice.py @@ -1,4 +1,5 @@ import asyncio +from concurrent.futures import ThreadPoolExecutor from dataclasses import dataclass from datetime import timedelta from enum import IntEnum @@ -12,22 +13,22 @@ @activity.defn -async def order_apples(amount: int) -> str: +def order_apples(amount: int) -> str: return f"Ordered {amount} Apples..." @activity.defn -async def order_bananas(amount: int) -> str: +def order_bananas(amount: int) -> str: return f"Ordered {amount} Bananas..." @activity.defn -async def order_cherries(amount: int) -> str: +def order_cherries(amount: int) -> str: return f"Ordered {amount} Cherries..." @activity.defn -async def order_oranges(amount: int) -> str: +def order_oranges(amount: int) -> str: return f"Ordered {amount} Oranges..." @@ -88,6 +89,7 @@ async def main(): task_queue="hello-activity-choice-task-queue", workflows=[PurchaseFruitsWorkflow], activities=[order_apples, order_bananas, order_cherries, order_oranges], + activity_executor=ThreadPoolExecutor(5), ): # While the worker is running, use the client to run the workflow and diff --git a/hello/hello_activity_threaded.py b/hello/hello_activity_heartbeat.py similarity index 77% rename from hello/hello_activity_threaded.py rename to hello/hello_activity_heartbeat.py index e7bf8344..230621d3 100644 --- a/hello/hello_activity_threaded.py +++ b/hello/hello_activity_heartbeat.py @@ -1,5 +1,4 @@ import asyncio -import threading import time from concurrent.futures import ThreadPoolExecutor from dataclasses import dataclass @@ -21,7 +20,7 @@ def compose_greeting(input: ComposeGreetingInput) -> str: # We'll wait for 3 seconds, heartbeating in between (like all long-running # activities should do), then return the greeting for _ in range(0, 3): - print(f"Heartbeating activity on thread {threading.get_ident()}") + print(f"Heartbeating activity") activity.heartbeat() time.sleep(1) return f"{input.greeting}, {input.name}!" @@ -47,12 +46,9 @@ async def main(): # Run a worker for the workflow async with Worker( client, - task_queue="hello-activity-threaded-task-queue", + task_queue="hello-activity-heartbeating-task-queue", workflows=[GreetingWorkflow], activities=[compose_greeting], - # Synchronous activities are not allowed unless we provide some kind of - # executor. This same thread pool could be passed to multiple workers if - # desired. activity_executor=ThreadPoolExecutor(5), ): @@ -62,10 +58,10 @@ async def main(): result = await client.execute_workflow( GreetingWorkflow.run, "World", - id="hello-activity-threaded-workflow-id", - task_queue="hello-activity-threaded-task-queue", + id="hello-activity-heartbeating-workflow-id", + task_queue="hello-activity-heartbeating-task-queue", ) - print(f"Result on thread {threading.get_ident()}: {result}") + print(f"Result: {result}") if __name__ == "__main__": diff --git a/hello/hello_activity_retry.py b/hello/hello_activity_retry.py index 233f9613..f1acd529 100644 --- a/hello/hello_activity_retry.py +++ b/hello/hello_activity_retry.py @@ -1,4 +1,5 @@ import asyncio +from concurrent.futures import ThreadPoolExecutor from dataclasses import dataclass from datetime import timedelta @@ -15,7 +16,7 @@ class ComposeGreetingInput: @activity.defn -async def compose_greeting(input: ComposeGreetingInput) -> str: +def compose_greeting(input: ComposeGreetingInput) -> str: print(f"Invoking activity, attempt number {activity.info().attempt}") # Fail the first 3 attempts, succeed the 4th if activity.info().attempt < 4: @@ -52,6 +53,7 @@ async def main(): task_queue="hello-activity-retry-task-queue", workflows=[GreetingWorkflow], activities=[compose_greeting], + activity_executor=ThreadPoolExecutor(5), ): # While the worker is running, use the client to run the workflow and diff --git a/hello/hello_cancellation.py b/hello/hello_cancellation.py index 3467893c..5bf38a66 100644 --- a/hello/hello_cancellation.py +++ b/hello/hello_cancellation.py @@ -1,29 +1,32 @@ import asyncio +import time import traceback +from concurrent.futures import ThreadPoolExecutor from datetime import timedelta from typing import NoReturn from temporalio import activity, workflow from temporalio.client import Client, WorkflowFailureError +from temporalio.exceptions import CancelledError from temporalio.worker import Worker @activity.defn -async def never_complete_activity() -> NoReturn: +def never_complete_activity() -> NoReturn: # All long-running activities should heartbeat. Heartbeat is how # cancellation is delivered from the server. try: while True: print("Heartbeating activity") activity.heartbeat() - await asyncio.sleep(1) - except asyncio.CancelledError: + time.sleep(1) + except CancelledError: print("Activity cancelled") raise @activity.defn -async def cleanup_activity() -> None: +def cleanup_activity() -> None: print("Executing cleanup activity") @@ -56,6 +59,7 @@ async def main(): task_queue="hello-cancellation-task-queue", workflows=[CancellationWorkflow], activities=[never_complete_activity, cleanup_activity], + activity_executor=ThreadPoolExecutor(5), ): # While the worker is running, use the client to start the workflow. diff --git a/hello/hello_cron.py b/hello/hello_cron.py index 68b26099..dbb5cba6 100644 --- a/hello/hello_cron.py +++ b/hello/hello_cron.py @@ -1,4 +1,5 @@ import asyncio +from concurrent.futures import ThreadPoolExecutor from dataclasses import dataclass from datetime import timedelta @@ -14,7 +15,7 @@ class ComposeGreetingInput: @activity.defn -async def compose_greeting(input: ComposeGreetingInput) -> str: +def compose_greeting(input: ComposeGreetingInput) -> str: return f"{input.greeting}, {input.name}!" @@ -40,6 +41,7 @@ async def main(): task_queue="hello-cron-task-queue", workflows=[GreetingWorkflow], activities=[compose_greeting], + activity_executor=ThreadPoolExecutor(5), ): print("Running workflow once a minute") diff --git a/hello/hello_exception.py b/hello/hello_exception.py index bfb198d5..628c10c5 100644 --- a/hello/hello_exception.py +++ b/hello/hello_exception.py @@ -1,5 +1,6 @@ import asyncio import logging +from concurrent.futures import ThreadPoolExecutor from dataclasses import dataclass from datetime import timedelta from typing import NoReturn, Optional @@ -18,7 +19,7 @@ class ComposeGreetingInput: @activity.defn -async def compose_greeting(input: ComposeGreetingInput) -> NoReturn: +def compose_greeting(input: ComposeGreetingInput) -> NoReturn: # Always raise exception raise RuntimeError(f"Greeting exception: {input.greeting}, {input.name}!") @@ -46,6 +47,7 @@ async def main(): task_queue="hello-exception-task-queue", workflows=[GreetingWorkflow], activities=[compose_greeting], + activity_executor=ThreadPoolExecutor(5), ): # While the worker is running, use the client to run the workflow and diff --git a/hello/hello_local_activity.py b/hello/hello_local_activity.py index 08c1d9f2..374c29c5 100644 --- a/hello/hello_local_activity.py +++ b/hello/hello_local_activity.py @@ -1,4 +1,5 @@ import asyncio +from concurrent.futures import ThreadPoolExecutor from dataclasses import dataclass from datetime import timedelta @@ -14,7 +15,7 @@ class ComposeGreetingInput: @activity.defn -async def compose_greeting(input: ComposeGreetingInput) -> str: +def compose_greeting(input: ComposeGreetingInput) -> str: return f"{input.greeting}, {input.name}!" @@ -39,6 +40,7 @@ async def main(): task_queue="hello-local-activity-task-queue", workflows=[GreetingWorkflow], activities=[compose_greeting], + activity_executor=ThreadPoolExecutor(5), ): # While the worker is running, use the client to run the workflow and diff --git a/hello/hello_mtls.py b/hello/hello_mtls.py index 1ac6f9d8..3ed15354 100644 --- a/hello/hello_mtls.py +++ b/hello/hello_mtls.py @@ -1,5 +1,6 @@ import argparse import asyncio +from concurrent.futures import ThreadPoolExecutor from dataclasses import dataclass from datetime import timedelta from typing import Optional @@ -18,7 +19,7 @@ class ComposeGreetingInput: # Basic activity that logs and does string concatenation @activity.defn -async def compose_greeting(input: ComposeGreetingInput) -> str: +def compose_greeting(input: ComposeGreetingInput) -> str: return f"{input.greeting}, {input.name}!" @@ -79,6 +80,7 @@ async def main(): task_queue="hello-mtls-task-queue", workflows=[GreetingWorkflow], activities=[compose_greeting], + activity_executor=ThreadPoolExecutor(5), ): # While the worker is running, use the client to run the workflow and diff --git a/hello/hello_parallel_activity.py b/hello/hello_parallel_activity.py index 9de09846..b32b02bb 100644 --- a/hello/hello_parallel_activity.py +++ b/hello/hello_parallel_activity.py @@ -1,4 +1,5 @@ import asyncio +from concurrent.futures import ThreadPoolExecutor from datetime import timedelta from typing import List @@ -8,7 +9,7 @@ @activity.defn -async def say_hello_activity(name: str) -> str: +def say_hello_activity(name: str) -> str: return f"Hello, {name}!" @@ -48,6 +49,7 @@ async def main(): task_queue="hello-parallel-activity-task-queue", workflows=[SayHelloWorkflow], activities=[say_hello_activity], + activity_executor=ThreadPoolExecutor(10), ): # While the worker is running, use the client to run the workflow and diff --git a/hello/hello_patch.py b/hello/hello_patch.py index 0ed19b2f..e511ad5b 100644 --- a/hello/hello_patch.py +++ b/hello/hello_patch.py @@ -1,5 +1,6 @@ import asyncio import sys +from concurrent.futures import ThreadPoolExecutor from dataclasses import dataclass from datetime import timedelta @@ -19,7 +20,7 @@ class ComposeGreetingInput: # Basic activity that logs and does string concatenation @activity.defn -async def compose_greeting(input: ComposeGreetingInput) -> str: +def compose_greeting(input: ComposeGreetingInput) -> str: activity.logger.info("Running activity with parameter %s" % input) return f"{input.greeting}, {input.name}!" @@ -123,6 +124,7 @@ async def main(): task_queue="hello-patch-task-queue", workflows=[workflow_class], # type: ignore activities=[compose_greeting], + activity_executor=ThreadPoolExecutor(5), ): try: result = await client.execute_workflow( diff --git a/tests/custom_metric/workflow_test.py b/tests/custom_metric/workflow_test.py index 4e107b79..bac5c07f 100644 --- a/tests/custom_metric/workflow_test.py +++ b/tests/custom_metric/workflow_test.py @@ -1,4 +1,5 @@ import uuid +from concurrent.futures import ThreadPoolExecutor from temporalio import activity from temporalio.client import Client @@ -22,6 +23,7 @@ async def print_message_mock(): task_queue=_TASK_QUEUE, workflows=[StartTwoActivitiesWorkflow], activities=[print_message_mock], + activity_executor=ThreadPoolExecutor(5), ): result = await client.execute_workflow( StartTwoActivitiesWorkflow.run, diff --git a/tests/hello/hello_activity_choice_test.py b/tests/hello/hello_activity_choice_test.py index 236634de..1dadbb88 100644 --- a/tests/hello/hello_activity_choice_test.py +++ b/tests/hello/hello_activity_choice_test.py @@ -20,13 +20,12 @@ ] -@pytest.mark.asyncio @pytest.mark.parametrize( "activity_func, order_amount, expected_result", activity_test_data ) -async def test_order_fruit(activity_func, order_amount, expected_result): +def test_order_fruit(activity_func, order_amount, expected_result): activity_environment = ActivityEnvironment() - result = await activity_environment.run(activity_func, order_amount) + result = activity_environment.run(activity_func, order_amount) assert result == expected_result diff --git a/tests/hello/hello_activity_test.py b/tests/hello/hello_activity_test.py index 4bd8e40e..5bf9c1b8 100644 --- a/tests/hello/hello_activity_test.py +++ b/tests/hello/hello_activity_test.py @@ -1,4 +1,5 @@ import uuid +from concurrent.futures import ThreadPoolExecutor from temporalio import activity from temporalio.client import Client @@ -18,6 +19,7 @@ async def test_execute_workflow(client: Client): client, task_queue=task_queue_name, workflows=[GreetingWorkflow], + activity_executor=ThreadPoolExecutor(5), activities=[compose_greeting], ): assert "Hello, World!" == await client.execute_workflow( diff --git a/tests/hello/hello_cancellation_test.py b/tests/hello/hello_cancellation_test.py index 2d4b946e..b511b50b 100644 --- a/tests/hello/hello_cancellation_test.py +++ b/tests/hello/hello_cancellation_test.py @@ -1,5 +1,6 @@ import asyncio import uuid +from concurrent.futures import ThreadPoolExecutor import pytest from temporalio.client import Client, WorkflowExecutionStatus, WorkflowFailureError @@ -21,6 +22,7 @@ async def test_cancel_workflow(client: Client): task_queue=task_queue_name, workflows=[CancellationWorkflow], activities=[cleanup_activity, never_complete_activity], + activity_executor=ThreadPoolExecutor(5), ): handle = await client.start_workflow( CancellationWorkflow.run, From fd57a6298a24921015b5684a26ff4331b36bd3a5 Mon Sep 17 00:00:00 2001 From: Thomas Hardy Date: Fri, 20 Jun 2025 08:26:28 -0700 Subject: [PATCH 10/68] Update infrequent polling sample to use BENIGN application error (#197) * Update infrequent polling sample to use BENIGN application error * formatting/linting --- polling/test_service.py | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/polling/test_service.py b/polling/test_service.py index 490f8476..63494572 100644 --- a/polling/test_service.py +++ b/polling/test_service.py @@ -2,6 +2,7 @@ from typing import Counter from temporalio import activity +from temporalio.exceptions import ApplicationError, ApplicationErrorCategory attempts = Counter[str]() ERROR_ATTEMPTS = 5 @@ -20,4 +21,10 @@ async def get_service_result(input): print(f"Attempt {attempts[workflow_id]} of {ERROR_ATTEMPTS} to invoke service") if attempts[workflow_id] == ERROR_ATTEMPTS: return f"{input.greeting}, {input.name}!" - raise Exception("service is down") + raise ApplicationError( + message="service is down", + # Set the error as BENIGN to indicate it is an expected error. + # BENIGN errors have activity failure logs downgraded to DEBUG level + # and do not emit activity failure metrics. + category=ApplicationErrorCategory.BENIGN, + ) From 14d1e61648388c0e2b08b55c4b9689f4c599df36 Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Fri, 20 Jun 2025 17:19:59 -0700 Subject: [PATCH 11/68] OpenAI agents (#195) Add samples using OpenAI Agents SDK --------- Co-authored-by: Maxim Fateev Co-authored-by: Dan Davison Co-authored-by: Maxim Fateev Co-authored-by: Grant <14.gsmith.14@gmail.com> Co-authored-by: Chad Retz --- openai_agents/README.md | 62 + openai_agents/__init__.py | 0 openai_agents/run_agents_as_tools_workflow.py | 30 + openai_agents/run_customer_service_client.py | 81 + openai_agents/run_hello_world_workflow.py | 29 + openai_agents/run_research_workflow.py | 30 + openai_agents/run_tools_workflow.py | 30 + openai_agents/run_worker.py | 56 + openai_agents/workflows/__init__.py | 0 .../workflows/agents_as_tools_workflow.py | 87 + openai_agents/workflows/customer_service.py | 129 + .../workflows/customer_service_workflow.py | 93 + .../workflows/get_weather_activity.py | 18 + .../workflows/hello_world_workflow.py | 18 + .../workflows/research_agents/__init__.py | 0 .../research_agents/planner_agent.py | 29 + .../research_agents/research_manager.py | 81 + .../workflows/research_agents/search_agent.py | 20 + .../workflows/research_agents/writer_agent.py | 33 + .../workflows/research_bot_workflow.py | 10 + openai_agents/workflows/tools_workflow.py | 30 + pyproject.toml | 6 +- uv.lock | 4139 +++++++++-------- 23 files changed, 3035 insertions(+), 1976 deletions(-) create mode 100644 openai_agents/README.md create mode 100644 openai_agents/__init__.py create mode 100644 openai_agents/run_agents_as_tools_workflow.py create mode 100644 openai_agents/run_customer_service_client.py create mode 100644 openai_agents/run_hello_world_workflow.py create mode 100644 openai_agents/run_research_workflow.py create mode 100644 openai_agents/run_tools_workflow.py create mode 100644 openai_agents/run_worker.py create mode 100644 openai_agents/workflows/__init__.py create mode 100644 openai_agents/workflows/agents_as_tools_workflow.py create mode 100644 openai_agents/workflows/customer_service.py create mode 100644 openai_agents/workflows/customer_service_workflow.py create mode 100644 openai_agents/workflows/get_weather_activity.py create mode 100644 openai_agents/workflows/hello_world_workflow.py create mode 100644 openai_agents/workflows/research_agents/__init__.py create mode 100644 openai_agents/workflows/research_agents/planner_agent.py create mode 100644 openai_agents/workflows/research_agents/research_manager.py create mode 100644 openai_agents/workflows/research_agents/search_agent.py create mode 100644 openai_agents/workflows/research_agents/writer_agent.py create mode 100644 openai_agents/workflows/research_bot_workflow.py create mode 100644 openai_agents/workflows/tools_workflow.py diff --git a/openai_agents/README.md b/openai_agents/README.md new file mode 100644 index 00000000..1eceb747 --- /dev/null +++ b/openai_agents/README.md @@ -0,0 +1,62 @@ +# Temporal OpenAI Agents SDK Integration + +⚠️ **Experimental** - This module is not yet stable and may change in the future. + +This directory contains samples demonstrating how to use the [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) with Temporal's durable execution engine. +These samples are adapted from the [OpenAI Agents SDK examples](https://github.com/openai/openai-agents-python/tree/main/examples) and extended with Temporal's durability and orchestration capabilities. + +See the [module documentation](https://github.com/temporalio/sdk-python/blob/main/temporalio/contrib/openai_agents/README.md) for more information. + +## Overview + +The integration combines: +- **Temporal workflows** for orchestrating agent control flow and state management +- **OpenAI Agents SDK** for AI agent creation and tool interactions + +This approach ensures that AI agent workflows are durable, observable, and can handle failures gracefully. + +## Prerequisites + +- Temporal server [running locally](https://docs.temporal.io/cli/server#start-dev) +- Required dependencies installed via `uv sync --group openai-agents` +- OpenAI API key set as environment variable: `export OPENAI_API_KEY=your_key_here` + +## Running the Examples + +1. **Start the worker** (supports all samples): + ```bash + uv run openai_agents/run_worker.py + ``` + +2. **Run individual samples** in separate terminals: + +### Basic Agent Examples + +- **Hello World Agent** - Simple agent that responds in haikus: + ```bash + uv run openai_agents/run_hello_world_workflow.py + ``` + +- **Tools Agent** - Agent with access to external tools (weather API): + ```bash + uv run openai_agents/run_tools_workflow.py + ``` + +### Advanced Multi-Agent Examples + +- **Research Workflow** - Multi-agent research system with specialized roles: + ```bash + uv run openai_agents/run_research_workflow.py + ``` + Features a planner agent, search agent, and writer agent working together. + +- **Customer Service Workflow** - Customer service agent with escalation capabilities (interactive): + ```bash + uv run openai_agents/run_customer_service_client.py --conversation-id my-conversation-123 + ``` + +- **Agents as Tools** - Demonstrate using agents as tools within other agents: + ```bash + uv run openai_agents/run_agents_as_tools_workflow.py + ``` + diff --git a/openai_agents/__init__.py b/openai_agents/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/openai_agents/run_agents_as_tools_workflow.py b/openai_agents/run_agents_as_tools_workflow.py new file mode 100644 index 00000000..7bd61cb5 --- /dev/null +++ b/openai_agents/run_agents_as_tools_workflow.py @@ -0,0 +1,30 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents.open_ai_data_converter import ( + open_ai_data_converter, +) + +from openai_agents.workflows.agents_as_tools_workflow import AgentsAsToolsWorkflow + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + data_converter=open_ai_data_converter, + ) + + # Execute a workflow + result = await client.execute_workflow( + AgentsAsToolsWorkflow.run, + "Translate to English: '¿Cómo estás?'", + id="my-workflow-id", + task_queue="openai-agents-task-queue", + ) + + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/run_customer_service_client.py b/openai_agents/run_customer_service_client.py new file mode 100644 index 00000000..c4277dc4 --- /dev/null +++ b/openai_agents/run_customer_service_client.py @@ -0,0 +1,81 @@ +import argparse +import asyncio + +from temporalio.client import ( + Client, + WorkflowQueryRejectedError, + WorkflowUpdateFailedError, +) +from temporalio.common import QueryRejectCondition +from temporalio.contrib.openai_agents.open_ai_data_converter import ( + open_ai_data_converter, +) +from temporalio.service import RPCError, RPCStatusCode + +from openai_agents.workflows.customer_service_workflow import ( + CustomerServiceWorkflow, + ProcessUserMessageInput, +) + + +async def main(): + parser = argparse.ArgumentParser() + parser.add_argument("--conversation-id", type=str, required=True) + args = parser.parse_args() + + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + data_converter=open_ai_data_converter, + ) + + handle = client.get_workflow_handle(args.conversation_id) + + # Query the workflow for the chat history + # If the workflow is not open, start a new one + start = False + try: + history = await handle.query( + CustomerServiceWorkflow.get_chat_history, + reject_condition=QueryRejectCondition.NOT_OPEN, + ) + except WorkflowQueryRejectedError as e: + start = True + except RPCError as e: + if e.status == RPCStatusCode.NOT_FOUND: + start = True + else: + raise e + if start: + await client.start_workflow( + CustomerServiceWorkflow.run, + id=args.conversation_id, + task_queue="openai-agents-task-queue", + ) + history = [] + print(*history, sep="\n") + + # Loop to send messages to the workflow + while True: + user_input = input("Enter your message: ") + message_input = ProcessUserMessageInput( + user_input=user_input, chat_length=len(history) + ) + try: + new_history = await handle.execute_update( + CustomerServiceWorkflow.process_user_message, message_input + ) + history.extend(new_history) + print(*new_history, sep="\n") + except WorkflowUpdateFailedError: + print("** Stale conversation. Reloading...") + length = len(history) + history = await handle.query( + CustomerServiceWorkflow.get_chat_history, + reject_condition=QueryRejectCondition.NOT_OPEN, + ) + print(*history[length:], sep="\n") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/run_hello_world_workflow.py b/openai_agents/run_hello_world_workflow.py new file mode 100644 index 00000000..a7baea57 --- /dev/null +++ b/openai_agents/run_hello_world_workflow.py @@ -0,0 +1,29 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents.open_ai_data_converter import ( + open_ai_data_converter, +) + +from openai_agents.workflows.hello_world_workflow import HelloWorldAgent + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + data_converter=open_ai_data_converter, + ) + + # Execute a workflow + result = await client.execute_workflow( + HelloWorldAgent.run, + "Tell me about recursion in programming.", + id="my-workflow-id", + task_queue="openai-agents-task-queue", + ) + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/run_research_workflow.py b/openai_agents/run_research_workflow.py new file mode 100644 index 00000000..72836e2c --- /dev/null +++ b/openai_agents/run_research_workflow.py @@ -0,0 +1,30 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents.open_ai_data_converter import ( + open_ai_data_converter, +) + +from openai_agents.workflows.research_bot_workflow import ResearchWorkflow + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + data_converter=open_ai_data_converter, + ) + + # Execute a workflow + result = await client.execute_workflow( + ResearchWorkflow.run, + "Caribbean vacation spots in April, optimizing for surfing, hiking and water sports", + id="research-workflow", + task_queue="openai-agents-task-queue", + ) + + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/run_tools_workflow.py b/openai_agents/run_tools_workflow.py new file mode 100644 index 00000000..a6683fb7 --- /dev/null +++ b/openai_agents/run_tools_workflow.py @@ -0,0 +1,30 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents.open_ai_data_converter import ( + open_ai_data_converter, +) + +from openai_agents.workflows.tools_workflow import ToolsWorkflow + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + data_converter=open_ai_data_converter, + ) + + # Execute a workflow + result = await client.execute_workflow( + ToolsWorkflow.run, + "What is the weather in Tokio?", + id="tools-workflow", + task_queue="openai-agents-task-queue", + ) + + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/run_worker.py b/openai_agents/run_worker.py new file mode 100644 index 00000000..acee5406 --- /dev/null +++ b/openai_agents/run_worker.py @@ -0,0 +1,56 @@ +from __future__ import annotations + +import asyncio +import concurrent.futures +from datetime import timedelta + +from temporalio import workflow +from temporalio.client import Client +from temporalio.contrib.openai_agents.invoke_model_activity import ModelActivity +from temporalio.contrib.openai_agents.open_ai_data_converter import ( + open_ai_data_converter, +) +from temporalio.contrib.openai_agents.temporal_openai_agents import ( + set_open_ai_agent_temporal_overrides, +) +from temporalio.worker import Worker + +from openai_agents.workflows.agents_as_tools_workflow import AgentsAsToolsWorkflow +from openai_agents.workflows.customer_service_workflow import CustomerServiceWorkflow +from openai_agents.workflows.get_weather_activity import get_weather +from openai_agents.workflows.hello_world_workflow import HelloWorldAgent +from openai_agents.workflows.research_bot_workflow import ResearchWorkflow +from openai_agents.workflows.tools_workflow import ToolsWorkflow + + +async def main(): + with set_open_ai_agent_temporal_overrides( + start_to_close_timeout=timedelta(seconds=60), + ): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + data_converter=open_ai_data_converter, + ) + + model_activity = ModelActivity(model_provider=None) + worker = Worker( + client, + task_queue="openai-agents-task-queue", + workflows=[ + HelloWorldAgent, + ToolsWorkflow, + ResearchWorkflow, + CustomerServiceWorkflow, + AgentsAsToolsWorkflow, + ], + activities=[ + model_activity.invoke_model_activity, + get_weather, + ], + ) + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/workflows/__init__.py b/openai_agents/workflows/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/openai_agents/workflows/agents_as_tools_workflow.py b/openai_agents/workflows/agents_as_tools_workflow.py new file mode 100644 index 00000000..76a68ea4 --- /dev/null +++ b/openai_agents/workflows/agents_as_tools_workflow.py @@ -0,0 +1,87 @@ +from temporalio import workflow + +with workflow.unsafe.imports_passed_through(): + from agents import Agent, ItemHelpers, MessageOutputItem, RunConfig, Runner, trace + +""" +This example shows the agents-as-tools pattern. The frontline agent receives a user message and +then picks which agents to call, as tools. In this case, it picks from a set of translation +agents. +""" + + +def orchestrator_agent() -> Agent: + spanish_agent = Agent( + name="spanish_agent", + instructions="You translate the user's message to Spanish", + handoff_description="An english to spanish translator", + ) + + french_agent = Agent( + name="french_agent", + instructions="You translate the user's message to French", + handoff_description="An english to french translator", + ) + + italian_agent = Agent( + name="italian_agent", + instructions="You translate the user's message to Italian", + handoff_description="An english to italian translator", + ) + + orchestrator_agent = Agent( + name="orchestrator_agent", + instructions=( + "You are a translation agent. You use the tools given to you to translate." + "If asked for multiple translations, you call the relevant tools in order." + "You never translate on your own, you always use the provided tools." + ), + tools=[ + spanish_agent.as_tool( + tool_name="translate_to_spanish", + tool_description="Translate the user's message to Spanish", + ), + french_agent.as_tool( + tool_name="translate_to_french", + tool_description="Translate the user's message to French", + ), + italian_agent.as_tool( + tool_name="translate_to_italian", + tool_description="Translate the user's message to Italian", + ), + ], + ) + return orchestrator_agent + + +def synthesizer_agent() -> Agent: + return Agent( + name="synthesizer_agent", + instructions="You inspect translations, correct them if needed, and produce a final concatenated response.", + ) + + +@workflow.defn +class AgentsAsToolsWorkflow: + @workflow.run + async def run(self, msg: str) -> str: + config = RunConfig() + + # Run the entire orchestration in a single trace + with trace("Orchestrator evaluator"): + orchestrator = orchestrator_agent() + synthesizer = synthesizer_agent() + + orchestrator_result = await Runner.run(orchestrator, msg, run_config=config) + + for item in orchestrator_result.new_items: + if isinstance(item, MessageOutputItem): + text = ItemHelpers.text_message_output(item) + if text: + workflow.logger.info(f" - Translation step: {text}") + + synthesizer_result = await Runner.run( + synthesizer, orchestrator_result.to_input_list(), run_config=config + ) + + return synthesizer_result.final_output diff --git a/openai_agents/workflows/customer_service.py b/openai_agents/workflows/customer_service.py new file mode 100644 index 00000000..6a08f4ed --- /dev/null +++ b/openai_agents/workflows/customer_service.py @@ -0,0 +1,129 @@ +from __future__ import annotations as _annotations + +from agents import Agent, RunContextWrapper, function_tool, handoff +from agents.extensions.handoff_prompt import RECOMMENDED_PROMPT_PREFIX +from pydantic import BaseModel +from temporalio import workflow + +### CONTEXT + + +class AirlineAgentContext(BaseModel): + passenger_name: str | None = None + confirmation_number: str | None = None + seat_number: str | None = None + flight_number: str | None = None + + +### TOOLS + + +@function_tool( + name_override="faq_lookup_tool", + description_override="Lookup frequently asked questions.", +) +async def faq_lookup_tool(question: str) -> str: + if "bag" in question or "baggage" in question: + return ( + "You are allowed to bring one bag on the plane. " + "It must be under 50 pounds and 22 inches x 14 inches x 9 inches." + ) + elif "seats" in question or "plane" in question: + return ( + "There are 120 seats on the plane. " + "There are 22 business class seats and 98 economy seats. " + "Exit rows are rows 4 and 16. " + "Rows 5-8 are Economy Plus, with extra legroom. " + ) + elif "wifi" in question: + return "We have free wifi on the plane, join Airline-Wifi" + return "I'm sorry, I don't know the answer to that question." + + +@function_tool +async def update_seat( + context: RunContextWrapper[AirlineAgentContext], + confirmation_number: str, + new_seat: str, +) -> str: + """ + Update the seat for a given confirmation number. + + Args: + confirmation_number: The confirmation number for the flight. + new_seat: The new seat to update to. + """ + # Update the context based on the customer's input + context.context.confirmation_number = confirmation_number + context.context.seat_number = new_seat + # Ensure that the flight number has been set by the incoming handoff + assert context.context.flight_number is not None, "Flight number is required" + return f"Updated seat to {new_seat} for confirmation number {confirmation_number}" + + +### HOOKS + + +async def on_seat_booking_handoff( + context: RunContextWrapper[AirlineAgentContext], +) -> None: + flight_number = f"FLT-{workflow.random().randint(100, 999)}" + context.context.flight_number = flight_number + + +### AGENTS + + +def init_agents() -> Agent[AirlineAgentContext]: + """ + Initialize the agents for the airline customer service workflow. + :return: triage agent + """ + faq_agent = Agent[AirlineAgentContext]( + name="FAQ Agent", + handoff_description="A helpful agent that can answer questions about the airline.", + instructions=f"""{RECOMMENDED_PROMPT_PREFIX} + You are an FAQ agent. If you are speaking to a customer, you probably were transferred to from the triage agent. + Use the following routine to support the customer. + # Routine + 1. Identify the last question asked by the customer. + 2. Use the faq lookup tool to answer the question. Do not rely on your own knowledge. + 3. If you cannot answer the question, transfer back to the triage agent.""", + tools=[faq_lookup_tool], + ) + + seat_booking_agent = Agent[AirlineAgentContext]( + name="Seat Booking Agent", + handoff_description="A helpful agent that can update a seat on a flight.", + instructions=f"""{RECOMMENDED_PROMPT_PREFIX} + You are a seat booking agent. If you are speaking to a customer, you probably were transferred to from the triage agent. + Use the following routine to support the customer. + # Routine + 1. Ask for their confirmation number. + 2. Ask the customer what their desired seat number is. + 3. Use the update seat tool to update the seat on the flight. + If the customer asks a question that is not related to the routine, transfer back to the triage agent. """, + tools=[update_seat], + ) + + triage_agent = Agent[AirlineAgentContext]( + name="Triage Agent", + handoff_description="A triage agent that can delegate a customer's request to the appropriate agent.", + instructions=( + f"{RECOMMENDED_PROMPT_PREFIX} " + "You are a helpful triaging agent. You can use your tools to delegate questions to other appropriate agents." + ), + handoffs=[ + faq_agent, + handoff(agent=seat_booking_agent, on_handoff=on_seat_booking_handoff), + ], + ) + + faq_agent.handoffs.append(triage_agent) + seat_booking_agent.handoffs.append(triage_agent) + return triage_agent + + +class ProcessUserMessageInput(BaseModel): + user_input: str + chat_length: int diff --git a/openai_agents/workflows/customer_service_workflow.py b/openai_agents/workflows/customer_service_workflow.py new file mode 100644 index 00000000..9a8d38fc --- /dev/null +++ b/openai_agents/workflows/customer_service_workflow.py @@ -0,0 +1,93 @@ +from __future__ import annotations as _annotations + +from temporalio import workflow + +with workflow.unsafe.imports_passed_through(): + from agents import ( + Agent, + HandoffOutputItem, + ItemHelpers, + MessageOutputItem, + RunConfig, + Runner, + ToolCallItem, + ToolCallOutputItem, + TResponseInputItem, + trace, + ) + + from openai_agents.workflows.customer_service import ( + AirlineAgentContext, + ProcessUserMessageInput, + init_agents, + ) + + +@workflow.defn +class CustomerServiceWorkflow: + @workflow.init + def __init__(self, input_items: list[TResponseInputItem] | None = None): + self.run_config = RunConfig() + self.chat_history: list[str] = [] + self.current_agent: Agent[AirlineAgentContext] = init_agents() + self.context = AirlineAgentContext() + self.input_items = [] if input_items is None else input_items + + @workflow.run + async def run(self, input_items: list[TResponseInputItem] | None = None): + await workflow.wait_condition( + lambda: workflow.info().is_continue_as_new_suggested() + and workflow.all_handlers_finished() + ) + workflow.continue_as_new(self.input_items) + + @workflow.query + def get_chat_history(self) -> list[str]: + return self.chat_history + + @workflow.update + async def process_user_message(self, input: ProcessUserMessageInput) -> list[str]: + length = len(self.chat_history) + self.chat_history.append(f"User: {input.user_input}") + with trace("Customer service", group_id=workflow.info().workflow_id): + self.input_items.append({"content": input.user_input, "role": "user"}) + result = await Runner.run( + self.current_agent, + self.input_items, + context=self.context, + run_config=self.run_config, + ) + + for new_item in result.new_items: + agent_name = new_item.agent.name + if isinstance(new_item, MessageOutputItem): + self.chat_history.append( + f"{agent_name}: {ItemHelpers.text_message_output(new_item)}" + ) + elif isinstance(new_item, HandoffOutputItem): + self.chat_history.append( + f"Handed off from {new_item.source_agent.name} to {new_item.target_agent.name}" + ) + elif isinstance(new_item, ToolCallItem): + self.chat_history.append(f"{agent_name}: Calling a tool") + elif isinstance(new_item, ToolCallOutputItem): + self.chat_history.append( + f"{agent_name}: Tool call output: {new_item.output}" + ) + else: + self.chat_history.append( + f"{agent_name}: Skipping item: {new_item.__class__.__name__}" + ) + self.input_items = result.to_input_list() + self.current_agent = result.last_agent + workflow.set_current_details("\n\n".join(self.chat_history)) + return self.chat_history[length:] + + @process_user_message.validator + def validate_process_user_message(self, input: ProcessUserMessageInput) -> None: + if not input.user_input: + raise ValueError("User input cannot be empty.") + if len(input.user_input) > 1000: + raise ValueError("User input is too long. Please limit to 1000 characters.") + if input.chat_length != len(self.chat_history): + raise ValueError("Stale chat history. Please refresh the chat.") diff --git a/openai_agents/workflows/get_weather_activity.py b/openai_agents/workflows/get_weather_activity.py new file mode 100644 index 00000000..c8be473c --- /dev/null +++ b/openai_agents/workflows/get_weather_activity.py @@ -0,0 +1,18 @@ +from dataclasses import dataclass + +from temporalio import activity + + +@dataclass +class Weather: + city: str + temperature_range: str + conditions: str + + +@activity.defn +async def get_weather(city: str) -> Weather: + """ + Get the weather for a given city. + """ + return Weather(city=city, temperature_range="14-20C", conditions="Sunny with wind.") diff --git a/openai_agents/workflows/hello_world_workflow.py b/openai_agents/workflows/hello_world_workflow.py new file mode 100644 index 00000000..aff1478e --- /dev/null +++ b/openai_agents/workflows/hello_world_workflow.py @@ -0,0 +1,18 @@ +from temporalio import workflow + +# Import agent Agent and Runner +with workflow.unsafe.imports_passed_through(): + from agents import Agent, Runner + + +@workflow.defn +class HelloWorldAgent: + @workflow.run + async def run(self, prompt: str) -> str: + agent = Agent( + name="Assistant", + instructions="You only respond in haikus.", + ) + + result = await Runner.run(agent, input=prompt) + return result.final_output diff --git a/openai_agents/workflows/research_agents/__init__.py b/openai_agents/workflows/research_agents/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/openai_agents/workflows/research_agents/planner_agent.py b/openai_agents/workflows/research_agents/planner_agent.py new file mode 100644 index 00000000..3e2f26de --- /dev/null +++ b/openai_agents/workflows/research_agents/planner_agent.py @@ -0,0 +1,29 @@ +from agents import Agent +from pydantic import BaseModel + +PROMPT = ( + "You are a helpful research assistant. Given a query, come up with a set of web searches " + "to perform to best answer the query. Output between 5 and 20 terms to query for." +) + + +class WebSearchItem(BaseModel): + reason: str + "Your reasoning for why this search is important to the query." + + query: str + "The search term to use for the web search." + + +class WebSearchPlan(BaseModel): + searches: list[WebSearchItem] + """A list of web searches to perform to best answer the query.""" + + +def new_planner_agent(): + return Agent( + name="PlannerAgent", + instructions=PROMPT, + model="gpt-4o", + output_type=WebSearchPlan, + ) diff --git a/openai_agents/workflows/research_agents/research_manager.py b/openai_agents/workflows/research_agents/research_manager.py new file mode 100644 index 00000000..19bdd224 --- /dev/null +++ b/openai_agents/workflows/research_agents/research_manager.py @@ -0,0 +1,81 @@ +from __future__ import annotations + +import asyncio + +from temporalio import workflow + +with workflow.unsafe.imports_passed_through(): + # TODO: Restore progress updates + from agents import RunConfig, Runner, custom_span, gen_trace_id, trace + + from openai_agents.workflows.research_agents.planner_agent import ( + WebSearchItem, + WebSearchPlan, + new_planner_agent, + ) + from openai_agents.workflows.research_agents.search_agent import new_search_agent + from openai_agents.workflows.research_agents.writer_agent import ( + ReportData, + new_writer_agent, + ) + + +class ResearchManager: + def __init__(self): + self.run_config = RunConfig() + self.search_agent = new_search_agent() + self.planner_agent = new_planner_agent() + self.writer_agent = new_writer_agent() + + async def run(self, query: str) -> str: + trace_id = gen_trace_id() + with trace("Research trace", trace_id=trace_id): + search_plan = await self._plan_searches(query) + search_results = await self._perform_searches(search_plan) + report = await self._write_report(query, search_results) + + return report.markdown_report + + async def _plan_searches(self, query: str) -> WebSearchPlan: + result = await Runner.run( + self.planner_agent, + f"Query: {query}", + run_config=self.run_config, + ) + return result.final_output_as(WebSearchPlan) + + async def _perform_searches(self, search_plan: WebSearchPlan) -> list[str]: + with custom_span("Search the web"): + num_completed = 0 + tasks = [ + asyncio.create_task(self._search(item)) for item in search_plan.searches + ] + results = [] + for task in workflow.as_completed(tasks): + result = await task + if result is not None: + results.append(result) + num_completed += 1 + return results + + async def _search(self, item: WebSearchItem) -> str | None: + input = f"Search term: {item.query}\nReason for searching: {item.reason}" + try: + result = await Runner.run( + self.search_agent, + input, + run_config=self.run_config, + ) + return str(result.final_output) + except Exception: + return None + + async def _write_report(self, query: str, search_results: list[str]) -> ReportData: + input = f"Original query: {query}\nSummarized search results: {search_results}" + result = await Runner.run( + self.writer_agent, + input, + run_config=self.run_config, + ) + + return result.final_output_as(ReportData) diff --git a/openai_agents/workflows/research_agents/search_agent.py b/openai_agents/workflows/research_agents/search_agent.py new file mode 100644 index 00000000..43c30ed8 --- /dev/null +++ b/openai_agents/workflows/research_agents/search_agent.py @@ -0,0 +1,20 @@ +from agents import Agent, WebSearchTool +from agents.model_settings import ModelSettings + +INSTRUCTIONS = ( + "You are a research assistant. Given a search term, you search the web for that term and " + "produce a concise summary of the results. The summary must 2-3 paragraphs and less than 300 " + "words. Capture the main points. Write succinctly, no need to have complete sentences or good " + "grammar. This will be consumed by someone synthesizing a report, so its vital you capture the " + "essence and ignore any fluff. Do not include any additional commentary other than the summary " + "itself." +) + + +def new_search_agent(): + return Agent( + name="Search agent", + instructions=INSTRUCTIONS, + tools=[WebSearchTool()], + model_settings=ModelSettings(tool_choice="required"), + ) diff --git a/openai_agents/workflows/research_agents/writer_agent.py b/openai_agents/workflows/research_agents/writer_agent.py new file mode 100644 index 00000000..9d8a34b0 --- /dev/null +++ b/openai_agents/workflows/research_agents/writer_agent.py @@ -0,0 +1,33 @@ +# Agent used to synthesize a final report from the individual summaries. +from agents import Agent +from pydantic import BaseModel + +PROMPT = ( + "You are a senior researcher tasked with writing a cohesive report for a research query. " + "You will be provided with the original query, and some initial research done by a research " + "assistant.\n" + "You should first come up with an outline for the report that describes the structure and " + "flow of the report. Then, generate the report and return that as your final output.\n" + "The final output should be in markdown format, and it should be lengthy and detailed. Aim " + "for 5-10 pages of content, at least 1000 words." +) + + +class ReportData(BaseModel): + short_summary: str + """A short 2-3 sentence summary of the findings.""" + + markdown_report: str + """The final report""" + + follow_up_questions: list[str] + """Suggested topics to research further""" + + +def new_writer_agent(): + return Agent( + name="WriterAgent", + instructions=PROMPT, + model="o3-mini", + output_type=ReportData, + ) diff --git a/openai_agents/workflows/research_bot_workflow.py b/openai_agents/workflows/research_bot_workflow.py new file mode 100644 index 00000000..c0779c02 --- /dev/null +++ b/openai_agents/workflows/research_bot_workflow.py @@ -0,0 +1,10 @@ +from temporalio import workflow + +from openai_agents.workflows.research_agents.research_manager import ResearchManager + + +@workflow.defn +class ResearchWorkflow: + @workflow.run + async def run(self, query: str) -> str: + return await ResearchManager().run(query) diff --git a/openai_agents/workflows/tools_workflow.py b/openai_agents/workflows/tools_workflow.py new file mode 100644 index 00000000..0b981f59 --- /dev/null +++ b/openai_agents/workflows/tools_workflow.py @@ -0,0 +1,30 @@ +from __future__ import annotations + +from datetime import timedelta + +from temporalio import workflow +from temporalio.contrib.openai_agents.temporal_tools import activity_as_tool + +# Import our activity, passing it through the sandbox +with workflow.unsafe.imports_passed_through(): + from agents import Agent, Runner + + from openai_agents.workflows.get_weather_activity import get_weather + + +@workflow.defn +class ToolsWorkflow: + @workflow.run + async def run(self, question: str) -> str: + agent = Agent( + name="Hello world", + instructions="You are a helpful agent.", + tools=[ + activity_as_tool( + get_weather, start_to_close_timeout=timedelta(seconds=10) + ) + ], + ) + + result = await Runner.run(agent, input=question) + return result.final_output diff --git 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2 files changed, 2 insertions(+), 3 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 334e8e32..b82bd912 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ authors = [{ name = "Temporal Technologies Inc", email = "sdk@temporal.io" }] requires-python = "~=3.9" readme = "README.md" license = "MIT" -dependencies = ["temporalio>=1.12.0,<2"] +dependencies = ["temporalio>=1.13.0,<2"] [project.urls] Homepage = "https://github.com/temporalio/samples-python" @@ -150,4 +150,3 @@ ignore_errors = true [[tool.mypy.overrides]] module = "opentelemetry.*" ignore_errors = true - diff --git a/uv.lock b/uv.lock index 1bbef212..21e6c17e 100644 --- a/uv.lock +++ b/uv.lock @@ -2531,7 +2531,7 @@ trio-async = [ ] [package.metadata] -requires-dist = [{ name = "temporalio", specifier = ">=1.12.0,<2" }] +requires-dist = [{ name = "temporalio", specifier = ">=1.13.0,<2" }] [package.metadata.requires-dev] bedrock = [{ name = "boto3", specifier = ">=1.34.92,<2" }] From 1387fbd9d3bf8ef041159e2280ba560197e4a44d Mon Sep 17 00:00:00 2001 From: Grant <14.gsmith.14@gmail.com> Date: Wed, 25 Jun 2025 15:15:23 -0500 Subject: [PATCH 13/68] Change_log_level (#187) added a sample showing how change workflow task failure log levels to error --- README.md | 1 + hello/README.md | 1 + hello/hello_change_log_level.py | 67 ++++++++++++++++++++++ tests/hello/hello_change_log_level_test.py | 43 ++++++++++++++ 4 files changed, 112 insertions(+) create mode 100644 hello/hello_change_log_level.py create mode 100644 tests/hello/hello_change_log_level_test.py diff --git a/README.md b/README.md index 5c1941d1..8bd9986a 100644 --- a/README.md +++ b/README.md @@ -41,6 +41,7 @@ Some examples require extra dependencies. See each sample's directory for specif * [hello_async_activity_completion](hello/hello_async_activity_completion.py) - Complete an activity outside of the function that was called. * [hello_cancellation](hello/hello_cancellation.py) - Manually react to cancellation inside workflows and activities. + * [hello_change_log_level](hello/hello_change_log_level.py) - Change the level of workflow task failure from WARN to ERROR. * [hello_child_workflow](hello/hello_child_workflow.py) - Execute a child workflow from a workflow. * [hello_continue_as_new](hello/hello_continue_as_new.py) - Use continue as new to restart a workflow. * [hello_cron](hello/hello_cron.py) - Execute a workflow once a minute. diff --git a/hello/README.md b/hello/README.md index 45d24768..fba44461 100644 --- a/hello/README.md +++ b/hello/README.md @@ -28,6 +28,7 @@ Replace `hello_activity.py` in the command with any other example filename to ru * [hello_async_activity_completion](hello_async_activity_completion.py) - Complete an activity outside of the function that was called. * [hello_cancellation](hello_cancellation.py) - Manually react to cancellation inside workflows and activities. +* [hello_change_log_level](hello_change_log_level.py) - Change the level of workflow task failure from WARN to ERROR. * [hello_child_workflow](hello_child_workflow.py) - Execute a child workflow from a workflow. * [hello_continue_as_new](hello_continue_as_new.py) - Use continue as new to restart a workflow. * [hello_cron](hello_cron.py) - Execute a workflow once a minute. diff --git a/hello/hello_change_log_level.py b/hello/hello_change_log_level.py new file mode 100644 index 00000000..89bb2e1d --- /dev/null +++ b/hello/hello_change_log_level.py @@ -0,0 +1,67 @@ +""" +Changes the log level of workflow task failures from WARN to ERROR. + +Note that the __temporal_error_identifier attribute was added in +version 1.13.0 of the Python SDK. +""" + +import asyncio +import logging +import sys + +from temporalio import workflow +from temporalio.client import Client +from temporalio.worker import Worker + +# --- Begin logging set‑up ---------------------------------------------------------- +logging.basicConfig( + stream=sys.stdout, + level=logging.INFO, + format="%(asctime)s %(levelname)-8s %(name)s %(message)s", +) + + +class CustomLogFilter(logging.Filter): + def filter(self, record: logging.LogRecord) -> bool: + # Note that the __temporal_error_identifier attribute was added in + # version 1.13.0 of the Python SDK. + if ( + hasattr(record, "__temporal_error_identifier") + and getattr(record, "__temporal_error_identifier") == "WorkflowTaskFailure" + ): + record.levelno = logging.ERROR + record.levelname = logging.getLevelName(logging.ERROR) + return True + + +for h in logging.getLogger().handlers: + h.addFilter(CustomLogFilter()) +# --- End logging set‑up ---------------------------------------------------------- + + +LOG_MESSAGE = "This error is an experiment to check the log level" + + +@workflow.defn +class GreetingWorkflow: + @workflow.run + async def run(self): + raise RuntimeError(LOG_MESSAGE) + + +async def main(): + client = await Client.connect("localhost:7233") + async with Worker( + client, + task_queue="hello-change-log-level-task-queue", + workflows=[GreetingWorkflow], + ): + await client.execute_workflow( + GreetingWorkflow.run, + id="hello-change-log-level-workflow-id", + task_queue="hello-change-log-level-task-queue", + ) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/tests/hello/hello_change_log_level_test.py b/tests/hello/hello_change_log_level_test.py new file mode 100644 index 00000000..e3cd2334 --- /dev/null +++ b/tests/hello/hello_change_log_level_test.py @@ -0,0 +1,43 @@ +import asyncio +import io +import logging +import uuid + +from temporalio.client import Client +from temporalio.worker import Worker + +from hello.hello_change_log_level import LOG_MESSAGE, GreetingWorkflow + + +async def test_workflow_with_log_capture(client: Client): + + log_stream = io.StringIO() + handler = logging.StreamHandler(log_stream) + handler.setLevel(logging.ERROR) + + logger = logging.getLogger() + logger.addHandler(handler) + logger.setLevel(logging.DEBUG) + + task_queue = f"tq-{uuid.uuid4()}" + + async with Worker( + client, + task_queue=task_queue, + workflows=[GreetingWorkflow], + ): + handle = await client.start_workflow( + GreetingWorkflow.run, + id=f"wf-{uuid.uuid4()}", + task_queue=task_queue, + ) + await asyncio.sleep( + 0.2 + ) # small wait to ensure the workflow has started, failed, and logged + await handle.terminate() + + logger.removeHandler(handler) + handler.flush() + + logs = log_stream.getvalue() + assert LOG_MESSAGE in logs From 6cb8ce4532a9634cec232fe6f64b1778f5cbf6d8 Mon Sep 17 00:00:00 2001 From: Dan Davison Date: Wed, 9 Jul 2025 10:44:54 -0400 Subject: [PATCH 14/68] 1.14.0 (#203) --- openai_agents/run_worker.py | 13 +- pyproject.toml | 2 +- uv.lock | 317 +++++++++++++++++++----------------- 3 files changed, 177 insertions(+), 155 deletions(-) diff --git a/openai_agents/run_worker.py b/openai_agents/run_worker.py index acee5406..365db097 100644 --- a/openai_agents/run_worker.py +++ b/openai_agents/run_worker.py @@ -1,18 +1,15 @@ from __future__ import annotations import asyncio -import concurrent.futures from datetime import timedelta -from temporalio import workflow from temporalio.client import Client from temporalio.contrib.openai_agents.invoke_model_activity import ModelActivity -from temporalio.contrib.openai_agents.open_ai_data_converter import ( - open_ai_data_converter, -) +from temporalio.contrib.openai_agents.model_parameters import ModelActivityParameters from temporalio.contrib.openai_agents.temporal_openai_agents import ( set_open_ai_agent_temporal_overrides, ) +from temporalio.contrib.pydantic import pydantic_data_converter from temporalio.worker import Worker from openai_agents.workflows.agents_as_tools_workflow import AgentsAsToolsWorkflow @@ -25,12 +22,14 @@ async def main(): with set_open_ai_agent_temporal_overrides( - start_to_close_timeout=timedelta(seconds=60), + model_params=ModelActivityParameters( + start_to_close_timeout=timedelta(seconds=60), + ), ): # Create client connected to server at the given address client = await Client.connect( "localhost:7233", - data_converter=open_ai_data_converter, + data_converter=pydantic_data_converter, ) model_activity = ModelActivity(model_provider=None) diff --git a/pyproject.toml b/pyproject.toml index b82bd912..b26457f9 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ authors = [{ name = "Temporal Technologies Inc", email = "sdk@temporal.io" }] requires-python = "~=3.9" readme = "README.md" license = "MIT" -dependencies = ["temporalio>=1.13.0,<2"] +dependencies = ["temporalio>=1.14.0,<2"] [project.urls] Homepage = "https://github.com/temporalio/samples-python" diff --git a/uv.lock b/uv.lock index 21e6c17e..c7f17f2b 100644 --- a/uv.lock 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name = "setuptools" }, ] From 080dad39590a56a92fa3861f0d191e8cb259bce0 Mon Sep 17 00:00:00 2001 From: Dan Davison Date: Thu, 10 Jul 2025 23:05:58 -0400 Subject: [PATCH 15/68] Nexus samples (#174) --- hello_nexus/README.md | 37 +++++++++ hello_nexus/__init__.py | 0 hello_nexus/caller/__init__.py | 0 hello_nexus/caller/app.py | 43 ++++++++++ hello_nexus/caller/workflows.py | 35 +++++++++ hello_nexus/endpoint_description.md | 3 + hello_nexus/handler/__init__.py | 0 hello_nexus/handler/service_handler.py | 49 ++++++++++++ hello_nexus/handler/worker.py | 46 +++++++++++ hello_nexus/handler/workflows.py | 12 +++ hello_nexus/service.py | 33 ++++++++ open_telemetry/worker.py | 2 +- pyproject.toml | 12 ++- tests/hello_nexus/hello_nexus_test.py | 51 ++++++++++++ tests/hello_nexus/helpers.py | 39 +++++++++ uv.lock | 105 ++++++++++++++++++++++--- 16 files changed, 455 insertions(+), 12 deletions(-) create mode 100644 hello_nexus/README.md create mode 100644 hello_nexus/__init__.py create mode 100644 hello_nexus/caller/__init__.py create mode 100644 hello_nexus/caller/app.py create mode 100644 hello_nexus/caller/workflows.py create mode 100644 hello_nexus/endpoint_description.md create mode 100644 hello_nexus/handler/__init__.py create mode 100644 hello_nexus/handler/service_handler.py create mode 100644 hello_nexus/handler/worker.py create mode 100644 hello_nexus/handler/workflows.py create mode 100644 hello_nexus/service.py create mode 100644 tests/hello_nexus/hello_nexus_test.py create mode 100644 tests/hello_nexus/helpers.py diff --git a/hello_nexus/README.md b/hello_nexus/README.md new file mode 100644 index 00000000..bf26ce47 --- /dev/null +++ b/hello_nexus/README.md @@ -0,0 +1,37 @@ +This sample shows how to define a Nexus service, implement the operation handlers, and +call the operations from a workflow. + +### Sample directory structure + +- [service.py](./service.py) - shared Nexus service definition +- [caller](./caller) - a caller workflow that executes Nexus operations, together with a worker and starter code +- [handler](./handler) - Nexus operation handlers, together with a workflow used by one of the Nexus operations, and a worker that polls for both workflow and Nexus tasks. + + +### Instructions + +Start a Temporal server. (See the main samples repo [README](../README.md)). + +Run the following: + +``` +temporal operator namespace create --namespace hello-nexus-basic-handler-namespace +temporal operator namespace create --namespace hello-nexus-basic-caller-namespace + +temporal operator nexus endpoint create \ + --name hello-nexus-basic-nexus-endpoint \ + --target-namespace hello-nexus-basic-handler-namespace \ + --target-task-queue my-handler-task-queue \ + --description-file hello_nexus/endpoint_description.md +``` + +In one terminal, run the Temporal worker in the handler namespace: +``` +uv run hello_nexus/handler/worker.py +``` + +In another terminal, run the Temporal worker in the caller namespace and start the caller +workflow: +``` +uv run hello_nexus/caller/app.py +``` diff --git a/hello_nexus/__init__.py b/hello_nexus/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/hello_nexus/caller/__init__.py b/hello_nexus/caller/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/hello_nexus/caller/app.py b/hello_nexus/caller/app.py new file mode 100644 index 00000000..40785b90 --- /dev/null +++ b/hello_nexus/caller/app.py @@ -0,0 +1,43 @@ +import asyncio +import uuid +from typing import Optional + +from temporalio.client import Client +from temporalio.worker import Worker + +from hello_nexus.caller.workflows import CallerWorkflow +from hello_nexus.service import MyOutput + +NAMESPACE = "hello-nexus-basic-caller-namespace" +TASK_QUEUE = "hello-nexus-basic-caller-task-queue" + + +async def execute_caller_workflow( + client: Optional[Client] = None, +) -> tuple[MyOutput, MyOutput]: + client = client or await Client.connect( + "localhost:7233", + namespace=NAMESPACE, + ) + + async with Worker( + client, + task_queue=TASK_QUEUE, + workflows=[CallerWorkflow], + ): + return await client.execute_workflow( + CallerWorkflow.run, + arg="world", + id=str(uuid.uuid4()), + task_queue=TASK_QUEUE, + ) + + +if __name__ == "__main__": + loop = asyncio.new_event_loop() + try: + results = loop.run_until_complete(execute_caller_workflow()) + for output in results: + print(output.message) + except KeyboardInterrupt: + loop.run_until_complete(loop.shutdown_asyncgens()) diff --git a/hello_nexus/caller/workflows.py b/hello_nexus/caller/workflows.py new file mode 100644 index 00000000..240b8b8c --- /dev/null +++ b/hello_nexus/caller/workflows.py @@ -0,0 +1,35 @@ +from temporalio import workflow + +with workflow.unsafe.imports_passed_through(): + from hello_nexus.service import MyInput, MyNexusService, MyOutput + +NEXUS_ENDPOINT = "hello-nexus-basic-nexus-endpoint" + + +# This is a workflow that calls two nexus operations. +@workflow.defn +class CallerWorkflow: + # An __init__ method is always optional on a workflow class. Here we use it to set the + # nexus client, but that could alternatively be done in the run method. + def __init__(self): + self.nexus_client = workflow.create_nexus_client( + service=MyNexusService, + endpoint=NEXUS_ENDPOINT, + ) + + # The workflow run method invokes two nexus operations. + @workflow.run + async def run(self, name: str) -> tuple[MyOutput, MyOutput]: + # Start the nexus operation and wait for the result in one go, using execute_operation. + wf_result = await self.nexus_client.execute_operation( + MyNexusService.my_workflow_run_operation, + MyInput(name), + ) + # Alternatively, you can use start_operation to obtain the operation handle and + # then `await` the handle to obtain the result. + sync_operation_handle = await self.nexus_client.start_operation( + MyNexusService.my_sync_operation, + MyInput(name), + ) + sync_result = await sync_operation_handle + return sync_result, wf_result diff --git a/hello_nexus/endpoint_description.md b/hello_nexus/endpoint_description.md new file mode 100644 index 00000000..9a381cd0 --- /dev/null +++ b/hello_nexus/endpoint_description.md @@ -0,0 +1,3 @@ +## Service: [MyNexusService](https://github.com/temporalio/samples-python/blob/main/hello_nexus/basic/service.py) + - operation: `my_sync_operation` + - operation: `my_workflow_run_operation` diff --git a/hello_nexus/handler/__init__.py b/hello_nexus/handler/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/hello_nexus/handler/service_handler.py b/hello_nexus/handler/service_handler.py new file mode 100644 index 00000000..1295abd1 --- /dev/null +++ b/hello_nexus/handler/service_handler.py @@ -0,0 +1,49 @@ +""" +This file demonstrates how to implement a Nexus service. +""" + +from __future__ import annotations + +import uuid + +import nexusrpc +from temporalio import nexus + +from hello_nexus.handler.workflows import WorkflowStartedByNexusOperation +from hello_nexus.service import MyInput, MyNexusService, MyOutput + + +@nexusrpc.handler.service_handler(service=MyNexusService) +class MyNexusServiceHandler: + # You can create an __init__ method accepting what is needed by your operation + # handlers to handle requests. You typically instantiate your service handler class + # when starting your worker. See hello_nexus/basic/handler/worker.py. + + # This is a nexus operation that is backed by a Temporal workflow. The start method + # starts a workflow, and returns a nexus operation token. Meanwhile, the workflow + # executes in the background; Temporal server takes care of delivering the eventual + # workflow result (success or failure) to the calling workflow. + # + # The token will be used by the caller if it subsequently wants to cancel the Nexus + # operation. + @nexus.workflow_run_operation + async def my_workflow_run_operation( + self, ctx: nexus.WorkflowRunOperationContext, input: MyInput + ) -> nexus.WorkflowHandle[MyOutput]: + return await ctx.start_workflow( + WorkflowStartedByNexusOperation.run, + input, + id=str(uuid.uuid4()), + ) + + # This is a Nexus operation that responds synchronously to all requests. That means + # that unlike the workflow run operation above, in this case the `start` method + # returns the final operation result. + # + # Sync operations are free to make arbitrary network calls, or perform CPU-bound + # computations. Total execution duration must not exceed 10s. + @nexusrpc.handler.sync_operation + async def my_sync_operation( + self, ctx: nexusrpc.handler.StartOperationContext, input: MyInput + ) -> MyOutput: + return MyOutput(message=f"Hello {input.name} from sync operation!") diff --git a/hello_nexus/handler/worker.py b/hello_nexus/handler/worker.py new file mode 100644 index 00000000..0bdd6c01 --- /dev/null +++ b/hello_nexus/handler/worker.py @@ -0,0 +1,46 @@ +import asyncio +import logging +from typing import Optional + +from temporalio.client import Client +from temporalio.worker import Worker + +from hello_nexus.handler.service_handler import MyNexusServiceHandler +from hello_nexus.handler.workflows import WorkflowStartedByNexusOperation + +interrupt_event = asyncio.Event() + +NAMESPACE = "hello-nexus-basic-handler-namespace" +TASK_QUEUE = "my-handler-task-queue" + + +async def main(client: Optional[Client] = None): + logging.basicConfig(level=logging.INFO) + + client = client or await Client.connect( + "localhost:7233", + namespace=NAMESPACE, + ) + + # Start the worker, passing the Nexus service handler instance, in addition to the + # workflow classes that are started by your nexus operations, and any activities + # needed. This Worker will poll for both workflow tasks and Nexus tasks (this example + # doesn't use any activities). + async with Worker( + client, + task_queue=TASK_QUEUE, + workflows=[WorkflowStartedByNexusOperation], + nexus_service_handlers=[MyNexusServiceHandler()], + ): + logging.info("Worker started, ctrl+c to exit") + await interrupt_event.wait() + logging.info("Shutting down") + + +if __name__ == "__main__": + loop = asyncio.new_event_loop() + try: + loop.run_until_complete(main()) + except KeyboardInterrupt: + interrupt_event.set() + loop.run_until_complete(loop.shutdown_asyncgens()) diff --git a/hello_nexus/handler/workflows.py b/hello_nexus/handler/workflows.py new file mode 100644 index 00000000..a41b29ef --- /dev/null +++ b/hello_nexus/handler/workflows.py @@ -0,0 +1,12 @@ +from temporalio import workflow + +with workflow.unsafe.imports_passed_through(): + from hello_nexus.service import MyInput, MyOutput + + +# This is the workflow that is started by the `my_workflow_run_operation` nexus operation. +@workflow.defn +class WorkflowStartedByNexusOperation: + @workflow.run + async def run(self, input: MyInput) -> MyOutput: + return MyOutput(message=f"Hello {input.name} from workflow run operation!") diff --git a/hello_nexus/service.py b/hello_nexus/service.py new file mode 100644 index 00000000..6528775d --- /dev/null +++ b/hello_nexus/service.py @@ -0,0 +1,33 @@ +""" +This is a Nexus service definition. + +A service definition defines a Nexus service as a named collection of operations, each +with input and output types. It does not implement operation handling: see the service +handler and operation handlers in hello_nexus.handler.nexus_service for that. + +A Nexus service definition is used by Nexus callers (e.g. a Temporal workflow) to create +type-safe clients, and it is used by Nexus handlers to validate that they implement +correctly-named operation handlers with the correct input and output types. + +The service defined in this file features two operations: echo and hello. +""" + +from dataclasses import dataclass + +import nexusrpc + + +@dataclass +class MyInput: + name: str + + +@dataclass +class MyOutput: + message: str + + +@nexusrpc.service +class MyNexusService: + my_sync_operation: nexusrpc.Operation[MyInput, MyOutput] + my_workflow_run_operation: nexusrpc.Operation[MyInput, MyOutput] diff --git a/open_telemetry/worker.py b/open_telemetry/worker.py index 4b344123..04095ca7 100644 --- a/open_telemetry/worker.py +++ b/open_telemetry/worker.py @@ -3,7 +3,7 @@ from opentelemetry import trace from opentelemetry.exporter.otlp.proto.grpc.trace_exporter import OTLPSpanExporter -from opentelemetry.sdk.resources import SERVICE_NAME, Resource +from opentelemetry.sdk.resources import SERVICE_NAME, Resource # type: ignore from opentelemetry.sdk.trace import TracerProvider from opentelemetry.sdk.trace.export import BatchSpanProcessor from temporalio import activity, workflow diff --git a/pyproject.toml b/pyproject.toml index b26457f9..b264bf87 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ authors = [{ name = "Temporal Technologies Inc", email = "sdk@temporal.io" }] requires-python = "~=3.9" readme = "README.md" license = "MIT" -dependencies = ["temporalio>=1.14.0,<2"] +dependencies = ["temporalio>=1.14.1,<2"] [project.urls] Homepage = "https://github.com/temporalio/samples-python" @@ -22,7 +22,9 @@ dev = [ "pytest>=7.1.2,<8", "pytest-asyncio>=0.18.3,<0.19", "frozenlist>=1.4.0,<2", + "pyright>=1.1.394", "types-pyyaml>=6.0.12.20241230,<7", + "pytest-pretty>=1.3.0", 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+from temporalio.client import Client +from temporalio.testing import WorkflowEnvironment + +import hello_nexus.caller.app +import hello_nexus.caller.workflows +import hello_nexus.handler.worker +from tests.hello_nexus.helpers import create_nexus_endpoint, delete_nexus_endpoint + + +async def test_nexus_service_basic(client: Client, env: WorkflowEnvironment): + if env.supports_time_skipping: + pytest.skip("Nexus tests don't work under the Java test server") + + if sys.version_info[:2] < (3, 10): + pytest.skip("Sample is written for Python >= 3.10") + + create_response = await create_nexus_endpoint( + name=hello_nexus.caller.workflows.NEXUS_ENDPOINT, + task_queue=hello_nexus.handler.worker.TASK_QUEUE, + client=client, + ) + try: + handler_worker_task = asyncio.create_task( + hello_nexus.handler.worker.main( + client, + ) + ) + await asyncio.sleep(1) + results = await hello_nexus.caller.app.execute_caller_workflow( + client, + ) + hello_nexus.handler.worker.interrupt_event.set() + await handler_worker_task + hello_nexus.handler.worker.interrupt_event.clear() + print("\n\n") + print([r.message for r in results]) + print("\n\n") + assert [r.message for r in results] == [ + "Hello world from sync operation!", + "Hello world from workflow run operation!", + ] + finally: + await delete_nexus_endpoint( + id=create_response.endpoint.id, + version=create_response.endpoint.version, + client=client, + ) diff --git a/tests/hello_nexus/helpers.py b/tests/hello_nexus/helpers.py new file mode 100644 index 00000000..dee8dc18 --- /dev/null +++ b/tests/hello_nexus/helpers.py @@ -0,0 +1,39 @@ +import temporalio.api +import temporalio.api.common +import temporalio.api.common.v1 +import temporalio.api.enums.v1 +import temporalio.api.nexus +import temporalio.api.nexus.v1 +import temporalio.api.operatorservice +import temporalio.api.operatorservice.v1 +from temporalio.client import Client + + +# TODO: copied from sdk-python tests/helpers/nexus +async def create_nexus_endpoint( + name: str, 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[package.optional-dependencies] @@ -2509,8 +2588,10 @@ dev = [ { name = "frozenlist" }, { name = "isort" }, { name = "mypy" }, + { name = "pyright" }, { name = "pytest" }, { name = "pytest-asyncio" }, + { name = "pytest-pretty" }, { name = "types-pyyaml" }, ] dsl = [ @@ -2534,6 +2615,9 @@ langchain = [ { name = "tqdm" }, { name = "uvicorn", extra = ["standard"] }, ] +nexus = [ + { name = "nexus-rpc" }, +] open-telemetry = [ { name = "opentelemetry-exporter-otlp-proto-grpc" }, { name = "temporalio", extra = ["opentelemetry"] }, @@ -2554,7 +2638,7 @@ trio-async = [ ] [package.metadata] -requires-dist = [{ name = "temporalio", specifier = ">=1.14.0,<2" }] +requires-dist = [{ name = "temporalio", specifier = ">=1.14.1,<2" }] [package.metadata.requires-dev] bedrock = [{ name = "boto3", specifier = ">=1.34.92,<2" }] @@ -2569,8 +2653,10 @@ dev = [ { name = "frozenlist", specifier = ">=1.4.0,<2" }, { name = "isort", specifier = ">=5.10.1,<6" }, { name = "mypy", specifier = ">=1.4.1,<2" }, + { name = "pyright", specifier = ">=1.1.394" }, { name = "pytest", specifier = ">=7.1.2,<8" }, { name = "pytest-asyncio", specifier = ">=0.18.3,<0.19" }, + { name = "pytest-pretty", specifier = ">=1.3.0" }, { name = "types-pyyaml", specifier = ">=6.0.12.20241230,<7" }, ] dsl = [ @@ -2592,8 +2678,9 @@ langchain = [ { name = "tqdm", specifier = ">=4.62.0,<5" }, { name = "uvicorn", extras = ["standard"], specifier = ">=0.24.0.post1,<0.25" }, ] +nexus = [{ name = "nexus-rpc", specifier = ">=1.1.0,<2" }] open-telemetry = [ - { name = "opentelemetry-exporter-otlp-proto-grpc", specifier = "==1.18.0" }, + { name = "opentelemetry-exporter-otlp-proto-grpc" }, { name = "temporalio", extras = ["opentelemetry"] }, ] openai-agents = [ From ffb2b5ae0c54f12dbefb50d17297ab47cf2e4465 Mon Sep 17 00:00:00 2001 From: Dan Davison Date: Fri, 11 Jul 2025 15:01:37 -0400 Subject: [PATCH 16/68] Cleanup (#207) --- tests/hello_nexus/hello_nexus_test.py | 3 --- 1 file changed, 3 deletions(-) diff --git a/tests/hello_nexus/hello_nexus_test.py b/tests/hello_nexus/hello_nexus_test.py index 09b46252..f9a8807d 100644 --- a/tests/hello_nexus/hello_nexus_test.py +++ b/tests/hello_nexus/hello_nexus_test.py @@ -36,9 +36,6 @@ async def test_nexus_service_basic(client: Client, env: WorkflowEnvironment): hello_nexus.handler.worker.interrupt_event.set() await handler_worker_task hello_nexus.handler.worker.interrupt_event.clear() - print("\n\n") - print([r.message for r in results]) - print("\n\n") assert [r.message for r in results] == [ "Hello world from sync operation!", "Hello world from workflow run operation!", From 153ee1970c10a4d20ef4a49e271d6ee207c9d09b Mon Sep 17 00:00:00 2001 From: tconley1428 Date: Fri, 11 Jul 2025 13:06:53 -0700 Subject: [PATCH 17/68] Updated openai agents samples to work with latest SDK. (#204) * Stage changes for next update to openai integration * Update temporalio to latest * Formatting * remove passthrough * Run isort --- openai_agents/run_agents_as_tools_workflow.py | 6 +- openai_agents/run_customer_service_client.py | 6 +- openai_agents/run_hello_world_workflow.py | 7 +- openai_agents/run_research_workflow.py | 6 +- openai_agents/run_tools_workflow.py | 6 +- openai_agents/run_worker.py | 9 +- .../workflows/agents_as_tools_workflow.py | 4 +- .../workflows/customer_service_workflow.py | 36 +- .../workflows/hello_world_workflow.py | 5 +- openai_agents/workflows/tools_workflow.py | 11 +- pyproject.toml | 2 +- uv.lock | 1387 +++++++++-------- 12 files changed, 795 insertions(+), 690 deletions(-) diff --git a/openai_agents/run_agents_as_tools_workflow.py b/openai_agents/run_agents_as_tools_workflow.py index 7bd61cb5..9c37beb0 100644 --- a/openai_agents/run_agents_as_tools_workflow.py +++ b/openai_agents/run_agents_as_tools_workflow.py @@ -1,9 +1,7 @@ import asyncio from temporalio.client import Client -from temporalio.contrib.openai_agents.open_ai_data_converter import ( - open_ai_data_converter, -) +from temporalio.contrib.pydantic import pydantic_data_converter from openai_agents.workflows.agents_as_tools_workflow import AgentsAsToolsWorkflow @@ -12,7 +10,7 @@ async def main(): # Create client connected to server at the given address client = await Client.connect( "localhost:7233", - data_converter=open_ai_data_converter, + data_converter=pydantic_data_converter, ) # Execute a workflow diff --git a/openai_agents/run_customer_service_client.py b/openai_agents/run_customer_service_client.py index c4277dc4..f129d0d4 100644 --- a/openai_agents/run_customer_service_client.py +++ b/openai_agents/run_customer_service_client.py @@ -7,9 +7,7 @@ WorkflowUpdateFailedError, ) from temporalio.common import QueryRejectCondition -from temporalio.contrib.openai_agents.open_ai_data_converter import ( - open_ai_data_converter, -) +from temporalio.contrib.pydantic import pydantic_data_converter from temporalio.service import RPCError, RPCStatusCode from openai_agents.workflows.customer_service_workflow import ( @@ -26,7 +24,7 @@ async def main(): # Create client connected to server at the given address client = await Client.connect( "localhost:7233", - data_converter=open_ai_data_converter, + data_converter=pydantic_data_converter, ) handle = client.get_workflow_handle(args.conversation_id) diff --git a/openai_agents/run_hello_world_workflow.py b/openai_agents/run_hello_world_workflow.py index a7baea57..ee5dee90 100644 --- a/openai_agents/run_hello_world_workflow.py +++ b/openai_agents/run_hello_world_workflow.py @@ -1,18 +1,17 @@ import asyncio from temporalio.client import Client -from temporalio.contrib.openai_agents.open_ai_data_converter import ( - open_ai_data_converter, -) +from temporalio.contrib.pydantic import pydantic_data_converter from openai_agents.workflows.hello_world_workflow import HelloWorldAgent +from openai_agents.workflows.research_bot_workflow import ResearchWorkflow async def main(): # Create client connected to server at the given address client = await Client.connect( "localhost:7233", - data_converter=open_ai_data_converter, + data_converter=pydantic_data_converter, ) # Execute a workflow diff --git a/openai_agents/run_research_workflow.py b/openai_agents/run_research_workflow.py index 72836e2c..136874db 100644 --- a/openai_agents/run_research_workflow.py +++ b/openai_agents/run_research_workflow.py @@ -1,9 +1,7 @@ import asyncio from temporalio.client import Client -from temporalio.contrib.openai_agents.open_ai_data_converter import ( - open_ai_data_converter, -) +from temporalio.contrib.pydantic import pydantic_data_converter from openai_agents.workflows.research_bot_workflow import ResearchWorkflow @@ -12,7 +10,7 @@ async def main(): # Create client connected to server at the given address client = await Client.connect( "localhost:7233", - data_converter=open_ai_data_converter, + data_converter=pydantic_data_converter, ) # Execute a workflow diff --git a/openai_agents/run_tools_workflow.py b/openai_agents/run_tools_workflow.py index a6683fb7..2635be6f 100644 --- a/openai_agents/run_tools_workflow.py +++ b/openai_agents/run_tools_workflow.py @@ -1,9 +1,7 @@ import asyncio from temporalio.client import Client -from temporalio.contrib.openai_agents.open_ai_data_converter import ( - open_ai_data_converter, -) +from temporalio.contrib.pydantic import pydantic_data_converter from openai_agents.workflows.tools_workflow import ToolsWorkflow @@ -12,7 +10,7 @@ async def main(): # Create client connected to server at the given address client = await Client.connect( "localhost:7233", - data_converter=open_ai_data_converter, + data_converter=pydantic_data_converter, ) # Execute a workflow diff --git a/openai_agents/run_worker.py b/openai_agents/run_worker.py index 365db097..de2693f4 100644 --- a/openai_agents/run_worker.py +++ b/openai_agents/run_worker.py @@ -4,9 +4,9 @@ from datetime import timedelta from temporalio.client import Client -from temporalio.contrib.openai_agents.invoke_model_activity import ModelActivity -from temporalio.contrib.openai_agents.model_parameters import ModelActivityParameters -from temporalio.contrib.openai_agents.temporal_openai_agents import ( +from temporalio.contrib.openai_agents import ( + ModelActivity, + ModelActivityParameters, set_open_ai_agent_temporal_overrides, ) from temporalio.contrib.pydantic import pydantic_data_converter @@ -32,7 +32,6 @@ async def main(): data_converter=pydantic_data_converter, ) - model_activity = ModelActivity(model_provider=None) worker = Worker( client, task_queue="openai-agents-task-queue", @@ -44,7 +43,7 @@ async def main(): AgentsAsToolsWorkflow, ], activities=[ - model_activity.invoke_model_activity, + ModelActivity().invoke_model_activity, get_weather, ], ) diff --git a/openai_agents/workflows/agents_as_tools_workflow.py b/openai_agents/workflows/agents_as_tools_workflow.py index 76a68ea4..db849c1c 100644 --- a/openai_agents/workflows/agents_as_tools_workflow.py +++ b/openai_agents/workflows/agents_as_tools_workflow.py @@ -1,8 +1,6 @@ +from agents import Agent, ItemHelpers, MessageOutputItem, RunConfig, Runner, trace from temporalio import workflow -with workflow.unsafe.imports_passed_through(): - from agents import Agent, ItemHelpers, MessageOutputItem, RunConfig, Runner, trace - """ This example shows the agents-as-tools pattern. The frontline agent receives a user message and then picks which agents to call, as tools. In this case, it picks from a set of translation diff --git a/openai_agents/workflows/customer_service_workflow.py b/openai_agents/workflows/customer_service_workflow.py index 9a8d38fc..3186c5ab 100644 --- a/openai_agents/workflows/customer_service_workflow.py +++ b/openai_agents/workflows/customer_service_workflow.py @@ -1,26 +1,24 @@ from __future__ import annotations as _annotations +from agents import ( + Agent, + HandoffOutputItem, + ItemHelpers, + MessageOutputItem, + RunConfig, + Runner, + ToolCallItem, + ToolCallOutputItem, + TResponseInputItem, + trace, +) from temporalio import workflow -with workflow.unsafe.imports_passed_through(): - from agents import ( - Agent, - HandoffOutputItem, - ItemHelpers, - MessageOutputItem, - RunConfig, - Runner, - ToolCallItem, - ToolCallOutputItem, - TResponseInputItem, - trace, - ) - - from openai_agents.workflows.customer_service import ( - AirlineAgentContext, - ProcessUserMessageInput, - init_agents, - ) +from openai_agents.workflows.customer_service import ( + AirlineAgentContext, + ProcessUserMessageInput, + init_agents, +) @workflow.defn diff --git a/openai_agents/workflows/hello_world_workflow.py b/openai_agents/workflows/hello_world_workflow.py index aff1478e..dd6b2e41 100644 --- a/openai_agents/workflows/hello_world_workflow.py +++ b/openai_agents/workflows/hello_world_workflow.py @@ -1,9 +1,6 @@ +from agents import Agent, Runner from temporalio import workflow -# Import agent Agent and Runner -with workflow.unsafe.imports_passed_through(): - from agents import Agent, Runner - @workflow.defn class HelloWorldAgent: diff --git a/openai_agents/workflows/tools_workflow.py b/openai_agents/workflows/tools_workflow.py index 0b981f59..c9f80e9f 100644 --- a/openai_agents/workflows/tools_workflow.py +++ b/openai_agents/workflows/tools_workflow.py @@ -2,14 +2,11 @@ from datetime import timedelta +from agents import Agent, Runner from temporalio import workflow -from temporalio.contrib.openai_agents.temporal_tools import activity_as_tool +from temporalio.contrib import openai_agents as temporal_agents -# Import our activity, passing it through the sandbox -with workflow.unsafe.imports_passed_through(): - from agents import Agent, Runner - - from openai_agents.workflows.get_weather_activity import get_weather +from openai_agents.workflows.get_weather_activity import get_weather @workflow.defn @@ -20,7 +17,7 @@ async def run(self, question: str) -> str: name="Hello world", instructions="You are a helpful agent.", tools=[ - activity_as_tool( + temporal_agents.workflow.activity_as_tool( get_weather, start_to_close_timeout=timedelta(seconds=10) ) ], diff --git a/pyproject.toml b/pyproject.toml index b264bf87..9828610b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -55,7 +55,7 @@ open-telemetry = [ ] openai-agents = [ "openai-agents >= 0.0.19", - "temporalio[openai-agents] >= 1.13.0", + "temporalio[openai-agents] >= 1.14.1", ] pydantic-converter = 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and activity calls. + + This interceptor implements methods `temporalio.client.Interceptor` and `temporalio.worker.Interceptor` so that + + (1) a user ID key is taken from context by the client code and sent in a header field with outbound requests + (2) workflows take this value from their task input, set it in context, and propagate it into the header field of + their outbound calls + (3) activities similarly take the value from their task input and set it in context so that it's available for their + outbound calls + """ def __init__( self, From cf70eaa648395e5e8cfa8cb476b8257685db51ea Mon Sep 17 00:00:00 2001 From: Dan Davison Date: Wed, 16 Jul 2025 10:21:45 -0400 Subject: [PATCH 19/68] Sane version specifier (#208) --- pyproject.toml | 2 +- uv.lock | 18 +++++++++--------- 2 files changed, 10 insertions(+), 10 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 9828610b..434e108a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -3,7 +3,7 @@ name = "temporalio-samples" version = "0.1a1" description = "Temporal.io Python SDK samples" authors = [{ name = "Temporal Technologies Inc", email = "sdk@temporal.io" }] -requires-python = "~=3.9" +requires-python = ">=3.9" readme = "README.md" license = "MIT" dependencies = ["temporalio>=1.14.1,<2"] diff --git a/uv.lock b/uv.lock index 698794df..e1851c2d 100644 --- a/uv.lock +++ b/uv.lock @@ -1,6 +1,6 @@ version = 1 revision = 2 -requires-python = ">=3.9, <4" +requires-python = ">=3.9" resolution-markers = [ "python_full_version >= '3.13'", "python_full_version >= '3.12.4' and python_full_version < '3.13'", @@ -2778,7 +2778,7 @@ bedrock = [ cloud-export-to-parquet = [ { name = "boto3" }, { name = "numpy", marker = "python_full_version < '3.13'" }, - { name = "pandas" }, + { name = "pandas", marker = "python_full_version < '4'" }, { name = "pyarrow" }, ] dev = [ @@ -2806,9 +2806,9 @@ gevent = [ ] langchain = [ { name = "fastapi" }, - { name = "langchain" }, - { name = "langchain-openai" }, - { name = "langsmith" }, + { name = "langchain", marker = "python_full_version < '4'" }, + { name = "langchain-openai", marker = "python_full_version < '4'" }, + { name = "langsmith", marker = "python_full_version < '4'" }, { name = "openai" }, { name = "tqdm" }, { name = "uvicorn", extra = ["standard"] }, @@ -2843,7 +2843,7 @@ bedrock = [{ name = "boto3", specifier = ">=1.34.92,<2" }] cloud-export-to-parquet = [ { name = "boto3", specifier = ">=1.34.89,<2" }, { name = "numpy", marker = "python_full_version >= '3.9' and python_full_version < '3.13'", specifier = ">=1.26.0,<2" }, - { name = "pandas", marker = "python_full_version >= '3.9' and python_full_version < '4.0'", specifier = ">=2.2.2,<3" }, + { name = "pandas", marker = "python_full_version >= '3.9' and python_full_version < '4'", specifier = ">=2.2.2,<3" }, { name = "pyarrow", specifier = ">=19.0.1" }, ] dev = [ @@ -2869,9 +2869,9 @@ encryption = [ gevent = [{ name = "gevent", marker = "python_full_version >= '3.8'", specifier = "==25.4.2" }] langchain = [ { name = "fastapi", specifier = ">=0.115.12" }, - { name = "langchain", marker = "python_full_version >= '3.9' and python_full_version < '4.0'", specifier = ">=0.1.7,<0.2" }, - { name = "langchain-openai", marker = "python_full_version >= '3.9' and python_full_version < '4.0'", specifier = ">=0.0.6,<0.0.7" }, - { name = "langsmith", marker = "python_full_version >= '3.9' and python_full_version < '4.0'", specifier = ">=0.1.22,<0.2" }, + { name = "langchain", marker = "python_full_version >= '3.9' and python_full_version < '4'", specifier = ">=0.1.7,<0.2" }, + { name = "langchain-openai", marker = "python_full_version >= '3.9' and python_full_version < '4'", specifier = ">=0.0.6,<0.0.7" }, + { name = "langsmith", marker = "python_full_version >= '3.9' and python_full_version < '4'", specifier = ">=0.1.22,<0.2" }, { name = "openai", specifier = ">=1.4.0,<2" }, { name = "tqdm", specifier = ">=4.62.0,<5" }, { name = "uvicorn", extras = ["standard"], specifier = ">=0.24.0.post1,<0.25" }, From 41877f01497df7fab9106910bfb7b40c3980dbc8 Mon Sep 17 00:00:00 2001 From: Dan Davison Date: Thu, 17 Jul 2025 12:00:44 -0400 Subject: [PATCH 20/68] Change README instructions to run all samples from root dir (#213) * AI: make all samples run from root dir * Add poe to dev group --- README.md | 8 ++--- activity_worker/README.md | 4 +-- bedrock/basic/README.md | 6 ++-- bedrock/entity/README.md | 12 ++++---- bedrock/signals_and_queries/README.md | 10 +++---- cloud_export_to_parquet/README.md | 6 ++-- context_propagation/README.md | 6 ++-- custom_converter/README.md | 6 ++-- custom_decorator/README.md | 6 ++-- dsl/README.md | 12 ++++---- encryption/README.md | 8 ++--- gevent_async/README.md | 8 ++--- hello/README.md | 6 ++-- langchain/README.md | 6 ++-- message_passing/introduction/README.md | 6 ++-- .../safe_message_handlers/README.md | 8 ++--- .../lazy_initialization/README.md | 6 ++-- .../waiting_for_handlers/README.md | 6 ++-- .../README.md | 6 ++-- open_telemetry/README.md | 6 ++-- patching/README.md | 30 +++++++++---------- polling/frequent/README.md | 6 ++-- polling/infrequent/README.md | 6 ++-- polling/periodic_sequence/README.md | 6 ++-- prometheus/README.md | 6 ++-- pydantic_converter/README.md | 6 ++-- pydantic_converter_v1/README.md | 6 ++-- pyproject.toml | 1 + replay/README.md | 8 ++--- resource_pool/README.md | 6 ++-- schedules/README.md | 22 +++++++------- sentry/README.md | 6 ++-- sleep_for_days/README.md | 6 ++-- trio_async/README.md | 6 ++-- updatable_timer/README.md | 6 ++-- uv.lock | 25 ++++++++++++++++ worker_specific_task_queues/README.md | 6 ++-- worker_versioning/README.md | 4 +-- 38 files changed, 163 insertions(+), 141 deletions(-) diff --git a/README.md b/README.md index 8bd9986a..4cbfc40c 100644 --- a/README.md +++ b/README.md @@ -84,10 +84,6 @@ Some examples require extra dependencies. See each sample's directory for specif ## Test -Running the tests requires `poe` to be installed. +To run the tests: - uv tool install poethepoet - -Once you have `poe` installed you can run: - - poe test + uv run poe test diff --git a/activity_worker/README.md b/activity_worker/README.md index 0d904313..068d7e99 100644 --- a/activity_worker/README.md +++ b/activity_worker/README.md @@ -6,8 +6,8 @@ First run the Go workflow worker by running this in the `go_workflow` directory go run . -Then in another terminal, run the sample from this directory: +Then in another terminal, run the sample from the root directory: - uv run activity_worker.py + uv run activity_worker/activity_worker.py The Python code will invoke the Go workflow which will execute the Python activity and return. \ No newline at end of file diff --git a/bedrock/basic/README.md b/bedrock/basic/README.md index 88cae861..4f3f7430 100644 --- a/bedrock/basic/README.md +++ b/bedrock/basic/README.md @@ -2,9 +2,9 @@ A basic Bedrock workflow. Starts a workflow with a prompt, generates a response and ends the workflow. -To run, first see `samples-python` [README.md](../../README.md), and `bedrock` [README.md](../README.md) for prerequisites specific to this sample. Once set up, run the following from this directory: +To run, first see `samples-python` [README.md](../../README.md), and `bedrock` [README.md](../README.md) for prerequisites specific to this sample. Once set up, run the following from the root directory: -1. Run the worker: `uv run run_worker.py` +1. Run the worker: `uv run bedrock/basic/run_worker.py` 2. In another terminal run the client with a prompt: - e.g. `uv run send_message.py 'What animals are marsupials?'` \ No newline at end of file + e.g. `uv run bedrock/basic/send_message.py 'What animals are marsupials?'` \ No newline at end of file diff --git a/bedrock/entity/README.md b/bedrock/entity/README.md index 5f53840d..3f8e90da 100644 --- a/bedrock/entity/README.md +++ b/bedrock/entity/README.md @@ -2,18 +2,18 @@ Multi-Turn Chat using an Entity Workflow. The workflow runs forever unless explicitly ended. The workflow continues as new after a configurable number of chat turns to keep the prompt size small and the Temporal event history small. Each continued-as-new workflow receives a summary of the conversation history so far for context. -To run, first see `samples-python` [README.md](../../README.md), and `bedrock` [README.md](../README.md) for prerequisites specific to this sample. Once set up, run the following from this directory: +To run, first see `samples-python` [README.md](../../README.md), and `bedrock` [README.md](../README.md) for prerequisites specific to this sample. Once set up, run the following from the root directory: -1. Run the worker: `uv run run_worker.py` +1. Run the worker: `uv run bedrock/entity/run_worker.py` 2. In another terminal run the client with a prompt. - Example: `uv run send_message.py 'What animals are marsupials?'` + Example: `uv run bedrock/entity/send_message.py 'What animals are marsupials?'` 3. View the worker's output for the response. 4. Give followup prompts by signaling the workflow. - Example: `uv run send_message.py 'Do they lay eggs?'` + Example: `uv run bedrock/entity/send_message.py 'Do they lay eggs?'` 5. Get the conversation history summary by querying the workflow. - Example: `uv run get_history.py` -6. To end the chat session, run `uv run end_chat.py` + Example: `uv run bedrock/entity/get_history.py` +6. To end the chat session, run `uv run bedrock/entity/end_chat.py` diff --git a/bedrock/signals_and_queries/README.md b/bedrock/signals_and_queries/README.md index edbca795..9eb5df8d 100644 --- a/bedrock/signals_and_queries/README.md +++ b/bedrock/signals_and_queries/README.md @@ -2,18 +2,18 @@ Adding signals & queries to the [basic Bedrock sample](../1_basic). Starts a workflow with a prompt, allows follow-up prompts to be given using Temporal signals, and allows the conversation history to be queried using Temporal queries. -To run, first see `samples-python` [README.md](../../README.md), and `bedrock` [README.md](../README.md) for prerequisites specific to this sample. Once set up, run the following from this directory: +To run, first see `samples-python` [README.md](../../README.md), and `bedrock` [README.md](../README.md) for prerequisites specific to this sample. Once set up, run the following from the root directory: -1. Run the worker: `uv run run_worker.py` +1. Run the worker: `uv run bedrock/signals_and_queries/run_worker.py` 2. In another terminal run the client with a prompt. - Example: `uv run send_message.py 'What animals are marsupials?'` + Example: `uv run bedrock/signals_and_queries/send_message.py 'What animals are marsupials?'` 3. View the worker's output for the response. 4. Give followup prompts by signaling the workflow. - Example: `uv run send_message.py 'Do they lay eggs?'` + Example: `uv run bedrock/signals_and_queries/send_message.py 'Do they lay eggs?'` 5. Get the conversation history by querying the workflow. - Example: `uv run get_history.py` + Example: `uv run bedrock/signals_and_queries/get_history.py` 6. The workflow will timeout after inactivity. diff --git a/cloud_export_to_parquet/README.md b/cloud_export_to_parquet/README.md index fe6b3db9..99c9a196 100644 --- a/cloud_export_to_parquet/README.md +++ b/cloud_export_to_parquet/README.md @@ -8,16 +8,16 @@ Please make sure your python is 3.9 above. For this sample, run: Before you start, please modify workflow input in `create_schedule.py` with your s3 bucket and namespace. Also make sure you've the right AWS permission set up in your environment to allow this workflow read and write to your s3 bucket. -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from this directory to start the worker: +To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory to start the worker: ```bash -uv run run_worker.py +uv run cloud_export_to_parquet/run_worker.py ``` This will start the worker. Then, in another terminal, run the following to execute the schedule: ```bash -uv run create_schedule.py +uv run cloud_export_to_parquet/create_schedule.py ``` The workflow should convert exported file in your input s3 bucket to parquet in your specified location. diff --git a/context_propagation/README.md b/context_propagation/README.md index e1027292..fc79f80b 100644 --- a/context_propagation/README.md +++ b/context_propagation/README.md @@ -3,14 +3,14 @@ This sample shows how to use an interceptor to propagate contextual information through workflows and activities. For this example, [contextvars](https://docs.python.org/3/library/contextvars.html) holds the contextual information. -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from this directory to start the +To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory to start the worker: - uv run worker.py + uv run context_propagation/worker.py This will start the worker. Then, in another terminal, run the following to execute the workflow: - uv run starter.py + uv run context_propagation/starter.py The starter terminal should complete with the hello result and the worker terminal should show the logs with the propagated user ID contextual information flowing through the workflows/activities. \ No newline at end of file diff --git a/custom_converter/README.md b/custom_converter/README.md index 8e82e483..4ded4198 100644 --- a/custom_converter/README.md +++ b/custom_converter/README.md @@ -2,14 +2,14 @@ This sample shows how to make a custom payload converter for a type not natively supported by Temporal. -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from this directory to start the +To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory to start the worker: - uv run worker.py + uv run custom_converter/worker.py This will start the worker. Then, in another terminal, run the following to execute the workflow: - uv run starter.py + uv run custom_converter/starter.py The workflow should complete with the hello result. If the custom converter was not set for the custom input and output classes, we would get an error on the client side and on the worker side. \ No newline at end of file diff --git a/custom_decorator/README.md b/custom_decorator/README.md index cfc59111..24cd516d 100644 --- a/custom_decorator/README.md +++ b/custom_decorator/README.md @@ -3,14 +3,14 @@ This sample shows a custom decorator can help with Temporal code reuse. Specifically, this makes a `@auto_heartbeater` decorator that automatically configures an activity to heartbeat twice as frequently as the heartbeat timeout is set to. -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from this directory to start the +To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory to start the worker: - uv run worker.py + uv run custom_decorator/worker.py This will start the worker. Then, in another terminal, run the following to execute the workflow: - uv run starter.py + uv run custom_decorator/starter.py The workflow will be started, and then after 5 seconds will be sent a signal to cancel its forever-running activity. The activity has a heartbeat timeout set to 2s, so since it has the `@auto_heartbeater` decorator set, it will heartbeat diff --git a/dsl/README.md b/dsl/README.md index d5051132..5eca4fa4 100644 --- a/dsl/README.md +++ b/dsl/README.md @@ -8,22 +8,22 @@ For this sample, the optional `dsl` dependency group must be included. To includ uv sync --group dsl -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from this directory to start the +To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory to start the worker: - uv run worker.py + uv run dsl/worker.py This will start the worker. Then, in another terminal, run the following to execute a workflow of steps defined in -[workflow1.yaml](workflow1.yaml): +[workflow1.yaml](dsl/workflow1.yaml): - uv run starter.py workflow1.yaml + uv run dsl/starter.py dsl/workflow1.yaml This will run the workflow and show the final variables that the workflow returns. Looking in the worker terminal, each step executed will be visible. -Similarly we can do the same for the more advanced [workflow2.yaml](workflow2.yaml) file: +Similarly we can do the same for the more advanced [workflow2.yaml](dsl/workflow2.yaml) file: - uv run starter.py workflow2.yaml + uv run dsl/starter.py dsl/workflow2.yaml This sample gives a guide of how one can write a workflow to interpret arbitrary steps from a user-provided DSL. Many DSL models are more advanced and are more specific to conform to business logic needs. \ No newline at end of file diff --git a/encryption/README.md b/encryption/README.md index 09828793..c323e38b 100644 --- a/encryption/README.md +++ b/encryption/README.md @@ -9,14 +9,14 @@ For this sample, the optional `encryption` dependency group must be included. To uv sync --group encryption -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from this directory to start the +To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory to start the worker: - uv run worker.py + uv run encryption/worker.py This will start the worker. Then, in another terminal, run the following to execute the workflow: - uv run starter.py + uv run encryption/starter.py The workflow should complete with the hello result. To view the workflow, use [temporal](https://docs.temporal.io/cli): @@ -31,7 +31,7 @@ Note how the result looks like (with wrapping removed): This is because the data is encrypted and not visible. To make data visible to external Temporal tools like `temporal` and the UI, start a codec server in another terminal: - uv run codec_server.py + uv run encryption/codec_server.py Now with that running, run `temporal` again with the codec endpoint: diff --git a/gevent_async/README.md b/gevent_async/README.md index d1d9f048..0c66a54b 100644 --- a/gevent_async/README.md +++ b/gevent_async/README.md @@ -15,14 +15,14 @@ For this sample, the optional `gevent` dependency group must be included. To inc uv sync --group gevent To run the sample, first see [README.md](../README.md) for prerequisites such as having a localhost Temporal server -running. Then, run the following from this directory to start the worker: +running. Then, run the following from the root directory to start the worker: - uv run worker.py + uv run gevent_async/worker.py This will start the worker. The worker has a workflow and two activities, one `asyncio` based and one gevent based. Now -in another terminal, run the following from this directory to execute the workflow: +in another terminal, run the following to execute the workflow: - uv run starter.py + uv run gevent_async/starter.py The workflow should run and complete with the hello result. Note on the worker terminal there will be logs of the workflow and activity executions. \ No newline at end of file diff --git a/hello/README.md b/hello/README.md index fba44461..f5dde687 100644 --- a/hello/README.md +++ b/hello/README.md @@ -2,16 +2,16 @@ These samples show basic workflow and activity features. -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from this directory to run the +To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory to run the `hello_activity.py` sample: - uv run hello_activity.py + uv run hello/hello_activity.py The result will be: Result: Hello, World! -Replace `hello_activity.py` in the command with any other example filename to run it instead. +Replace `hello/hello_activity.py` in the command with any other example filename (with the `hello/` prefix) to run it instead. ## Samples diff --git a/langchain/README.md b/langchain/README.md index f11161e9..506a379d 100644 --- a/langchain/README.md +++ b/langchain/README.md @@ -10,14 +10,14 @@ Export your [OpenAI API key](https://platform.openai.com/api-keys) as an environ export OPENAI_API_KEY='...' -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from this directory to start the +To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory to start the worker: - uv run worker.py + uv run langchain/worker.py This will start the worker. Then, in another terminal, run the following to execute a workflow: - uv run starter.py + uv run langchain/starter.py Then, in another terminal, run the following command to translate a phrase: diff --git a/message_passing/introduction/README.md b/message_passing/introduction/README.md index 7a2bd351..e4e15b1c 100644 --- a/message_passing/introduction/README.md +++ b/message_passing/introduction/README.md @@ -6,13 +6,13 @@ See https://docs.temporal.io/develop/python/message-passing. To run, first see the main [README.md](../../README.md) for prerequisites. -Then create two terminals and `cd` to this directory. +Then create two terminals. Run the worker in one terminal: - uv run worker.py + uv run message_passing/introduction/worker.py And execute the workflow in the other terminal: - uv run starter.py + uv run message_passing/introduction/starter.py diff --git a/message_passing/safe_message_handlers/README.md b/message_passing/safe_message_handlers/README.md index 069d6bca..f8e4db8a 100644 --- a/message_passing/safe_message_handlers/README.md +++ b/message_passing/safe_message_handlers/README.md @@ -10,12 +10,12 @@ This sample shows off important techniques for handling signals and updates, aka To run, first see [README.md](../../README.md) for prerequisites. -Then, run the following from this directory to run the worker: -\ - uv run worker.py +Then, run the following from the root directory to run the worker: + + uv run message_passing/safe_message_handlers/worker.py Then, in another terminal, run the following to execute the workflow: - uv run starter.py + uv run message_passing/safe_message_handlers/starter.py This will start a worker to run your workflow and activities, then start a ClusterManagerWorkflow and put it through its paces. diff --git a/message_passing/update_with_start/lazy_initialization/README.md b/message_passing/update_with_start/lazy_initialization/README.md index 0dbe1844..46f4e813 100644 --- a/message_passing/update_with_start/lazy_initialization/README.md +++ b/message_passing/update_with_start/lazy_initialization/README.md @@ -6,13 +6,13 @@ update-with-start is used to add items to the cart, receiving back the updated c To run, first see the main [README.md](../../../README.md) for prerequisites. -Then run the following from this directory: +Then run the following from the root directory: - uv run worker.py + uv run message_passing/update_with_start/lazy_initialization/worker.py Then, in another terminal: - uv run starter.py + uv run message_passing/update_with_start/lazy_initialization/starter.py This will start a worker to run your workflow and activities, then simulate a backend application receiving requests to add items to a shopping cart, before finalizing the order. diff --git a/message_passing/waiting_for_handlers/README.md b/message_passing/waiting_for_handlers/README.md index 238c1fb8..9c9e3f7c 100644 --- a/message_passing/waiting_for_handlers/README.md +++ b/message_passing/waiting_for_handlers/README.md @@ -12,15 +12,15 @@ usually wait for the handlers to finish immediately before the call to continue_as_new(); that's not illustrated in this sample. -To run, open two terminals and `cd` to this directory in them. +To run, open two terminals. Run the worker in one terminal: - uv run worker.py + uv run message_passing/waiting_for_handlers/worker.py And run the workflow-starter code in the other terminal: - uv run starter.py + uv run message_passing/waiting_for_handlers/starter.py Here's the output you'll see: diff --git a/message_passing/waiting_for_handlers_and_compensation/README.md b/message_passing/waiting_for_handlers_and_compensation/README.md index 2ef5fe1f..d23d484e 100644 --- a/message_passing/waiting_for_handlers_and_compensation/README.md +++ b/message_passing/waiting_for_handlers_and_compensation/README.md @@ -9,15 +9,15 @@ This sample demonstrates how to do the following: For a simpler sample showing how to do (1) without (2), see [safe_message_handlers](../safe_message_handlers/README.md). -To run, open two terminals and `cd` to this directory in them. +To run, open two terminals. Run the worker in one terminal: - uv run worker.py + uv run message_passing/waiting_for_handlers_and_compensation/worker.py And run the workflow-starter code in the other terminal: - uv run starter.py + uv run message_passing/waiting_for_handlers_and_compensation/starter.py Here's the output you'll see: diff --git a/open_telemetry/README.md b/open_telemetry/README.md index 06df7326..e95deaca 100644 --- a/open_telemetry/README.md +++ b/open_telemetry/README.md @@ -10,13 +10,13 @@ To run, first see [README.md](../README.md) for prerequisites. Then run the foll docker compose up -Now, from this directory, start the worker in its own terminal: +Now, start the worker in its own terminal: - uv run worker.py + uv run open_telemetry/worker.py Then, in another terminal, run the following to execute the workflow: - uv run starter.py + uv run open_telemetry/starter.py The workflow should complete with the hello result. diff --git a/patching/README.md b/patching/README.md index ac7c55c2..24744075 100644 --- a/patching/README.md +++ b/patching/README.md @@ -8,15 +8,15 @@ To run, first see [README.md](../README.md) for prerequisites. Then follow the p This stage is for existing running workflows. To simulate our initial workflow, run the worker in a separate terminal: - uv run worker.py --workflow initial + uv run patching/worker.py --workflow initial Now we can start this workflow: - uv run starter.py --start-workflow initial-workflow-id + uv run patching/starter.py --start-workflow initial-workflow-id This will output "Started workflow with ID initial-workflow-id and ...". Now query this workflow: - uv run starter.py --query-workflow initial-workflow-id + uv run patching/starter.py --query-workflow initial-workflow-id This will output "Query result for ID initial-workflow-id: pre-patch". @@ -25,21 +25,21 @@ This will output "Query result for ID initial-workflow-id: pre-patch". This stage is for needing to run old and new workflows at the same time. To simulate our patched workflow, stop the worker from before and start it again with the patched workflow: - uv run worker.py --workflow patched + uv run patching/worker.py --workflow patched Now let's start another workflow with this patched code: - uv run starter.py --start-workflow patched-workflow-id + uv run patching/starter.py --start-workflow patched-workflow-id This will output "Started workflow with ID patched-workflow-id and ...". Now query the old workflow that's still running: - uv run starter.py --query-workflow initial-workflow-id + uv run patching/starter.py --query-workflow initial-workflow-id This will output "Query result for ID initial-workflow-id: pre-patch" since it is pre-patch. But if we execute a query against the new code: - uv run starter.py --query-workflow patched-workflow-id + uv run patching/starter.py --query-workflow patched-workflow-id We get "Query result for ID patched-workflow-id: post-patch". This is how old workflow code can take old paths and new workflow code can take new paths. @@ -50,22 +50,22 @@ Once we know that all workflows that started with the initial code from "Stage 1 the patch so we can deprecate it. To use the patch deprecated workflow, stop the workflow from before and start it again with: - uv run worker.py --workflow patch-deprecated + uv run patching/worker.py --workflow patch-deprecated All workflows in "Stage 2" and any new workflows will work. Now let's start another workflow with this patch deprecated code: - uv run starter.py --start-workflow patch-deprecated-workflow-id + uv run patching/starter.py --start-workflow patch-deprecated-workflow-id This will output "Started workflow with ID patch-deprecated-workflow-id and ...". Now query the patched workflow that's still running: - uv run starter.py --query-workflow patched-workflow-id + uv run patching/starter.py --query-workflow patched-workflow-id This will output "Query result for ID patched-workflow-id: post-patch". And if we execute a query against the latest workflow: - uv run starter.py --query-workflow patch-deprecated-workflow-id + uv run patching/starter.py --query-workflow patch-deprecated-workflow-id As expected, this will output "Query result for ID patch-deprecated-workflow-id: post-patch". @@ -75,22 +75,22 @@ Once we know we don't even have any workflows running on "Stage 2" or before (i. both code paths), we can just remove the patch deprecation altogether. To use the patch complete workflow, stop the workflow from before and start it again with: - uv run worker.py --workflow patch-complete + uv run patching/worker.py --workflow patch-complete All workflows in "Stage 3" and any new workflows will work. Now let's start another workflow with this patch complete code: - uv run starter.py --start-workflow patch-complete-workflow-id + uv run patching/starter.py --start-workflow patch-complete-workflow-id This will output "Started workflow with ID patch-complete-workflow-id and ...". Now query the patch deprecated workflow that's still running: - uv run starter.py --query-workflow patch-deprecated-workflow-id + uv run patching/starter.py --query-workflow patch-deprecated-workflow-id This will output "Query result for ID patch-deprecated-workflow-id: post-patch". And if we execute a query against the latest workflow: - uv run starter.py --query-workflow patch-complete-workflow-id + uv run patching/starter.py --query-workflow patch-complete-workflow-id As expected, this will output "Query result for ID patch-complete-workflow-id: post-patch". diff --git a/polling/frequent/README.md b/polling/frequent/README.md index d7fafc21..9968e18c 100644 --- a/polling/frequent/README.md +++ b/polling/frequent/README.md @@ -6,13 +6,13 @@ To ensure that polling Activity is restarted in a timely manner, we make sure th To run, first see [README.md](../../README.md) for prerequisites. -Then, run the following from this directory to run the sample: +Then, run the following from the root directory to run the sample: - uv run run_worker.py + uv run polling/frequent/run_worker.py Then, in another terminal, run the following to execute the workflow: - uv run run_frequent.py + uv run polling/frequent/run_frequent.py The Workflow will continue to poll the service and heartbeat on every iteration until it succeeds. diff --git a/polling/infrequent/README.md b/polling/infrequent/README.md index b6afeb56..7e86ea43 100644 --- a/polling/infrequent/README.md +++ b/polling/infrequent/README.md @@ -11,13 +11,13 @@ This will enable the Activity to be retried exactly on the set interval. To run, first see [README.md](../../README.md) for prerequisites. -Then, run the following from this directory to run the sample: +Then, run the following from the root directory to run the sample: - uv run run_worker.py + uv run polling/infrequent/run_worker.py Then, in another terminal, run the following to execute the workflow: - uv run run_infrequent.py + uv run polling/infrequent/run_infrequent.py Since the test service simulates being _down_ for four polling attempts and then returns _OK_ on the fifth poll attempt, the Workflow will perform four Activity retries with a 60-second poll interval, and then return the service result on the successful fifth attempt. diff --git a/polling/periodic_sequence/README.md b/polling/periodic_sequence/README.md index d632862d..8c5cb950 100644 --- a/polling/periodic_sequence/README.md +++ b/polling/periodic_sequence/README.md @@ -6,13 +6,13 @@ This is a rare scenario where polling requires execution of a Sequence of Activi To run, first see [README.md](../../README.md) for prerequisites. -Then, run the following from this directory to run the sample: +Then, run the following from the root directory to run the sample: - uv run run_worker.py + uv run polling/periodic_sequence/run_worker.py Then, in another terminal, run the following to execute the workflow: - uv run run_periodic.py + uv run polling/periodic_sequence/run_periodic.py This will start a Workflow and Child Workflow to periodically poll an Activity. diff --git a/prometheus/README.md b/prometheus/README.md index 091d5171..c0b5eb8f 100644 --- a/prometheus/README.md +++ b/prometheus/README.md @@ -2,16 +2,16 @@ This sample shows how to have SDK Prometheus metrics made available via HTTP. -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from this directory to start the +To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory to start the worker: - uv run worker.py + uv run prometheus/worker.py This will start the worker and the metrics will be visible for this process at http://127.0.0.1:9000/metrics. Then, in another terminal, run the following to execute a workflow: - uv run starter.py + uv run prometheus/starter.py After executing the workflow, the process will stay open so the metrics if this separate process can be accessed at http://127.0.0.1:9001/metrics. \ No newline at end of file diff --git a/pydantic_converter/README.md b/pydantic_converter/README.md index bdbf0329..e215e735 100644 --- a/pydantic_converter/README.md +++ b/pydantic_converter/README.md @@ -6,14 +6,14 @@ For this sample, the optional `pydantic_converter` dependency group must be incl uv sync --group pydantic-converter -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from this directory to start the +To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory to start the worker: - uv run worker.py + uv run pydantic_converter/worker.py This will start the worker. Then, in another terminal, run the following to execute the workflow: - uv run starter.py + uv run pydantic_converter/starter.py In the worker terminal, the workflow and its activity will log that it received the Pydantic models. In the starter terminal, the Pydantic models in the workflow result will be logged. diff --git a/pydantic_converter_v1/README.md b/pydantic_converter_v1/README.md index a38b00fc..526e6930 100644 --- a/pydantic_converter_v1/README.md +++ b/pydantic_converter_v1/README.md @@ -9,14 +9,14 @@ To install, run: uv run pip uninstall pydantic pydantic-core uv run pip install pydantic==1.10 -To run, first see the root [README.md](../README.md) for prerequisites. Then, run the following from this directory to start the +To run, first see the root [README.md](../README.md) for prerequisites. Then, run the following from the root directory to start the worker: - uv run worker.py + uv run pydantic_converter_v1/worker.py This will start the worker. Then, in another terminal, run the following to execute the workflow: - uv run starter.py + uv run pydantic_converter_v1/starter.py In the worker terminal, the workflow and its activity will log that it received the Pydantic models. In the starter terminal, the Pydantic models in the workflow result will be logged. diff --git a/pyproject.toml b/pyproject.toml index 434e108a..3d114dd2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -25,6 +25,7 @@ dev = [ "pyright>=1.1.394", "types-pyyaml>=6.0.12.20241230,<7", "pytest-pretty>=1.3.0", + "poethepoet>=0.36.0", ] bedrock = ["boto3>=1.34.92,<2"] dsl = [ diff --git a/replay/README.md b/replay/README.md index 4b220f9d..e9fc9ccf 100644 --- a/replay/README.md +++ b/replay/README.md @@ -3,18 +3,18 @@ This sample shows you how you can verify changes to workflow code are compatible with existing workflow histories. -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from this directory to start the +To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory to start the worker: - uv run worker.py + uv run replay/worker.py This will start the worker. Then, in another terminal, run the following to execute a workflow: - uv run starter.py + uv run replay/starter.py Next, run the replayer: - uv run replayer.py + uv run replay/replayer.py Which should produce some output like: diff --git a/resource_pool/README.md b/resource_pool/README.md index 143de0f3..fe48e1ab 100644 --- a/resource_pool/README.md +++ b/resource_pool/README.md @@ -4,13 +4,13 @@ This sample shows how to use a long-lived `ResourcePoolWorkflow` to allocate `re Each `ResourceUserWorkflow` runs several activities while it has ownership of a resource. Note that `ResourcePoolWorkflow` is making resource allocation decisions based on in-memory state. -Run the following from this directory to start the worker: +Run the following from the root directory to start the worker: - uv run worker.py + uv run resource_pool/worker.py This will start the worker. Then, in another terminal, run the following to execute several `ResourceUserWorkflows`. - uv run starter.py + uv run resource_pool/starter.py You should see output indicating that the `ResourcePoolWorkflow` serialized access to each resource. diff --git a/schedules/README.md b/schedules/README.md index 8327d769..e5eed069 100644 --- a/schedules/README.md +++ b/schedules/README.md @@ -2,20 +2,20 @@ These samples show how to schedule a Workflow Execution and control certain action. -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from this directory to run the `schedules/` sample: +To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory to run the `schedules/` sample: - uv run run_worker.py - uv run start_schedule.py + uv run schedules/run_worker.py + uv run schedules/start_schedule.py -Replace `start_schedule.py` in the command with any other example filename to run it instead. +Replace `schedules/start_schedule.py` in the command with any other example filename to run it instead. - uv run backfill_schedule.py - uv run delete_schedule.py - uv run describe_schedule.py - uv run list_schedule.py - uv run pause_schedule.py - python run python trigger_schedule.py - uv run update_schedule.py + uv run schedules/backfill_schedule.py + uv run schedules/delete_schedule.py + uv run schedules/describe_schedule.py + uv run schedules/list_schedule.py + uv run schedules/pause_schedule.py + uv run schedules/trigger_schedule.py + uv run schedules/update_schedule.py - create: Creates a new Schedule. Newly created Schedules return a Schedule ID to be used in other Schedule commands. - backfill: Backfills the Schedule by going through the specified time periods as if they passed right now. diff --git a/sentry/README.md b/sentry/README.md index 30667d5e..33a7b535 100644 --- a/sentry/README.md +++ b/sentry/README.md @@ -7,13 +7,13 @@ For this sample, the optional `sentry` dependency group must be included. To inc uv sync --group sentry To run, first see [README.md](../README.md) for prerequisites. Set `SENTRY_DSN` environment variable to the Sentry DSN. -Then, run the following from this directory to start the worker: +Then, run the following from the root directory to start the worker: - uv run worker.py + uv run sentry/worker.py This will start the worker. Then, in another terminal, run the following to execute the workflow: - uv run starter.py + uv run sentry/starter.py The workflow should complete with the hello result. If you alter the workflow or the activity to raise an `ApplicationError` instead, it should appear in Sentry. \ No newline at end of file diff --git a/sleep_for_days/README.md b/sleep_for_days/README.md index 766aefc9..69302cc7 100644 --- a/sleep_for_days/README.md +++ b/sleep_for_days/README.md @@ -4,15 +4,15 @@ This sample demonstrates how to create a Temporal workflow that runs forever, se To run, first see the main [README.md](../../README.md) for prerequisites. -Then create two terminals and `cd` to this directory. +Then create two terminals. Run the worker in one terminal: - uv run worker.py + uv run sleep_for_days/worker.py And execute the workflow in the other terminal: - uv run starter.py + uv run sleep_for_days/starter.py This sample will run indefinitely until you send a signal to `complete`. See how to send a signal via Temporal CLI [here](https://docs.temporal.io/cli/workflow#signal). diff --git a/trio_async/README.md b/trio_async/README.md index 01891215..4c9770fb 100644 --- a/trio_async/README.md +++ b/trio_async/README.md @@ -9,14 +9,14 @@ For this sample, the optional `trio_async` dependency group must be included. To uv sync --group trio_async -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from this directory to start the +To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory to start the worker: - uv run worker.py + uv run trio_async/worker.py This will start the worker. Then, in another terminal, run the following to execute the workflow: - uv run starter.py + uv run trio_async/starter.py The starter should complete with: diff --git a/updatable_timer/README.md b/updatable_timer/README.md index 04960265..3b738db8 100644 --- a/updatable_timer/README.md +++ b/updatable_timer/README.md @@ -11,7 +11,7 @@ The sample is composed of the three executables: First start the Worker: ```bash -uv run worker.py +uv run updatable_timer/worker.py ``` Check the output of the Worker window. The expected output is: @@ -22,7 +22,7 @@ Worker started, ctrl+c to exit Then in a different terminal window start the Workflow Execution: ```bash -uv run starter.py +uv run updatable_timer/starter.py ``` Check the output of the Worker window. The expected output is: ``` @@ -32,7 +32,7 @@ Workflow started: run_id=... Then run the updater as many times as you want to change timer to 10 seconds from now: ```bash -uv run wake_up_time_updater.py +uv run updatable_timer/wake_up_time_updater.py ``` Check the output of the worker window. The expected output is: diff --git a/uv.lock b/uv.lock index e1851c2d..e48faddb 100644 --- a/uv.lock +++ b/uv.lock @@ -1766,6 +1766,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/fa/cb/6c32f8fadefa4314b740fbe8f74f6a02423bd1549e7c930826df35ac3c1b/pandas-2.3.1-cp39-cp39-win_amd64.whl", hash = "sha256:b4b0de34dc8499c2db34000ef8baad684cfa4cbd836ecee05f323ebfba348c7d", size = 11357186, upload-time = "2025-07-07T19:20:01.475Z" }, ] +[[package]] +name = "pastel" +version = "0.2.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/76/f1/4594f5e0fcddb6953e5b8fe00da8c317b8b41b547e2b3ae2da7512943c62/pastel-0.2.1.tar.gz", hash = "sha256:e6581ac04e973cac858828c6202c1e1e81fee1dc7de7683f3e1ffe0bfd8a573d", size = 7555, upload-time = "2020-09-16T19:21:12.43Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/aa/18/a8444036c6dd65ba3624c63b734d3ba95ba63ace513078e1580590075d21/pastel-0.2.1-py2.py3-none-any.whl", hash = "sha256:4349225fcdf6c2bb34d483e523475de5bb04a5c10ef711263452cb37d7dd4364", size = 5955, upload-time = "2020-09-16T19:21:11.409Z" }, +] + [[package]] name = "pathspec" version = "0.12.1" @@ -1793,6 +1802,20 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" }, ] +[[package]] +name = "poethepoet" +version = "0.36.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "pastel" }, + { name = "pyyaml" }, + { name = "tomli", marker = "python_full_version < '3.11'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/cf/ac/311c8a492dc887f0b7a54d0ec3324cb2f9538b7b78ea06e5f7ae1f167e52/poethepoet-0.36.0.tar.gz", hash = "sha256:2217b49cb4e4c64af0b42ff8c4814b17f02e107d38bc461542517348ede25663", size = 66854, upload-time = "2025-06-29T19:54:50.444Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/03/29/dedb3a6b7e17ea723143b834a2da428a7d743c80d5cd4d22ed28b5e8c441/poethepoet-0.36.0-py3-none-any.whl", hash = "sha256:693e3c1eae9f6731d3613c3c0c40f747d3c5c68a375beda42e590a63c5623308", size = 88031, upload-time = "2025-06-29T19:54:48.884Z" }, +] + [[package]] name = "propcache" version = "0.3.2" @@ -2786,6 +2809,7 @@ dev = [ { name = "frozenlist" }, { name = "isort" }, { name = "mypy" }, + { name = "poethepoet" }, { name = "pyright" }, { name = "pytest" }, { name = "pytest-asyncio" }, @@ -2851,6 +2875,7 @@ dev = [ { name = "frozenlist", specifier = ">=1.4.0,<2" }, { name = "isort", specifier = ">=5.10.1,<6" }, { name = "mypy", specifier = ">=1.4.1,<2" }, + { name = "poethepoet", specifier = ">=0.36.0" }, { name = "pyright", specifier = ">=1.1.394" }, { name = "pytest", specifier = ">=7.1.2,<8" }, { name = "pytest-asyncio", specifier = ">=0.18.3,<0.19" }, diff --git a/worker_specific_task_queues/README.md b/worker_specific_task_queues/README.md index 01f72890..6fb17e6e 100644 --- a/worker_specific_task_queues/README.md +++ b/worker_specific_task_queues/README.md @@ -21,14 +21,14 @@ Activities have been artificially slowed with `time.sleep(3)` to simulate doing ### Running This Sample -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from this directory to start the +To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory to start the worker: - uv run worker.py + uv run worker_specific_task_queues/worker.py This will start the worker. Then, in another terminal, run the following to execute the workflow: - uv run starter.py + uv run worker_specific_task_queues/starter.py #### Example output: diff --git a/worker_versioning/README.md b/worker_versioning/README.md index 21af863f..2fd44bc4 100644 --- a/worker_versioning/README.md +++ b/worker_versioning/README.md @@ -3,9 +3,9 @@ This sample shows you how you can use the [Worker Versioning](https://docs.temporal.io/workers#worker-versioning) feature to deploy incompatible changes to workflow code more easily. -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from this directory: +To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory: - uv run example.py + uv run worker_versioning/example.py This will add some Build IDs to a Task Queue, and will also run Workers with those versions to show how you can mark add versions, mark them as compatible (or not) with one another, and run Workers at specific versions. You'll From a5ee599bbdee4fe9d707fcc44281fd12ad753941 Mon Sep 17 00:00:00 2001 From: Dan Davison Date: Tue, 22 Jul 2025 11:24:18 -0400 Subject: [PATCH 21/68] Drop 3.9 support (#212) Fixes #37 * drop 3.9 support * Skip trio test for Python < 3.12 --- .github/workflows/ci.yml | 2 +- README.md | 2 +- cloud_export_to_parquet/README.md | 2 +- pyproject.toml | 6 +- tests/trio_async/workflow_test.py | 6 + uv.lock | 499 ++---------------------------- 6 files changed, 46 insertions(+), 471 deletions(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index bfb1353e..8ed53fe1 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -12,7 +12,7 @@ jobs: strategy: fail-fast: true matrix: - python: ["3.9", "3.12"] + python: ["3.10", "3.13"] os: [ubuntu-latest, macos-intel, macos-arm, windows-latest] include: - os: macos-intel diff --git a/README.md b/README.md index 4cbfc40c..ba71f8ca 100644 --- a/README.md +++ b/README.md @@ -10,7 +10,7 @@ Prerequisites: * [Temporal CLI installed](https://docs.temporal.io/cli#install) * [Local Temporal server running](https://docs.temporal.io/cli/server#start-dev) -The SDK requires Python >= 3.9. You can install Python using uv. For example, +The SDK requires Python >= 3.10. You can install Python using uv. For example, uv python install 3.13 diff --git a/cloud_export_to_parquet/README.md b/cloud_export_to_parquet/README.md index 99c9a196..3079c9f1 100644 --- a/cloud_export_to_parquet/README.md +++ b/cloud_export_to_parquet/README.md @@ -2,7 +2,7 @@ This is an example workflow to convert exported file from proto to parquet file. The workflow is an hourly schedule. -Please make sure your python is 3.9 above. For this sample, run: +Please make sure your python version is 3.10 or above. For this sample, run: uv sync --group=cloud-export-to-parquet diff --git a/pyproject.toml b/pyproject.toml index 3d114dd2..620bbc52 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -3,7 +3,7 @@ name = "temporalio-samples" version = "0.1a1" description = "Temporal.io Python SDK samples" authors = [{ name = "Temporal Technologies Inc", email = "sdk@temporal.io" }] -requires-python = ">=3.9" +requires-python = ">=3.10" readme = "README.md" license = "MIT" dependencies = ["temporalio>=1.14.1,<2"] @@ -65,8 +65,8 @@ trio-async = [ "trio-asyncio>=0.15.0,<0.16", ] cloud-export-to-parquet = [ - "pandas>=2.2.2,<3 ; python_version >= '3.9' and python_version < '4.0'", - "numpy>=1.26.0,<2 ; python_version >= '3.9' and python_version < '3.13'", + "pandas>=2.2.2,<3 ; python_version >= '3.10' and python_version < '4.0'", + "numpy>=1.26.0,<2 ; python_version >= '3.10' and python_version < '3.13'", "boto3>=1.34.89,<2", "pyarrow>=19.0.1", ] diff --git a/tests/trio_async/workflow_test.py b/tests/trio_async/workflow_test.py index e6981bee..cce95fac 100644 --- a/tests/trio_async/workflow_test.py +++ b/tests/trio_async/workflow_test.py @@ -1,5 +1,7 @@ +import sys import uuid +import pytest import trio_asyncio from temporalio.client import Client from temporalio.worker import Worker @@ -33,7 +35,11 @@ async def inside_trio(client: Client) -> list[str]: task_queue=task_queue, ) + if sys.version_info[:2] < (3, 12): + pytest.skip("Trio support requires >= 3.12") + result = trio_asyncio.run(inside_trio, client) + assert result == [ "Hello, some-user! (from asyncio)", "Hello, some-user! 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See each sample's directory for specif * [hello_signal](hello/hello_signal.py) - Send signals to a workflow. * [activity_worker](activity_worker) - Use Python activities from a workflow in another language. +* [batch_sliding_window](batch_sliding_window) - Batch processing with a sliding window of child workflows. * [bedrock](bedrock) - Orchestrate a chatbot with Amazon Bedrock. * [cloud_export_to_parquet](cloud_export_to_parquet) - Set up schedule workflow to process exported files on an hourly basis * [context_propagation](context_propagation) - Context propagation through workflows/activities via interceptor. diff --git a/batch_sliding_window/README.md b/batch_sliding_window/README.md new file mode 100644 index 00000000..8d573ca3 --- /dev/null +++ b/batch_sliding_window/README.md @@ -0,0 +1,21 @@ +# Batch Sliding Window + +This sample demonstrates a batch processing workflow that maintains a sliding window of record processing workflows. + +A `SlidingWindowWorkflow` starts a configured number (sliding window size) of `RecordProcessorWorkflow` children in parallel. Each child processes a single record. When a child completes, a new child is started. + +The `SlidingWindowWorkflow` calls continue-as-new after starting a preconfigured number of children to keep its history size bounded. A `RecordProcessorWorkflow` reports its completion through a signal to its parent, which allows notification of a parent that called continue-as-new. + +A single instance of `SlidingWindowWorkflow` has limited window size and throughput. To support larger window size and overall throughput, multiple instances of `SlidingWindowWorkflow` run in parallel. + +### Running This Sample + +To run, first see [README.md](../README.md) for prerequisites. Then, run the following from root directory to start the worker: + + uv run batch_sliding_window/worker.py + +This will start the worker. Then, in another terminal, run the following to execute the workflow: + + uv run batch_sliding_window/starter.py + +The workflow will process 90 records using a sliding window of 10 parallel workers across 3 partitions, with a page size of 5 records per continue-as-new iteration. diff --git a/batch_sliding_window/__init__.py b/batch_sliding_window/__init__.py new file mode 100644 index 00000000..959ab031 --- /dev/null +++ b/batch_sliding_window/__init__.py @@ -0,0 +1,40 @@ +"""Sliding Window Batch Processing Sample. + +This sample demonstrates a batch processing workflow that maintains a sliding window +of record processing workflows. It includes: + +- ProcessBatchWorkflow: Main workflow that partitions work across multiple sliding windows +- SlidingWindowWorkflow: Implements the sliding window pattern with continue-as-new +- RecordProcessorWorkflow: Processes individual records +- RecordLoader: Activity for loading records from external sources +""" + +from batch_sliding_window.batch_workflow import ( + ProcessBatchWorkflow, + ProcessBatchWorkflowInput, +) +from batch_sliding_window.record_loader_activity import ( + GetRecordsInput, + GetRecordsOutput, + RecordLoader, + SingleRecord, +) +from batch_sliding_window.record_processor_workflow import RecordProcessorWorkflow +from batch_sliding_window.sliding_window_workflow import ( + SlidingWindowState, + SlidingWindowWorkflow, + SlidingWindowWorkflowInput, +) + +__all__ = [ + "ProcessBatchWorkflow", + "ProcessBatchWorkflowInput", + "SlidingWindowWorkflow", + "SlidingWindowWorkflowInput", + "SlidingWindowState", + "RecordProcessorWorkflow", + "RecordLoader", + "GetRecordsInput", + "GetRecordsOutput", + "SingleRecord", +] diff --git a/batch_sliding_window/batch_workflow.py b/batch_sliding_window/batch_workflow.py new file mode 100644 index 00000000..a8d1d488 --- /dev/null +++ b/batch_sliding_window/batch_workflow.py @@ -0,0 +1,110 @@ +import asyncio +from dataclasses import dataclass +from datetime import timedelta +from typing import List + +from temporalio import workflow +from temporalio.common import WorkflowIDReusePolicy +from temporalio.exceptions import ApplicationError + +from batch_sliding_window.record_loader_activity import RecordLoader +from batch_sliding_window.sliding_window_workflow import ( + SlidingWindowWorkflow, + SlidingWindowWorkflowInput, +) + + +@dataclass +class ProcessBatchWorkflowInput: + """Input for the ProcessBatchWorkflow. + + A single input structure is preferred to multiple workflow arguments + to simplify backward compatible API changes. + """ + + page_size: int # Number of children started by a single sliding window workflow run + sliding_window_size: int # Maximum number of children to run in parallel + partitions: int # How many sliding windows to run in parallel + + +@workflow.defn +class ProcessBatchWorkflow: + """Sample workflow that partitions the data set into continuous ranges. + + A real application can choose any other way to divide the records + into multiple collections. + """ + + @workflow.run + async def run(self, input: ProcessBatchWorkflowInput) -> int: + # Get total record count + record_count: int = await workflow.execute_activity_method( + RecordLoader.get_record_count, + start_to_close_timeout=timedelta(seconds=5), + ) + + if input.sliding_window_size < input.partitions: + raise ApplicationError( + "SlidingWindowSize cannot be less than number of partitions" + ) + + partitions = self._divide_into_partitions(record_count, input.partitions) + window_sizes = self._divide_into_partitions( + input.sliding_window_size, input.partitions + ) + + workflow.logger.info( + f"ProcessBatchWorkflow started", + extra={ + "input": input, + "record_count": record_count, + "partitions": partitions, + "window_sizes": window_sizes, + }, + ) + + # Start child workflows for each partition + tasks = [] + offset = 0 + + for i in range(input.partitions): + # Make child id more user-friendly + child_id = f"{workflow.info().workflow_id}/{i}" + + # Define partition boundaries + maximum_partition_offset = offset + partitions[i] + if maximum_partition_offset > record_count: + maximum_partition_offset = record_count + + child_input = SlidingWindowWorkflowInput( + page_size=input.page_size, + sliding_window_size=window_sizes[i], + offset=offset, # inclusive + maximum_offset=maximum_partition_offset, # exclusive + progress=0, + current_records=None, + ) + + task = workflow.execute_child_workflow( + SlidingWindowWorkflow.run, + child_input, + id=child_id, + id_reuse_policy=WorkflowIDReusePolicy.ALLOW_DUPLICATE, + ) + tasks.append(task) + offset += partitions[i] + + # Wait for all child workflows to complete + results = await asyncio.gather(*tasks) + return sum(results) + + def _divide_into_partitions(self, number: int, n: int) -> List[int]: + """Divide a number into n partitions as evenly as possible.""" + base = number // n + remainder = number % n + partitions = [base] * n + + for i in range(remainder): + partitions[i] += 1 + + return partitions diff --git a/batch_sliding_window/record_loader_activity.py b/batch_sliding_window/record_loader_activity.py new file mode 100644 index 00000000..26ae14b1 --- /dev/null +++ b/batch_sliding_window/record_loader_activity.py @@ -0,0 +1,59 @@ +from dataclasses import dataclass +from typing import List + +from temporalio import activity + + +@dataclass +class GetRecordsInput: + """Input for the GetRecords activity.""" + + page_size: int + offset: int + max_offset: int + + +@dataclass +class SingleRecord: + """Represents a single record to be processed.""" + + id: int + + +@dataclass +class GetRecordsOutput: + """Output from the GetRecords activity.""" + + records: List[SingleRecord] + + +class RecordLoader: + """Activities for loading records from an external data source.""" + + def __init__(self, record_count: int): + self.record_count = record_count + + @activity.defn + async def get_record_count(self) -> int: + """Get the total record count. + + Used to partition processing across parallel sliding windows. + The sample implementation just returns a fake value passed during worker initialization. + """ + return self.record_count + + @activity.defn + async def get_records(self, input: GetRecordsInput) -> GetRecordsOutput: + """Get records loaded from an external data source. + + The sample returns fake records. + """ + if input.max_offset > self.record_count: + raise ValueError( + f"max_offset({input.max_offset}) > record_count({self.record_count})" + ) + + limit = min(input.offset + input.page_size, input.max_offset) + records = [SingleRecord(id=i) for i in range(input.offset, limit)] + + return GetRecordsOutput(records=records) diff --git a/batch_sliding_window/record_processor_workflow.py b/batch_sliding_window/record_processor_workflow.py new file mode 100644 index 00000000..8921a808 --- /dev/null +++ b/batch_sliding_window/record_processor_workflow.py @@ -0,0 +1,33 @@ +import asyncio +import random + +from temporalio import workflow + +from batch_sliding_window.record_loader_activity import SingleRecord + + +@workflow.defn +class RecordProcessorWorkflow: + """Workflow that implements processing of a single record.""" + + @workflow.run + async def run(self, record: SingleRecord) -> None: + await self._process_record(record) + + # Notify parent about completion via signal + parent = workflow.info().parent + + # This workflow is always expected to have a parent. + # But for unit testing it might be useful to skip the notification if there is none. + if parent: + # Don't specify run_id as parent calls continue-as-new + handle = workflow.get_external_workflow_handle(parent.workflow_id) + await handle.signal("report_completion", record.id) + + async def _process_record(self, record: SingleRecord) -> None: + """Simulate application specific record processing.""" + # Use workflow.random() to get a random number to ensure workflow determinism + sleep_duration = workflow.random().randint(1, 10) + await workflow.sleep(sleep_duration) + + workflow.logger.info(f"Processed record {record}") diff --git a/batch_sliding_window/sliding_window_workflow.py b/batch_sliding_window/sliding_window_workflow.py new file mode 100644 index 00000000..87e4110d --- /dev/null +++ b/batch_sliding_window/sliding_window_workflow.py @@ -0,0 +1,167 @@ +import asyncio +from dataclasses import dataclass +from datetime import timedelta +from typing import Dict, List, Optional, Set + +from temporalio import workflow +from temporalio.common import WorkflowIDReusePolicy + +from batch_sliding_window.record_loader_activity import ( + GetRecordsInput, + GetRecordsOutput, + RecordLoader, + SingleRecord, +) +from batch_sliding_window.record_processor_workflow import RecordProcessorWorkflow + + +@dataclass +class SlidingWindowWorkflowInput: + """Contains SlidingWindowWorkflow arguments.""" + + page_size: int + sliding_window_size: int + offset: int # inclusive + maximum_offset: int # exclusive + progress: int = 0 + # The set of record ids currently being processed + current_records: Optional[Set[int]] = None + + +@dataclass +class SlidingWindowState: + """Used as a 'state' query result.""" + + current_records: List[int] # record ids currently being processed + children_started_by_this_run: int + offset: int + progress: int + + +@workflow.defn +class SlidingWindowWorkflow: + """Workflow processes a range of records using a requested number of child workflows. + + As soon as a child workflow completes a new one is started. + """ + + def __init__(self): + self.current_records: Set[int] = set() + self.children_started_by_this_run = [] + self.offset = 0 + self.progress = 0 + self._completion_signals_received = 0 + + @workflow.run + async def run(self, input: SlidingWindowWorkflowInput) -> int: + workflow.logger.info( + f"SlidingWindowWorkflow started", + extra={ + "sliding_window_size": input.sliding_window_size, + "page_size": input.page_size, + "offset": input.offset, + "maximum_offset": input.maximum_offset, + "progress": input.progress, + }, + ) + + # Initialize state from input + self.current_records = input.current_records or set() + self.offset = input.offset + self.progress = input.progress + + # Set up query handler + workflow.set_query_handler("state", self._handle_state_query) + + # Set up signal handler for completion notifications + workflow.set_signal_handler("report_completion", self._handle_completion_signal) + + return await self._execute(input) + + async def _execute(self, input: SlidingWindowWorkflowInput) -> int: + """Main execution logic.""" + # Get records for this page if we haven't reached the end + records = [] + if self.offset < input.maximum_offset: + get_records_input = GetRecordsInput( + page_size=input.page_size, + offset=self.offset, + max_offset=input.maximum_offset, + ) + get_records_output: GetRecordsOutput = ( + await workflow.execute_activity_method( + RecordLoader.get_records, + get_records_input, + start_to_close_timeout=timedelta(seconds=5), + ) + ) + records = get_records_output.records + + workflow_id = workflow.info().workflow_id + + # Process records + for record in records: + # Wait until we have capacity in the sliding window + await workflow.wait_condition( + lambda: len(self.current_records) < input.sliding_window_size + ) + + # Start child workflow for this record + child_id = f"{workflow_id}/{record.id}" + child_handle = await workflow.start_child_workflow( + RecordProcessorWorkflow.run, + record, + id=child_id, + id_reuse_policy=WorkflowIDReusePolicy.ALLOW_DUPLICATE, + parent_close_policy=workflow.ParentClosePolicy.ABANDON, + ) + + self.children_started_by_this_run.append(child_handle) + self.current_records.add(record.id) + + return await self._continue_as_new_or_complete(input) + + async def _continue_as_new_or_complete( + self, input: SlidingWindowWorkflowInput + ) -> int: + """Continue-as-new after starting page_size children or complete if done.""" + # Update offset based on children started in this run + new_offset = input.offset + len(self.children_started_by_this_run) + + if new_offset < input.maximum_offset: + # In Python, await start_child_workflow() already waits until + # the start has been accepted by the server, so no additional wait needed + + # Continue-as-new with updated state + new_input = SlidingWindowWorkflowInput( + page_size=input.page_size, + sliding_window_size=input.sliding_window_size, + offset=new_offset, + maximum_offset=input.maximum_offset, + progress=self.progress, + current_records=self.current_records, + ) + + workflow.continue_as_new(new_input) + + # Last run in the continue-as-new chain + # Wait for all children to complete + await workflow.wait_condition(lambda: len(self.current_records) == 0) + return self.progress + + def _handle_completion_signal(self, record_id: int) -> None: + """Handle completion signal from child workflow.""" + # Check for duplicate signals + if record_id in self.current_records: + self.current_records.remove(record_id) + self.progress += 1 + + def _handle_state_query(self) -> SlidingWindowState: + """Handle state query for monitoring.""" + current_record_ids = sorted(list(self.current_records)) + return SlidingWindowState( + current_records=current_record_ids, + children_started_by_this_run=len(self.children_started_by_this_run), + offset=self.offset, + progress=self.progress, + ) diff --git a/batch_sliding_window/starter.py b/batch_sliding_window/starter.py new file mode 100644 index 00000000..d9a24971 --- /dev/null +++ b/batch_sliding_window/starter.py @@ -0,0 +1,60 @@ +#!/usr/bin/env python3 +"""Starter for the batch sliding window sample.""" + +import asyncio +import datetime +import logging + +from temporalio.client import Client + +from batch_sliding_window.batch_workflow import ( + ProcessBatchWorkflow, + ProcessBatchWorkflowInput, +) + + +async def main(): + """Start the ProcessBatchWorkflow.""" + # Set up logging + logging.basicConfig(level=logging.INFO) + + # Create client + client = await Client.connect("localhost:7233") + + # Create unique workflow ID with timestamp + timestamp = datetime.datetime.now().strftime("%Y%m%d_%H%M%S") + workflow_id = f"batch_sliding_window_example_{timestamp}" + + # Define workflow input + workflow_input = ProcessBatchWorkflowInput( + page_size=5, + sliding_window_size=10, + partitions=3, + ) + + print(f"Starting workflow with ID: {workflow_id}") + print(f"Input: {workflow_input}") + + # Start workflow + handle = await client.start_workflow( + ProcessBatchWorkflow.run, + workflow_input, + id=workflow_id, + task_queue="batch_sliding_window_task_queue", + ) + + print(f"Workflow started with ID: {handle.id}") + print(f"Waiting for workflow to complete...") + + # Wait for result + try: + result = await handle.result() + print(f"Workflow completed successfully!") + print(f"Total records processed: {result}") + except Exception as e: + print(f"Workflow failed with error: {e}") + raise + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/batch_sliding_window/worker.py b/batch_sliding_window/worker.py new file mode 100644 index 00000000..c0968bc3 --- /dev/null +++ b/batch_sliding_window/worker.py @@ -0,0 +1,48 @@ +#!/usr/bin/env python3 +"""Worker for the batch sliding window sample.""" + +import asyncio +import logging + +from temporalio import worker +from temporalio.client import Client + +from batch_sliding_window.batch_workflow import ProcessBatchWorkflow +from batch_sliding_window.record_loader_activity import RecordLoader +from batch_sliding_window.record_processor_workflow import RecordProcessorWorkflow +from batch_sliding_window.sliding_window_workflow import SlidingWindowWorkflow + + +async def main(): + """Run the worker that registers all workflows and activities.""" + # Set up logging + logging.basicConfig(level=logging.INFO) + + # Create client + client = await Client.connect("localhost:7233") + + # Create RecordLoader activity with sample data + record_loader = RecordLoader(record_count=90) + + # Create worker + temporal_worker = worker.Worker( + client, + task_queue="batch_sliding_window_task_queue", + workflows=[ + ProcessBatchWorkflow, + SlidingWindowWorkflow, + RecordProcessorWorkflow, + ], + activities=[ + record_loader.get_record_count, + record_loader.get_records, + ], + ) + + print("Starting worker...") + # Run the worker + await temporal_worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) From 0b42324c6f65aa348073c5de31a18e5b98aed200 Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Wed, 23 Jul 2025 12:45:41 -0700 Subject: [PATCH 23/68] improve tracing for openai agents (#205) * improve tracing for openai agents * follow openai agents examples more closely --- openai_agents/run_customer_service_client.py | 3 ++- openai_agents/run_hello_world_workflow.py | 1 - openai_agents/run_worker.py | 2 ++ openai_agents/workflows/research_agents/research_manager.py | 5 ++--- 4 files changed, 6 insertions(+), 5 deletions(-) diff --git a/openai_agents/run_customer_service_client.py b/openai_agents/run_customer_service_client.py index f129d0d4..be081c1e 100644 --- a/openai_agents/run_customer_service_client.py +++ b/openai_agents/run_customer_service_client.py @@ -32,12 +32,13 @@ async def main(): # Query the workflow for the chat history # If the workflow is not open, start a new one start = False + history = [] try: history = await handle.query( CustomerServiceWorkflow.get_chat_history, reject_condition=QueryRejectCondition.NOT_OPEN, ) - except WorkflowQueryRejectedError as e: + except WorkflowQueryRejectedError: start = True except RPCError as e: if e.status == RPCStatusCode.NOT_FOUND: diff --git a/openai_agents/run_hello_world_workflow.py b/openai_agents/run_hello_world_workflow.py index ee5dee90..566d525a 100644 --- a/openai_agents/run_hello_world_workflow.py +++ b/openai_agents/run_hello_world_workflow.py @@ -4,7 +4,6 @@ from temporalio.contrib.pydantic import pydantic_data_converter from openai_agents.workflows.hello_world_workflow import HelloWorldAgent -from openai_agents.workflows.research_bot_workflow import ResearchWorkflow async def main(): diff --git a/openai_agents/run_worker.py b/openai_agents/run_worker.py index de2693f4..9dbaef91 100644 --- a/openai_agents/run_worker.py +++ b/openai_agents/run_worker.py @@ -7,6 +7,7 @@ from temporalio.contrib.openai_agents import ( ModelActivity, ModelActivityParameters, + OpenAIAgentsTracingInterceptor, set_open_ai_agent_temporal_overrides, ) from temporalio.contrib.pydantic import pydantic_data_converter @@ -46,6 +47,7 @@ async def main(): ModelActivity().invoke_model_activity, get_weather, ], + interceptors=[OpenAIAgentsTracingInterceptor()], ) await worker.run() diff --git a/openai_agents/workflows/research_agents/research_manager.py b/openai_agents/workflows/research_agents/research_manager.py index 19bdd224..356da1d7 100644 --- a/openai_agents/workflows/research_agents/research_manager.py +++ b/openai_agents/workflows/research_agents/research_manager.py @@ -6,7 +6,7 @@ with workflow.unsafe.imports_passed_through(): # TODO: Restore progress updates - from agents import RunConfig, Runner, custom_span, gen_trace_id, trace + from agents import RunConfig, Runner, custom_span, trace from openai_agents.workflows.research_agents.planner_agent import ( WebSearchItem, @@ -28,8 +28,7 @@ def __init__(self): self.writer_agent = new_writer_agent() async def run(self, query: str) -> str: - trace_id = gen_trace_id() - with trace("Research trace", trace_id=trace_id): + with trace("Research trace"): search_plan = await self._plan_searches(query) search_results = await self._perform_searches(search_plan) report = await self._write_report(query, search_results) From 90d3237cd32e562557d704f52d8a704571277be6 Mon Sep 17 00:00:00 2001 From: Luis Da Silva Date: Tue, 29 Jul 2025 05:03:53 +0100 Subject: [PATCH 24/68] Update README.md to reflect all samples (#215) Co-authored-by: tconley1428 --- hello/README.md | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/hello/README.md b/hello/README.md index f5dde687..c014d08c 100644 --- a/hello/README.md +++ b/hello/README.md @@ -17,14 +17,15 @@ Replace `hello/hello_activity.py` in the command with any other example filename * [hello_activity](hello_activity.py) - Execute an activity from a workflow. +* [hello_activity_async](hello_activity_async.py) - Execute an async activity from a workflow. * [hello_activity_choice](hello_activity_choice.py) - Execute certain activities inside a workflow based on dynamic input. * [hello_activity_method](hello_activity_method.py) - Demonstrate an activity that is an instance method on a class and can access class state. +* [hello_activity_heartbeat](hello_activity_heartbeat.py) - Demonstrate usage of heartbeat timeouts. * [hello_activity_multiprocess](hello_activity_multiprocess.py) - Execute a synchronous activity on a process pool. * [hello_activity_retry](hello_activity_retry.py) - Demonstrate activity retry by failing until a certain number of attempts. -* [hello_activity_threaded](hello_activity_threaded.py) - Execute a synchronous activity on a thread pool. * [hello_async_activity_completion](hello_async_activity_completion.py) - Complete an activity outside of the function that was called. * [hello_cancellation](hello_cancellation.py) - Manually react to cancellation inside workflows and activities. @@ -38,6 +39,7 @@ Replace `hello/hello_activity.py` in the command with any other example filename * [hello_mtls](hello_mtls.py) - Accept URL, namespace, and certificate info as CLI args and use mTLS for connecting to server. * [hello_parallel_activity](hello_parallel_activity.py) - Execute multiple activities at once. +* [hello_patch](hello_patch.py) - Demonstrates how to patch executions. * [hello_query](hello_query.py) - Invoke queries on a workflow. * [hello_search_attributes](hello_search_attributes.py) - Start workflow with search attributes then change while running. @@ -46,4 +48,4 @@ Replace `hello/hello_activity.py` in the command with any other example filename Note: To enable the workflow update, set the `frontend.enableUpdateWorkflowExecution` dynamic config value to true. - temporal server start-dev --dynamic-config-value frontend.enableUpdateWorkflowExecution=true \ No newline at end of file + temporal server start-dev --dynamic-config-value frontend.enableUpdateWorkflowExecution=true From 85e98431b49fcc2c9cc9842973209e1db0203f00 Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Tue, 29 Jul 2025 08:03:19 -0600 Subject: [PATCH 25/68] Update samples for 1.15 (#220) * update for plugins * formatting * reference main branch * cleanup * switch to plugins on the runners * Update dependency to 1.15.0 release --------- Co-authored-by: Tim Conley --- openai_agents/run_agents_as_tools_workflow.py | 6 +- openai_agents/run_customer_service_client.py | 6 +- openai_agents/run_hello_world_workflow.py | 6 +- openai_agents/run_research_workflow.py | 6 +- openai_agents/run_tools_workflow.py | 6 +- openai_agents/run_worker.py | 63 +++--- pyproject.toml | 6 +- uv.lock | 212 ++++++++++++++++-- 8 files changed, 244 insertions(+), 67 deletions(-) diff --git a/openai_agents/run_agents_as_tools_workflow.py b/openai_agents/run_agents_as_tools_workflow.py index 9c37beb0..822ca709 100644 --- a/openai_agents/run_agents_as_tools_workflow.py +++ b/openai_agents/run_agents_as_tools_workflow.py @@ -1,7 +1,7 @@ import asyncio from temporalio.client import Client -from temporalio.contrib.pydantic import pydantic_data_converter +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin from openai_agents.workflows.agents_as_tools_workflow import AgentsAsToolsWorkflow @@ -10,7 +10,9 @@ async def main(): # Create client connected to server at the given address client = await Client.connect( "localhost:7233", - data_converter=pydantic_data_converter, + plugins=[ + OpenAIAgentsPlugin(), + ], ) # Execute a workflow diff --git a/openai_agents/run_customer_service_client.py b/openai_agents/run_customer_service_client.py index be081c1e..ef8aaf62 100644 --- a/openai_agents/run_customer_service_client.py +++ b/openai_agents/run_customer_service_client.py @@ -7,7 +7,7 @@ WorkflowUpdateFailedError, ) from temporalio.common import QueryRejectCondition -from temporalio.contrib.pydantic import pydantic_data_converter +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin from temporalio.service import RPCError, RPCStatusCode from openai_agents.workflows.customer_service_workflow import ( @@ -24,7 +24,9 @@ async def main(): # Create client connected to server at the given address client = await Client.connect( "localhost:7233", - data_converter=pydantic_data_converter, + plugins=[ + OpenAIAgentsPlugin(), + ], ) handle = client.get_workflow_handle(args.conversation_id) diff --git a/openai_agents/run_hello_world_workflow.py b/openai_agents/run_hello_world_workflow.py index 566d525a..9ec8833f 100644 --- a/openai_agents/run_hello_world_workflow.py +++ b/openai_agents/run_hello_world_workflow.py @@ -1,7 +1,7 @@ import asyncio from temporalio.client import Client -from temporalio.contrib.pydantic import pydantic_data_converter +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin from openai_agents.workflows.hello_world_workflow import HelloWorldAgent @@ -10,7 +10,9 @@ async def main(): # Create client connected to server at the given address client = await Client.connect( "localhost:7233", - data_converter=pydantic_data_converter, + plugins=[ + OpenAIAgentsPlugin(), + ], ) # Execute a workflow diff --git a/openai_agents/run_research_workflow.py b/openai_agents/run_research_workflow.py index 136874db..5279648e 100644 --- a/openai_agents/run_research_workflow.py +++ b/openai_agents/run_research_workflow.py @@ -1,7 +1,7 @@ import asyncio from temporalio.client import Client -from temporalio.contrib.pydantic import pydantic_data_converter +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin from openai_agents.workflows.research_bot_workflow import ResearchWorkflow @@ -10,7 +10,9 @@ async def main(): # Create client connected to server at the given address client = await Client.connect( "localhost:7233", - data_converter=pydantic_data_converter, + plugins=[ + OpenAIAgentsPlugin(), + ], ) # Execute a workflow diff --git a/openai_agents/run_tools_workflow.py b/openai_agents/run_tools_workflow.py index 2635be6f..cfb3d811 100644 --- a/openai_agents/run_tools_workflow.py +++ b/openai_agents/run_tools_workflow.py @@ -1,7 +1,7 @@ import asyncio from temporalio.client import Client -from temporalio.contrib.pydantic import pydantic_data_converter +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin from openai_agents.workflows.tools_workflow import ToolsWorkflow @@ -10,7 +10,9 @@ async def main(): # Create client connected to server at the given address client = await Client.connect( "localhost:7233", - data_converter=pydantic_data_converter, + plugins=[ + OpenAIAgentsPlugin(), + ], ) # Execute a workflow diff --git a/openai_agents/run_worker.py b/openai_agents/run_worker.py index 9dbaef91..b17fbd0f 100644 --- a/openai_agents/run_worker.py +++ b/openai_agents/run_worker.py @@ -4,13 +4,7 @@ from datetime import timedelta from temporalio.client import Client -from temporalio.contrib.openai_agents import ( - ModelActivity, - ModelActivityParameters, - OpenAIAgentsTracingInterceptor, - set_open_ai_agent_temporal_overrides, -) -from temporalio.contrib.pydantic import pydantic_data_converter +from temporalio.contrib.openai_agents import ModelActivityParameters, OpenAIAgentsPlugin from temporalio.worker import Worker from openai_agents.workflows.agents_as_tools_workflow import AgentsAsToolsWorkflow @@ -22,34 +16,33 @@ async def main(): - with set_open_ai_agent_temporal_overrides( - model_params=ModelActivityParameters( - start_to_close_timeout=timedelta(seconds=60), - ), - ): - # Create client connected to server at the given address - client = await Client.connect( - "localhost:7233", - data_converter=pydantic_data_converter, - ) - - worker = Worker( - client, - task_queue="openai-agents-task-queue", - workflows=[ - HelloWorldAgent, - ToolsWorkflow, - ResearchWorkflow, - CustomerServiceWorkflow, - AgentsAsToolsWorkflow, - ], - activities=[ - ModelActivity().invoke_model_activity, - get_weather, - ], - interceptors=[OpenAIAgentsTracingInterceptor()], - ) - await worker.run() + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin( + model_params=ModelActivityParameters( + start_to_close_timeout=timedelta(seconds=120) + ) + ), + ], + ) + + worker = Worker( + client, + task_queue="openai-agents-task-queue", + workflows=[ + HelloWorldAgent, + ToolsWorkflow, + ResearchWorkflow, + CustomerServiceWorkflow, + AgentsAsToolsWorkflow, + ], + activities=[ + get_weather, + ], + ) + await worker.run() if __name__ == "__main__": diff --git a/pyproject.toml b/pyproject.toml index 620bbc52..077dc912 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ authors = [{ name = "Temporal Technologies Inc", email = "sdk@temporal.io" }] requires-python = ">=3.10" readme = "README.md" license = "MIT" -dependencies = ["temporalio>=1.14.1,<2"] +dependencies = ["temporalio>=1.15.0,<2"] [project.urls] Homepage = "https://github.com/temporalio/samples-python" @@ -55,8 +55,8 @@ open-telemetry = [ "opentelemetry-exporter-otlp-proto-grpc", ] openai-agents = [ - "openai-agents >= 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f738fcdaa28408d75e6a6951e87024c05435949c Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Tue, 29 Jul 2025 16:00:40 -0600 Subject: [PATCH 26/68] Reorganize OpenAI samples (#221) * update for plugins * formatting * reference main branch * cleanup * switch to plugins on the runners * move around samples * update README files * formatting update * formatting * timeout adjustments * Reset uv.lock --------- Co-authored-by: Tim Conley --- openai_agents/README.md | 41 ++--------- openai_agents/agent_patterns/README.md | 68 +++++++++++++++++++ .../run_agents_as_tools_workflow.py | 4 +- openai_agents/agent_patterns/run_worker.py | 39 +++++++++++ .../workflows/agents_as_tools_workflow.py | 0 openai_agents/basic/README.md | 25 +++++++ .../activities}/get_weather_activity.py | 0 .../{ => basic}/run_hello_world_workflow.py | 2 +- .../{ => basic}/run_tools_workflow.py | 2 +- openai_agents/{ => basic}/run_worker.py | 14 ++-- .../workflows/hello_world_workflow.py | 0 .../{ => basic}/workflows/tools_workflow.py | 2 +- openai_agents/customer_service/README.md | 21 ++++++ .../customer_service.py | 0 .../run_customer_service_client.py | 2 +- openai_agents/customer_service/run_worker.py | 39 +++++++++++ .../workflows/customer_service_workflow.py | 2 +- openai_agents/research_bot/README.md | 35 ++++++++++ .../agents}/planner_agent.py | 0 .../agents}/research_manager.py | 6 +- .../agents}/search_agent.py | 0 .../agents}/writer_agent.py | 0 .../run_research_workflow.py | 2 +- openai_agents/research_bot/run_worker.py | 37 ++++++++++ .../workflows/research_bot_workflow.py | 2 +- openai_agents/workflows/__init__.py | 0 .../workflows/research_agents/__init__.py | 0 27 files changed, 287 insertions(+), 56 deletions(-) create mode 100644 openai_agents/agent_patterns/README.md rename openai_agents/{ => agent_patterns}/run_agents_as_tools_workflow.py (85%) create mode 100644 openai_agents/agent_patterns/run_worker.py rename openai_agents/{ => agent_patterns}/workflows/agents_as_tools_workflow.py (100%) create mode 100644 openai_agents/basic/README.md rename openai_agents/{workflows => basic/activities}/get_weather_activity.py (100%) rename openai_agents/{ => basic}/run_hello_world_workflow.py (89%) rename openai_agents/{ => basic}/run_tools_workflow.py (89%) rename openai_agents/{ => basic}/run_worker.py (58%) rename openai_agents/{ => basic}/workflows/hello_world_workflow.py (100%) rename openai_agents/{ => basic}/workflows/tools_workflow.py (90%) create mode 100644 openai_agents/customer_service/README.md rename openai_agents/{workflows => customer_service}/customer_service.py (100%) rename openai_agents/{ => customer_service}/run_customer_service_client.py (96%) create mode 100644 openai_agents/customer_service/run_worker.py rename openai_agents/{ => customer_service}/workflows/customer_service_workflow.py (98%) create mode 100644 openai_agents/research_bot/README.md rename openai_agents/{workflows/research_agents => research_bot/agents}/planner_agent.py (100%) rename openai_agents/{workflows/research_agents => research_bot/agents}/research_manager.py (91%) rename openai_agents/{workflows/research_agents => research_bot/agents}/search_agent.py (100%) rename openai_agents/{workflows/research_agents => research_bot/agents}/writer_agent.py (100%) rename openai_agents/{ => research_bot}/run_research_workflow.py (88%) create mode 100644 openai_agents/research_bot/run_worker.py rename openai_agents/{ => research_bot}/workflows/research_bot_workflow.py (68%) delete mode 100644 openai_agents/workflows/__init__.py delete mode 100644 openai_agents/workflows/research_agents/__init__.py diff --git a/openai_agents/README.md b/openai_agents/README.md index 1eceb747..96975ec2 100644 --- a/openai_agents/README.md +++ b/openai_agents/README.md @@ -21,42 +21,13 @@ This approach ensures that AI agent workflows are durable, observable, and can h - Required dependencies installed via `uv sync --group openai-agents` - OpenAI API key set as environment variable: `export OPENAI_API_KEY=your_key_here` -## Running the Examples +## Examples -1. **Start the worker** (supports all samples): - ```bash - uv run openai_agents/run_worker.py - ``` +Each directory contains a complete example with its own README for detailed instructions: -2. **Run individual samples** in separate terminals: +- **[Basic Examples](./basic/README.md)** - Simple agent examples including a hello world agent and a tools-enabled agent that can access external APIs like weather services. +- **[Agent Patterns](./agent_patterns/README.md)** - Advanced patterns for agent composition, including using agents as tools within other agents. +- **[Research Bot](./research_bot/README.md)** - Multi-agent research system with specialized roles: a planner agent, search agent, and writer agent working together to conduct comprehensive research. +- **[Customer Service](./customer_service/README.md)** - Interactive customer service agent with escalation capabilities, demonstrating conversational workflows. -### Basic Agent Examples - -- **Hello World Agent** - Simple agent that responds in haikus: - ```bash - uv run openai_agents/run_hello_world_workflow.py - ``` - -- **Tools Agent** - Agent with access to external tools (weather API): - ```bash - uv run openai_agents/run_tools_workflow.py - ``` - -### Advanced Multi-Agent Examples - -- **Research Workflow** - Multi-agent research system with specialized roles: - ```bash - uv run openai_agents/run_research_workflow.py - ``` - Features a planner agent, search agent, and writer agent working together. - -- **Customer Service Workflow** - Customer service agent with escalation capabilities (interactive): - ```bash - uv run openai_agents/run_customer_service_client.py --conversation-id my-conversation-123 - ``` - -- **Agents as Tools** - Demonstrate using agents as tools within other agents: - ```bash - uv run openai_agents/run_agents_as_tools_workflow.py - ``` diff --git a/openai_agents/agent_patterns/README.md b/openai_agents/agent_patterns/README.md new file mode 100644 index 00000000..26867f10 --- /dev/null +++ b/openai_agents/agent_patterns/README.md @@ -0,0 +1,68 @@ +# Agent Patterns + +Common agentic patterns extended with Temporal's durable execution capabilities. + +*Adapted from [OpenAI Agents SDK agent patterns](https://github.com/openai/openai-agents-python/tree/main/examples/agent_patterns)* + +## Running the Examples + +First, start the worker (supports all patterns): +```bash +uv run openai_agents/agent_patterns/run_worker.py +``` + +Then run individual examples in separate terminals: + +## Deterministic Flows + +**TODO** + +A common tactic is to break down a task into a series of smaller steps. Each task can be performed by an agent, and the output of one agent is used as input to the next. For example, if your task was to generate a story, you could break it down into the following steps: + +1. Generate an outline +2. Generate the story +3. Generate the ending + +Each of these steps can be performed by an agent. The output of one agent is used as input to the next. + +## Handoffs and Routing + +**TODO** + +In many situations, you have specialized sub-agents that handle specific tasks. You can use handoffs to route the task to the right agent. + +For example, you might have a frontline agent that receives a request, and then hands off to a specialized agent based on the language of the request. + +## Agents as Tools + +The mental model for handoffs is that the new agent "takes over". It sees the previous conversation history, and owns the conversation from that point onwards. However, this is not the only way to use agents. You can also use agents as a tool - the tool agent goes off and runs on its own, and then returns the result to the original agent. + +For example, you could model a translation task as tool calls instead: rather than handing over to the language-specific agent, you could call the agent as a tool, and then use the result in the next step. This enables things like translating multiple languages at once. + +```bash +uv run openai_agents/agent_patterns/run_agents_as_tools_workflow.py +``` + +## LLM-as-a-Judge + +**TODO** + +LLMs can often improve the quality of their output if given feedback. A common pattern is to generate a response using a model, and then use a second model to provide feedback. You can even use a small model for the initial generation and a larger model for the feedback, to optimize cost. + +For example, you could use an LLM to generate an outline for a story, and then use a second LLM to evaluate the outline and provide feedback. You can then use the feedback to improve the outline, and repeat until the LLM is satisfied with the outline. + +## Parallelization + +**TODO** + +Running multiple agents in parallel is a common pattern. This can be useful for both latency (e.g. if you have multiple steps that don't depend on each other) and also for other reasons e.g. generating multiple responses and picking the best one. + +## Guardrails + +**TODO** + +Related to parallelization, you often want to run input guardrails to make sure the inputs to your agents are valid. For example, if you have a customer support agent, you might want to make sure that the user isn't trying to ask for help with a math problem. + +You can definitely do this without any special Agents SDK features by using parallelization, but we support a special guardrail primitive. Guardrails can have a "tripwire" - if the tripwire is triggered, the agent execution will immediately stop and a `GuardrailTripwireTriggered` exception will be raised. + +This is really useful for latency: for example, you might have a very fast model that runs the guardrail and a slow model that runs the actual agent. You wouldn't want to wait for the slow model to finish, so guardrails let you quickly reject invalid inputs. \ No newline at end of file diff --git a/openai_agents/run_agents_as_tools_workflow.py b/openai_agents/agent_patterns/run_agents_as_tools_workflow.py similarity index 85% rename from openai_agents/run_agents_as_tools_workflow.py rename to openai_agents/agent_patterns/run_agents_as_tools_workflow.py index 822ca709..a42d3aac 100644 --- a/openai_agents/run_agents_as_tools_workflow.py +++ b/openai_agents/agent_patterns/run_agents_as_tools_workflow.py @@ -3,7 +3,9 @@ from temporalio.client import Client from temporalio.contrib.openai_agents import OpenAIAgentsPlugin -from openai_agents.workflows.agents_as_tools_workflow import AgentsAsToolsWorkflow +from openai_agents.agent_patterns.workflows.agents_as_tools_workflow import ( + AgentsAsToolsWorkflow, +) async def main(): diff --git a/openai_agents/agent_patterns/run_worker.py b/openai_agents/agent_patterns/run_worker.py new file mode 100644 index 00000000..3ca0eda2 --- /dev/null +++ b/openai_agents/agent_patterns/run_worker.py @@ -0,0 +1,39 @@ +from __future__ import annotations + +import asyncio +from datetime import timedelta + +from temporalio.client import Client +from temporalio.contrib.openai_agents import ModelActivityParameters, OpenAIAgentsPlugin +from temporalio.worker import Worker + +from openai_agents.agent_patterns.workflows.agents_as_tools_workflow import ( + AgentsAsToolsWorkflow, +) + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin( + model_params=ModelActivityParameters( + start_to_close_timeout=timedelta(seconds=30) + ) + ), + ], + ) + + worker = Worker( + client, + task_queue="openai-agents-task-queue", + workflows=[ + AgentsAsToolsWorkflow, + ], + ) + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/workflows/agents_as_tools_workflow.py b/openai_agents/agent_patterns/workflows/agents_as_tools_workflow.py similarity index 100% rename from openai_agents/workflows/agents_as_tools_workflow.py rename to openai_agents/agent_patterns/workflows/agents_as_tools_workflow.py diff --git a/openai_agents/basic/README.md b/openai_agents/basic/README.md new file mode 100644 index 00000000..56d9f528 --- /dev/null +++ b/openai_agents/basic/README.md @@ -0,0 +1,25 @@ +# Basic Agent Examples + +Simple examples to get started with OpenAI Agents SDK integrated with Temporal workflows. + +*Adapted from [OpenAI Agents SDK basic examples](https://github.com/openai/openai-agents-python/tree/main/examples/basic)* + +## Running the Examples + +First, start the worker (supports all basic examples): +```bash +uv run openai_agents/basic/run_worker.py +``` + +Then run individual examples in separate terminals: + +### Hello World Agent +```bash +uv run openai_agents/basic/run_hello_world_workflow.py +``` + +### Tools Agent +Agent with access to external tools (weather API): +```bash +uv run openai_agents/basic/run_tools_workflow.py +``` \ No newline at end of file diff --git a/openai_agents/workflows/get_weather_activity.py b/openai_agents/basic/activities/get_weather_activity.py similarity index 100% rename from openai_agents/workflows/get_weather_activity.py rename to openai_agents/basic/activities/get_weather_activity.py diff --git a/openai_agents/run_hello_world_workflow.py b/openai_agents/basic/run_hello_world_workflow.py similarity index 89% rename from openai_agents/run_hello_world_workflow.py rename to openai_agents/basic/run_hello_world_workflow.py index 9ec8833f..412dbb58 100644 --- a/openai_agents/run_hello_world_workflow.py +++ b/openai_agents/basic/run_hello_world_workflow.py @@ -3,7 +3,7 @@ from temporalio.client import Client from temporalio.contrib.openai_agents import OpenAIAgentsPlugin -from openai_agents.workflows.hello_world_workflow import HelloWorldAgent +from openai_agents.basic.workflows.hello_world_workflow import HelloWorldAgent async def main(): diff --git a/openai_agents/run_tools_workflow.py b/openai_agents/basic/run_tools_workflow.py similarity index 89% rename from openai_agents/run_tools_workflow.py rename to openai_agents/basic/run_tools_workflow.py index cfb3d811..eb6adcc1 100644 --- a/openai_agents/run_tools_workflow.py +++ b/openai_agents/basic/run_tools_workflow.py @@ -3,7 +3,7 @@ from temporalio.client import Client from temporalio.contrib.openai_agents import OpenAIAgentsPlugin -from openai_agents.workflows.tools_workflow import ToolsWorkflow +from openai_agents.basic.workflows.tools_workflow import ToolsWorkflow async def main(): diff --git a/openai_agents/run_worker.py b/openai_agents/basic/run_worker.py similarity index 58% rename from openai_agents/run_worker.py rename to openai_agents/basic/run_worker.py index b17fbd0f..ec94e907 100644 --- a/openai_agents/run_worker.py +++ b/openai_agents/basic/run_worker.py @@ -7,12 +7,9 @@ from temporalio.contrib.openai_agents import ModelActivityParameters, OpenAIAgentsPlugin from temporalio.worker import Worker -from openai_agents.workflows.agents_as_tools_workflow import AgentsAsToolsWorkflow -from openai_agents.workflows.customer_service_workflow import CustomerServiceWorkflow -from openai_agents.workflows.get_weather_activity import get_weather -from openai_agents.workflows.hello_world_workflow import HelloWorldAgent -from openai_agents.workflows.research_bot_workflow import ResearchWorkflow -from openai_agents.workflows.tools_workflow import ToolsWorkflow +from openai_agents.basic.activities.get_weather_activity import get_weather +from openai_agents.basic.workflows.hello_world_workflow import HelloWorldAgent +from openai_agents.basic.workflows.tools_workflow import ToolsWorkflow async def main(): @@ -22,7 +19,7 @@ async def main(): plugins=[ OpenAIAgentsPlugin( model_params=ModelActivityParameters( - start_to_close_timeout=timedelta(seconds=120) + start_to_close_timeout=timedelta(seconds=30) ) ), ], @@ -34,9 +31,6 @@ async def main(): workflows=[ HelloWorldAgent, ToolsWorkflow, - ResearchWorkflow, - CustomerServiceWorkflow, - AgentsAsToolsWorkflow, ], activities=[ get_weather, diff --git a/openai_agents/workflows/hello_world_workflow.py b/openai_agents/basic/workflows/hello_world_workflow.py similarity index 100% rename from openai_agents/workflows/hello_world_workflow.py rename to openai_agents/basic/workflows/hello_world_workflow.py diff --git a/openai_agents/workflows/tools_workflow.py b/openai_agents/basic/workflows/tools_workflow.py similarity index 90% rename from openai_agents/workflows/tools_workflow.py rename to openai_agents/basic/workflows/tools_workflow.py index c9f80e9f..70964dc0 100644 --- a/openai_agents/workflows/tools_workflow.py +++ b/openai_agents/basic/workflows/tools_workflow.py @@ -6,7 +6,7 @@ from temporalio import workflow from temporalio.contrib import openai_agents as temporal_agents -from openai_agents.workflows.get_weather_activity import get_weather +from openai_agents.basic.activities.get_weather_activity import get_weather @workflow.defn diff --git a/openai_agents/customer_service/README.md b/openai_agents/customer_service/README.md new file mode 100644 index 00000000..34b9504d --- /dev/null +++ b/openai_agents/customer_service/README.md @@ -0,0 +1,21 @@ +# Customer Service + +Interactive customer service agent with escalation capabilities, extended with Temporal's durable conversational workflows. + +*Adapted from [OpenAI Agents SDK customer service](https://github.com/openai/openai-agents-python/tree/main/examples/customer_service)* + +This example demonstrates how to build persistent, stateful conversations where each conversation maintains state across multiple interactions and can survive system restarts and failures. + +## Running the Example + +First, start the worker: +```bash +uv run openai_agents/customer_service/run_worker.py +``` + +Then start a customer service conversation: +```bash +uv run openai_agents/customer_service/run_customer_service_client.py --conversation-id my-conversation-123 +``` + +You can start a new conversation with any unique conversation ID, or resume existing conversations by using the same conversation ID. The conversation state is persisted in the Temporal workflow, allowing you to resume conversations even after restarting the client. \ No newline at end of file diff --git a/openai_agents/workflows/customer_service.py b/openai_agents/customer_service/customer_service.py similarity index 100% rename from openai_agents/workflows/customer_service.py rename to openai_agents/customer_service/customer_service.py diff --git a/openai_agents/run_customer_service_client.py b/openai_agents/customer_service/run_customer_service_client.py similarity index 96% rename from openai_agents/run_customer_service_client.py rename to openai_agents/customer_service/run_customer_service_client.py index ef8aaf62..e66419e4 100644 --- a/openai_agents/run_customer_service_client.py +++ b/openai_agents/customer_service/run_customer_service_client.py @@ -10,7 +10,7 @@ from temporalio.contrib.openai_agents import OpenAIAgentsPlugin from temporalio.service import RPCError, RPCStatusCode -from openai_agents.workflows.customer_service_workflow import ( +from openai_agents.customer_service.workflows.customer_service_workflow import ( CustomerServiceWorkflow, ProcessUserMessageInput, ) diff --git a/openai_agents/customer_service/run_worker.py b/openai_agents/customer_service/run_worker.py new file mode 100644 index 00000000..b82f6919 --- /dev/null +++ b/openai_agents/customer_service/run_worker.py @@ -0,0 +1,39 @@ +from __future__ import annotations + +import asyncio +from datetime import timedelta + +from temporalio.client import Client +from temporalio.contrib.openai_agents import ModelActivityParameters, OpenAIAgentsPlugin +from temporalio.worker import Worker + +from openai_agents.customer_service.workflows.customer_service_workflow import ( + CustomerServiceWorkflow, +) + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin( + model_params=ModelActivityParameters( + start_to_close_timeout=timedelta(seconds=30) + ) + ), + ], + ) + + worker = Worker( + client, + task_queue="openai-agents-task-queue", + workflows=[ + CustomerServiceWorkflow, + ], + ) + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/workflows/customer_service_workflow.py b/openai_agents/customer_service/workflows/customer_service_workflow.py similarity index 98% rename from openai_agents/workflows/customer_service_workflow.py rename to openai_agents/customer_service/workflows/customer_service_workflow.py index 3186c5ab..c816d868 100644 --- a/openai_agents/workflows/customer_service_workflow.py +++ b/openai_agents/customer_service/workflows/customer_service_workflow.py @@ -14,7 +14,7 @@ ) from temporalio import workflow -from openai_agents.workflows.customer_service import ( +from openai_agents.customer_service.customer_service import ( AirlineAgentContext, ProcessUserMessageInput, init_agents, diff --git a/openai_agents/research_bot/README.md b/openai_agents/research_bot/README.md new file mode 100644 index 00000000..f4f4a074 --- /dev/null +++ b/openai_agents/research_bot/README.md @@ -0,0 +1,35 @@ +# Research Bot + +Multi-agent research system with specialized roles, extended with Temporal's durable execution. + +*Adapted from [OpenAI Agents SDK research bot](https://github.com/openai/openai-agents-python/tree/main/examples/research_bot)* + +## Architecture + +The flow is: + +1. User enters their research topic +2. `planner_agent` comes up with a plan to search the web for information. The plan is a list of search queries, with a search term and a reason for each query. +3. For each search item, we run a `search_agent`, which uses the Web Search tool to search for that term and summarize the results. These all run in parallel. +4. Finally, the `writer_agent` receives the search summaries, and creates a written report. + +## Running the Example + +First, start the worker: +```bash +uv run openai_agents/research_bot/run_worker.py +``` + +Then run the research workflow: +```bash +uv run openai_agents/research_bot/run_research_workflow.py +``` + +## Suggested Improvements + +If you're building your own research bot, some ideas to add to this are: + +1. Retrieval: Add support for fetching relevant information from a vector store. You could use the File Search tool for this. +2. Image and file upload: Allow users to attach PDFs or other files, as baseline context for the research. +3. More planning and thinking: Models often produce better results given more time to think. Improve the planning process to come up with a better plan, and add an evaluation step so that the model can choose to improve its results, search for more stuff, etc. +4. Code execution: Allow running code, which is useful for data analysis. \ No newline at end of file diff --git a/openai_agents/workflows/research_agents/planner_agent.py b/openai_agents/research_bot/agents/planner_agent.py similarity index 100% rename from openai_agents/workflows/research_agents/planner_agent.py rename to openai_agents/research_bot/agents/planner_agent.py diff --git a/openai_agents/workflows/research_agents/research_manager.py b/openai_agents/research_bot/agents/research_manager.py similarity index 91% rename from openai_agents/workflows/research_agents/research_manager.py rename to openai_agents/research_bot/agents/research_manager.py index 356da1d7..62a77a07 100644 --- a/openai_agents/workflows/research_agents/research_manager.py +++ b/openai_agents/research_bot/agents/research_manager.py @@ -8,13 +8,13 @@ # TODO: Restore progress updates from agents import RunConfig, Runner, custom_span, trace - from openai_agents.workflows.research_agents.planner_agent import ( + from openai_agents.research_bot.agents.planner_agent import ( WebSearchItem, WebSearchPlan, new_planner_agent, ) - from openai_agents.workflows.research_agents.search_agent import new_search_agent - from openai_agents.workflows.research_agents.writer_agent import ( + from openai_agents.research_bot.agents.search_agent import new_search_agent + from openai_agents.research_bot.agents.writer_agent import ( ReportData, new_writer_agent, ) diff --git a/openai_agents/workflows/research_agents/search_agent.py b/openai_agents/research_bot/agents/search_agent.py similarity index 100% rename from openai_agents/workflows/research_agents/search_agent.py rename to openai_agents/research_bot/agents/search_agent.py diff --git a/openai_agents/workflows/research_agents/writer_agent.py b/openai_agents/research_bot/agents/writer_agent.py similarity index 100% rename from openai_agents/workflows/research_agents/writer_agent.py rename to openai_agents/research_bot/agents/writer_agent.py diff --git a/openai_agents/run_research_workflow.py b/openai_agents/research_bot/run_research_workflow.py similarity index 88% rename from openai_agents/run_research_workflow.py rename to openai_agents/research_bot/run_research_workflow.py index 5279648e..e2739ef5 100644 --- a/openai_agents/run_research_workflow.py +++ b/openai_agents/research_bot/run_research_workflow.py @@ -3,7 +3,7 @@ from temporalio.client import Client from temporalio.contrib.openai_agents import OpenAIAgentsPlugin -from openai_agents.workflows.research_bot_workflow import ResearchWorkflow +from openai_agents.research_bot.workflows.research_bot_workflow import ResearchWorkflow async def main(): diff --git a/openai_agents/research_bot/run_worker.py b/openai_agents/research_bot/run_worker.py new file mode 100644 index 00000000..fd6827d6 --- /dev/null +++ b/openai_agents/research_bot/run_worker.py @@ -0,0 +1,37 @@ +from __future__ import annotations + +import asyncio +from datetime import timedelta + +from temporalio.client import Client +from temporalio.contrib.openai_agents import ModelActivityParameters, OpenAIAgentsPlugin +from temporalio.worker import Worker + +from openai_agents.research_bot.workflows.research_bot_workflow import ResearchWorkflow + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin( + model_params=ModelActivityParameters( + start_to_close_timeout=timedelta(seconds=120) + ) + ), + ], + ) + + worker = Worker( + client, + task_queue="openai-agents-task-queue", + workflows=[ + ResearchWorkflow, + ], + ) + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/workflows/research_bot_workflow.py b/openai_agents/research_bot/workflows/research_bot_workflow.py similarity index 68% rename from openai_agents/workflows/research_bot_workflow.py rename to openai_agents/research_bot/workflows/research_bot_workflow.py index c0779c02..c2523c8c 100644 --- a/openai_agents/workflows/research_bot_workflow.py +++ b/openai_agents/research_bot/workflows/research_bot_workflow.py @@ -1,6 +1,6 @@ from temporalio import workflow -from openai_agents.workflows.research_agents.research_manager import ResearchManager +from openai_agents.research_bot.agents.research_manager import ResearchManager @workflow.defn diff --git a/openai_agents/workflows/__init__.py b/openai_agents/workflows/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/openai_agents/workflows/research_agents/__init__.py b/openai_agents/workflows/research_agents/__init__.py deleted file mode 100644 index e69de29b..00000000 From 14e42d6f6986b52c6ae4a7deae8a0b296666b57d Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Tue, 29 Jul 2025 16:18:04 -0600 Subject: [PATCH 27/68] OpenAI Agents basic examples (#223) * update for plugins * formatting * reference main branch * cleanup * switch to plugins on the runners * move around samples * update README files * formatting update * formatting * timeout adjustments * porting basic examples from OpenAI Agents Examples * Revert uv.lock change --------- Co-authored-by: Tim Conley --- openai_agents/basic/README.md | 58 +++++++++- .../basic/activities/image_activities.py | 19 ++++ .../basic/activities/math_activities.py | 15 +++ openai_agents/basic/media/image_bison.jpg | Bin 0 -> 235620 bytes .../basic/run_agent_lifecycle_workflow.py | 28 +++++ .../run_dynamic_system_prompt_workflow.py | 41 +++++++ .../basic/run_hello_world_workflow.py | 2 +- openai_agents/basic/run_lifecycle_workflow.py | 31 +++++ .../basic/run_local_image_workflow.py | 32 ++++++ .../basic/run_non_strict_output_workflow.py | 35 ++++++ .../run_previous_response_id_workflow.py | 35 ++++++ .../basic/run_remote_image_workflow.py | 33 ++++++ openai_agents/basic/run_tools_workflow.py | 2 +- openai_agents/basic/run_worker.py | 32 +++++- .../workflows/agent_lifecycle_workflow.py | 97 ++++++++++++++++ .../dynamic_system_prompt_workflow.py | 48 ++++++++ .../basic/workflows/lifecycle_workflow.py | 106 ++++++++++++++++++ .../basic/workflows/local_image_workflow.py | 54 +++++++++ .../workflows/non_strict_output_workflow.py | 86 ++++++++++++++ .../previous_response_id_workflow.py | 48 ++++++++ .../basic/workflows/remote_image_workflow.py | 45 ++++++++ 21 files changed, 842 insertions(+), 5 deletions(-) create mode 100644 openai_agents/basic/activities/image_activities.py create mode 100644 openai_agents/basic/activities/math_activities.py create mode 100644 openai_agents/basic/media/image_bison.jpg create mode 100644 openai_agents/basic/run_agent_lifecycle_workflow.py create mode 100644 openai_agents/basic/run_dynamic_system_prompt_workflow.py create mode 100644 openai_agents/basic/run_lifecycle_workflow.py create mode 100644 openai_agents/basic/run_local_image_workflow.py create mode 100644 openai_agents/basic/run_non_strict_output_workflow.py create mode 100644 openai_agents/basic/run_previous_response_id_workflow.py create mode 100644 openai_agents/basic/run_remote_image_workflow.py create mode 100644 openai_agents/basic/workflows/agent_lifecycle_workflow.py create mode 100644 openai_agents/basic/workflows/dynamic_system_prompt_workflow.py create mode 100644 openai_agents/basic/workflows/lifecycle_workflow.py create mode 100644 openai_agents/basic/workflows/local_image_workflow.py create mode 100644 openai_agents/basic/workflows/non_strict_output_workflow.py create mode 100644 openai_agents/basic/workflows/previous_response_id_workflow.py create mode 100644 openai_agents/basic/workflows/remote_image_workflow.py diff --git a/openai_agents/basic/README.md b/openai_agents/basic/README.md index 56d9f528..e593ee48 100644 --- a/openai_agents/basic/README.md +++ b/openai_agents/basic/README.md @@ -4,6 +4,8 @@ Simple examples to get started with OpenAI Agents SDK integrated with Temporal w *Adapted from [OpenAI Agents SDK basic examples](https://github.com/openai/openai-agents-python/tree/main/examples/basic)* +Before running these examples, be sure to review the [prerequisites and background on the integration](../README.md). + ## Running the Examples First, start the worker (supports all basic examples): @@ -14,12 +16,64 @@ uv run openai_agents/basic/run_worker.py Then run individual examples in separate terminals: ### Hello World Agent +Basic agent that only responds in haikus: ```bash uv run openai_agents/basic/run_hello_world_workflow.py ``` ### Tools Agent -Agent with access to external tools (weather API): +Agent with access to external tools (simulated weather API): ```bash uv run openai_agents/basic/run_tools_workflow.py -``` \ No newline at end of file +``` + +### Agent Lifecycle with Hooks +Demonstrates agent lifecycle events and handoffs between agents: +```bash +uv run openai_agents/basic/run_agent_lifecycle_workflow.py +``` + +### Lifecycle with Usage Tracking +Shows detailed usage tracking with RunHooks (requests, tokens, etc.): +```bash +uv run openai_agents/basic/run_lifecycle_workflow.py +``` + +### Dynamic System Prompts +Agent with dynamic instruction generation based on context (haiku/pirate/robot): +```bash +uv run openai_agents/basic/run_dynamic_system_prompt_workflow.py +``` + +### Non-Strict Output Types +Demonstrates different JSON schema validation approaches: +```bash +uv run openai_agents/basic/run_non_strict_output_workflow.py +``` + +Note: `CustomOutputSchema` is not supported by the Temporal OpenAI Agents SDK integration and is omitted in this example. + +### Image Processing - Local +Process local image files with AI vision: +```bash +uv run openai_agents/basic/run_local_image_workflow.py +``` + +### Image Processing - Remote +Process remote image URLs with AI vision: +```bash +uv run openai_agents/basic/run_remote_image_workflow.py +``` + +### Previous Response ID +Demonstrates conversation continuity using response IDs: +```bash +uv run openai_agents/basic/run_previous_response_id_workflow.py +``` + +## Omitted Examples + +The following examples from the [reference repository](https://github.com/openai/openai-agents-python/tree/main/examples/basic) are not included in this Temporal adaptation: + +- **Session** - Stores state in local SQLite database, not appropriate for distributed workflows +- **Stream Items/Stream Text** - Streaming is not supported in Temporal OpenAI Agents SDK integration \ No newline at end of file diff --git a/openai_agents/basic/activities/image_activities.py b/openai_agents/basic/activities/image_activities.py new file mode 100644 index 00000000..23c770b1 --- /dev/null +++ b/openai_agents/basic/activities/image_activities.py @@ -0,0 +1,19 @@ +import base64 + +from temporalio import activity + + +@activity.defn +async def read_image_as_base64(image_path: str) -> str: + """ + Read an image file and convert it to base64 string. + + Args: + image_path: Path to the image file + + Returns: + Base64 encoded string of the image + """ + with open(image_path, "rb") as image_file: + encoded_string = base64.b64encode(image_file.read()).decode("utf-8") + return encoded_string diff --git a/openai_agents/basic/activities/math_activities.py b/openai_agents/basic/activities/math_activities.py new file mode 100644 index 00000000..1e875b23 --- /dev/null +++ b/openai_agents/basic/activities/math_activities.py @@ -0,0 +1,15 @@ +import random + +from temporalio import activity + + +@activity.defn +async def random_number(max_value: int) -> int: + """Generate a random number up to the provided maximum.""" + return random.randint(0, max_value) + + +@activity.defn +async def multiply_by_two(x: int) -> int: + """Simple multiplication by two.""" + return x * 2 diff --git a/openai_agents/basic/media/image_bison.jpg b/openai_agents/basic/media/image_bison.jpg new file mode 100644 index 0000000000000000000000000000000000000000..b113c91f601eac2369c4b859b18f86a24a228d89 GIT binary patch literal 235620 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zZ;>&IisqKb>tBO@EPO8T&xEw=zlagsY6HU;ChFf}>^Jw59p7uXKkDOxA{)tvb2P3& zU=>m^$?5+9w3m&4XkU(&9yR!#tv-k0PY=$zm9~UY=4;O+krxs6bT zHS!O}pBea*!g{&VJU?^xduFq?xM;#7DU^(EJCx+(f#^6D>p$BUQ2Y_I@w5p9dbHaE z+@-uK?Y!(c!VLVU1JkxE`M(##m?{;hVsQ>$(zT%mt?nr+ZEG)gM$)mtp3*4=eX?8GPTdGAC1;nO#URKJVG1>Vn`;P;#758tBJ|_6@P53MEgX1lpqU+*a zD^QBc&hV-+w}C8eU_4POH2d7%~slo!N7TB*cd<4hr##iX30W z7+xl&mdd)5t0^{`_jzMNGv!^K+;vN&ue-g=2~NHrnJa6{^4b0uKb|j)KMr*t+5Z4Y z{{V$)tZ%#V9oxY!su+Ie+6W+5jt0*X%4Kq7W%&l(gCrAQFU_rZpTpWk--{uUj8^j7 z$1(s9m}itDeF$E7$4dT{w4Z?A34CAsB>1o5=ZiFC)jUn&9Y)gD_for(S?)ZUw!DiA zyPvb;gEI(Xa3AeZPG05vK5uvBv-DQ^e71L!Iv9sePvMGsY_5~C`8C^9PsG0z zTf?8S)|=z+5(3u|-QLA%3#%xb%<`tU><^Z3vT?&G82L!AhWsDnJ#XVrhpv1D;|Gds z=WjB_nltASjP3bye)0Ku7#tokj;C4izl%N~{>^%Sio9ukCZnionw&S+GfRSAdz(0n zjer1A&?=}3iWLwlr~}wO9jsbsfi-L0E-3A0w$t6Bcu`|yXZaX{pmJA?^{>6*oT8Qk z2>pup+?r3fyxL34U5_PD_NmqKUy<`<+I{ux{vOeFi1+^hqCBq@zw*u1il`uPLV=T> zI#<;%;eBVpo)f#$wI(p?8pV#CB#|(0HVaudNf?u`d1C@kFNRpzcLBL+zX5d3J6rhO z;d?D!-aCj&!df>_QHP$nR$O4I=v4fqa7GEKJbmKd5%`l{kHxy}+udqDAk_5<^$DK@ z%;0gxFsh>gRRXH000003%Es1pF9;-*75@Mh{{TY>Q-`v<-}2Y``FU|UP;y9>ErSdwdtg=TA~1U13N<|k>wE;t7` zt}9W}>?GBqmPo;AT3Fnkte}B|>&F$TuOhyaac+%s3IIpva&qf)R>kLB@9bbgnE#6x}rhlDqu0`=9mDAyz6kO4nbNj2|8N zlTp3#eZG@ugEr++#7f(D0@7v6F)~Ouh4V0=AXNi`PNtLbo5g+#@dO}C7$97Io=6jA z%B1k@kUWY(U^h0UnQOlE+Qn{~bdPlR z^R$Xt%#J=qE}Nz2wR{n;O(vb-9a?)lE2Kh2I0p;@ka-nr;dHXSHgb|4+_ebMm-kx;aWJN-XypG07r<1 zDqG}<6+q57>73V_#CVKN3KIIfz9_isviEJGURrLn^*!v5Fy)h-O>JlR-}FCUHIEYb z!^A!azwssf(0FUXcJ?=r7%kBy0cZi2{?u+_GpsT*%veEcvT`FxmPr|KOQB$+;+=K0 zKZUA1X=Qra7N=_k`!g$fcK&U(w6iboA`!~sL;y$#4BHo?itt|$YFe@JPlG%+_S=!C zN8$ef27y$GRVaKF~&&sNd?a z-9Vv0mOE+HVOL-`5Q=tzo}6^AcP!$}ZhMK!^88~<+?3?f)0UfBCEdj@n%3vm(T}im zoh4@9FXq3c)1{A0_{sZmcr*6s__N^Og#Q2u?XFivyV9nQ{VHZujte_CxtjLkC|v{K zD*o-{E0Y{$L1HTt{uvv>AM`S5Klm*l{E=Tvd^Y$w@RQ;Gp{5T7cw None: + client = await Client.connect("localhost:7233") + + user_input = input("Enter a max number: ") + max_number = int(user_input) + + result = await client.execute_workflow( + AgentLifecycleWorkflow.run, + max_number, + id="agent-lifecycle-workflow", + task_queue="openai-agents-basic-task-queue", + ) + + print(f"Final result: {result}") + print("Done!") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/basic/run_dynamic_system_prompt_workflow.py b/openai_agents/basic/run_dynamic_system_prompt_workflow.py new file mode 100644 index 00000000..46c53c6d --- /dev/null +++ b/openai_agents/basic/run_dynamic_system_prompt_workflow.py @@ -0,0 +1,41 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.basic.workflows.dynamic_system_prompt_workflow import ( + DynamicSystemPromptWorkflow, +) + + +async def main(): + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + user_message = "Tell me a joke." + + result = await client.execute_workflow( + DynamicSystemPromptWorkflow.run, + user_message, + id="dynamic-prompt-workflow", + task_queue="openai-agents-basic-task-queue", + ) + print(result) + print() + + # Run with specific style + result = await client.execute_workflow( + DynamicSystemPromptWorkflow.run, + args=[user_message, "pirate"], + id="dynamic-prompt-pirate-workflow", + task_queue="openai-agents-basic-task-queue", + ) + print(result) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/basic/run_hello_world_workflow.py b/openai_agents/basic/run_hello_world_workflow.py index 412dbb58..0662a4fa 100644 --- a/openai_agents/basic/run_hello_world_workflow.py +++ b/openai_agents/basic/run_hello_world_workflow.py @@ -20,7 +20,7 @@ async def main(): HelloWorldAgent.run, "Tell me about recursion in programming.", id="my-workflow-id", - task_queue="openai-agents-task-queue", + task_queue="openai-agents-basic-task-queue", ) print(f"Result: {result}") diff --git a/openai_agents/basic/run_lifecycle_workflow.py b/openai_agents/basic/run_lifecycle_workflow.py new file mode 100644 index 00000000..00286ece --- /dev/null +++ b/openai_agents/basic/run_lifecycle_workflow.py @@ -0,0 +1,31 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.basic.workflows.lifecycle_workflow import LifecycleWorkflow + + +async def main(): + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + user_input = input("Enter a max number: ") + max_number = int(user_input) + + result = await client.execute_workflow( + LifecycleWorkflow.run, + max_number, + id="lifecycle-workflow", + task_queue="openai-agents-basic-task-queue", + ) + + print(f"Final result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/basic/run_local_image_workflow.py b/openai_agents/basic/run_local_image_workflow.py new file mode 100644 index 00000000..6dfec809 --- /dev/null +++ b/openai_agents/basic/run_local_image_workflow.py @@ -0,0 +1,32 @@ +import asyncio +import os + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.basic.workflows.local_image_workflow import LocalImageWorkflow + + +async def main(): + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Use the media file from the original example + image_path = os.path.join(os.path.dirname(__file__), "media/image_bison.jpg") + + result = await client.execute_workflow( + LocalImageWorkflow.run, + args=[image_path, "What do you see in this image?"], + id="local-image-workflow", + task_queue="openai-agents-basic-task-queue", + ) + + print(f"Agent response: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/basic/run_non_strict_output_workflow.py b/openai_agents/basic/run_non_strict_output_workflow.py new file mode 100644 index 00000000..192e1206 --- /dev/null +++ b/openai_agents/basic/run_non_strict_output_workflow.py @@ -0,0 +1,35 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.basic.workflows.non_strict_output_workflow import ( + NonStrictOutputWorkflow, +) + + +async def main(): + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + input_message = "Tell me 3 short jokes." + + result = await client.execute_workflow( + NonStrictOutputWorkflow.run, + input_message, + id="non-strict-output-workflow", + task_queue="openai-agents-basic-task-queue", + ) + + print("=== Non-Strict Output Type Results ===") + for key, value in result.items(): + print(f"{key}: {value}") + print() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/basic/run_previous_response_id_workflow.py b/openai_agents/basic/run_previous_response_id_workflow.py new file mode 100644 index 00000000..ddae5107 --- /dev/null +++ b/openai_agents/basic/run_previous_response_id_workflow.py @@ -0,0 +1,35 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.basic.workflows.previous_response_id_workflow import ( + PreviousResponseIdWorkflow, +) + + +async def main(): + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + first_question = "What is the largest country in South America?" + follow_up_question = "What is the capital of that country?" + + result = await client.execute_workflow( + PreviousResponseIdWorkflow.run, + args=[first_question, follow_up_question], + id="previous-response-id-workflow", + task_queue="openai-agents-basic-task-queue", + ) + + print("\nFinal results:") + print(f"1. {result[0]}") + print(f"2. {result[1]}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/basic/run_remote_image_workflow.py b/openai_agents/basic/run_remote_image_workflow.py new file mode 100644 index 00000000..f7c41b9a --- /dev/null +++ b/openai_agents/basic/run_remote_image_workflow.py @@ -0,0 +1,33 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.basic.workflows.remote_image_workflow import RemoteImageWorkflow + + +async def main(): + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Use the URL from the original example + image_url = ( + "https://upload.wikimedia.org/wikipedia/commons/0/0c/GoldenGateBridge-001.jpg" + ) + + result = await client.execute_workflow( + RemoteImageWorkflow.run, + args=[image_url, "What do you see in this image?"], + id="remote-image-workflow", + task_queue="openai-agents-basic-task-queue", + ) + + print(f"Agent response: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/basic/run_tools_workflow.py b/openai_agents/basic/run_tools_workflow.py index eb6adcc1..9aed2dbf 100644 --- a/openai_agents/basic/run_tools_workflow.py +++ b/openai_agents/basic/run_tools_workflow.py @@ -20,7 +20,7 @@ async def main(): ToolsWorkflow.run, "What is the weather in Tokio?", id="tools-workflow", - task_queue="openai-agents-task-queue", + task_queue="openai-agents-basic-task-queue", ) print(f"Result: {result}") diff --git a/openai_agents/basic/run_worker.py b/openai_agents/basic/run_worker.py index ec94e907..94d6a882 100644 --- a/openai_agents/basic/run_worker.py +++ b/openai_agents/basic/run_worker.py @@ -8,7 +8,27 @@ from temporalio.worker import Worker from openai_agents.basic.activities.get_weather_activity import get_weather +from openai_agents.basic.activities.image_activities import read_image_as_base64 +from openai_agents.basic.activities.math_activities import ( + multiply_by_two, + random_number, +) +from openai_agents.basic.workflows.agent_lifecycle_workflow import ( + AgentLifecycleWorkflow, +) +from openai_agents.basic.workflows.dynamic_system_prompt_workflow import ( + DynamicSystemPromptWorkflow, +) from openai_agents.basic.workflows.hello_world_workflow import HelloWorldAgent +from openai_agents.basic.workflows.lifecycle_workflow import LifecycleWorkflow +from openai_agents.basic.workflows.local_image_workflow import LocalImageWorkflow +from openai_agents.basic.workflows.non_strict_output_workflow import ( + NonStrictOutputWorkflow, +) +from openai_agents.basic.workflows.previous_response_id_workflow import ( + PreviousResponseIdWorkflow, +) +from openai_agents.basic.workflows.remote_image_workflow import RemoteImageWorkflow from openai_agents.basic.workflows.tools_workflow import ToolsWorkflow @@ -27,13 +47,23 @@ async def main(): worker = Worker( client, - task_queue="openai-agents-task-queue", + task_queue="openai-agents-basic-task-queue", workflows=[ HelloWorldAgent, ToolsWorkflow, + AgentLifecycleWorkflow, + DynamicSystemPromptWorkflow, + NonStrictOutputWorkflow, + LocalImageWorkflow, + RemoteImageWorkflow, + LifecycleWorkflow, + PreviousResponseIdWorkflow, ], activities=[ get_weather, + multiply_by_two, + random_number, + read_image_as_base64, ], ) await worker.run() diff --git a/openai_agents/basic/workflows/agent_lifecycle_workflow.py b/openai_agents/basic/workflows/agent_lifecycle_workflow.py new file mode 100644 index 00000000..61cdad90 --- /dev/null +++ b/openai_agents/basic/workflows/agent_lifecycle_workflow.py @@ -0,0 +1,97 @@ +from typing import Any + +from agents import Agent, AgentHooks, RunContextWrapper, Runner, function_tool +from pydantic import BaseModel +from temporalio import workflow + + +class CustomAgentHooks(AgentHooks): + def __init__(self, display_name: str): + self.event_counter = 0 + self.display_name = display_name + + async def on_start(self, context: RunContextWrapper, agent: Agent) -> None: + self.event_counter += 1 + print( + f"### ({self.display_name}) {self.event_counter}: Agent {agent.name} started" + ) + + async def on_end( + self, context: RunContextWrapper, agent: Agent, output: Any + ) -> None: + self.event_counter += 1 + print( + f"### ({self.display_name}) {self.event_counter}: Agent {agent.name} ended with output {output}" + ) + + async def on_handoff( + self, context: RunContextWrapper, agent: Agent, source: Agent + ) -> None: + self.event_counter += 1 + print( + f"### ({self.display_name}) {self.event_counter}: Agent {source.name} handed off to {agent.name}" + ) + + async def on_tool_start( + self, context: RunContextWrapper, agent: Agent, tool + ) -> None: + self.event_counter += 1 + print( + f"### ({self.display_name}) {self.event_counter}: Agent {agent.name} started tool {tool.name}" + ) + + async def on_tool_end( + self, context: RunContextWrapper, agent: Agent, tool, result: str + ) -> None: + self.event_counter += 1 + print( + f"### ({self.display_name}) {self.event_counter}: Agent {agent.name} ended tool {tool.name} with result {result}" + ) + + +@function_tool +def random_number_tool(max: int) -> int: + """ + Generate a random number up to the provided maximum. + """ + return workflow.random().randint(0, max) + + +@function_tool +def multiply_by_two_tool(x: int) -> int: + """Simple multiplication by two.""" + return x * 2 + + +class FinalResult(BaseModel): + number: int + + +@workflow.defn +class AgentLifecycleWorkflow: + @workflow.run + async def run(self, max_number: int) -> FinalResult: + + multiply_agent = Agent( + name="Multiply Agent", + instructions="Multiply the number by 2 and then return the final result.", + tools=[multiply_by_two_tool], + output_type=FinalResult, + hooks=CustomAgentHooks(display_name="Multiply Agent"), + ) + + start_agent = Agent( + name="Start Agent", + instructions="Generate a random number. If it's even, stop. If it's odd, hand off to the multiply agent.", + tools=[random_number_tool], + output_type=FinalResult, + handoffs=[multiply_agent], + hooks=CustomAgentHooks(display_name="Start Agent"), + ) + + result = await Runner.run( + start_agent, + input=f"Generate a random number between 0 and {max_number}.", + ) + + return result.final_output diff --git a/openai_agents/basic/workflows/dynamic_system_prompt_workflow.py b/openai_agents/basic/workflows/dynamic_system_prompt_workflow.py new file mode 100644 index 00000000..00e77fbb --- /dev/null +++ b/openai_agents/basic/workflows/dynamic_system_prompt_workflow.py @@ -0,0 +1,48 @@ +from typing import Literal, Optional + +from agents import Agent, RunContextWrapper, Runner +from temporalio import workflow + + +class CustomContext: + def __init__(self, style: Literal["haiku", "pirate", "robot"]): + self.style = style + + +def custom_instructions( + run_context: RunContextWrapper[CustomContext], agent: Agent[CustomContext] +) -> str: + context = run_context.context + if context.style == "haiku": + return "Only respond in haikus." + elif context.style == "pirate": + return "Respond as a pirate." + else: + return "Respond as a robot and say 'beep boop' a lot." + + +@workflow.defn +class DynamicSystemPromptWorkflow: + @workflow.run + async def run(self, user_message: str, style: Optional[str] = None) -> str: + if style is None: + selected_style: Literal[ + "haiku", "pirate", "robot" + ] = workflow.random().choice(["haiku", "pirate", "robot"]) + else: + # Validate that the provided style is one of the allowed values + if style not in ["haiku", "pirate", "robot"]: + raise ValueError( + f"Invalid style: {style}. Must be one of: haiku, pirate, robot" + ) + selected_style = style # type: ignore + + context = CustomContext(style=selected_style) + + agent = Agent( + name="Chat agent", + instructions=custom_instructions, + ) + + result = await Runner.run(agent, user_message, context=context) + return f"Style: {selected_style}\nResponse: {result.final_output}" diff --git a/openai_agents/basic/workflows/lifecycle_workflow.py b/openai_agents/basic/workflows/lifecycle_workflow.py new file mode 100644 index 00000000..cf72de4a --- /dev/null +++ b/openai_agents/basic/workflows/lifecycle_workflow.py @@ -0,0 +1,106 @@ +from typing import Any + +from agents import ( + Agent, + RunContextWrapper, + RunHooks, + Runner, + Tool, + Usage, + function_tool, +) +from pydantic import BaseModel +from temporalio import workflow + + +class ExampleHooks(RunHooks): + def __init__(self): + self.event_counter = 0 + + def _usage_to_str(self, usage: Usage) -> str: + return f"{usage.requests} requests, {usage.input_tokens} input tokens, {usage.output_tokens} output tokens, {usage.total_tokens} total tokens" + + async def on_agent_start(self, context: RunContextWrapper, agent: Agent) -> None: + self.event_counter += 1 + print( + f"### {self.event_counter}: Agent {agent.name} started. Usage: {self._usage_to_str(context.usage)}" + ) + + async def on_agent_end( + self, context: RunContextWrapper, agent: Agent, output: Any + ) -> None: + self.event_counter += 1 + print( + f"### {self.event_counter}: Agent {agent.name} ended with output {output}. Usage: {self._usage_to_str(context.usage)}" + ) + + async def on_tool_start( + self, context: RunContextWrapper, agent: Agent, tool: Tool + ) -> None: + self.event_counter += 1 + print( + f"### {self.event_counter}: Tool {tool.name} started. Usage: {self._usage_to_str(context.usage)}" + ) + + async def on_tool_end( + self, context: RunContextWrapper, agent: Agent, tool: Tool, result: str + ) -> None: + self.event_counter += 1 + print( + f"### {self.event_counter}: Tool {tool.name} ended with result {result}. Usage: {self._usage_to_str(context.usage)}" + ) + + async def on_handoff( + self, context: RunContextWrapper, from_agent: Agent, to_agent: Agent + ) -> None: + self.event_counter += 1 + print( + f"### {self.event_counter}: Handoff from {from_agent.name} to {to_agent.name}. Usage: {self._usage_to_str(context.usage)}" + ) + + +@function_tool +def random_number(max: int) -> int: + """Generate a random number up to the provided max.""" + return workflow.random().randint(0, max) + + +@function_tool +def multiply_by_two(x: int) -> int: + """Return x times two.""" + return x * 2 + + +class FinalResult(BaseModel): + number: int + + +@workflow.defn +class LifecycleWorkflow: + @workflow.run + async def run(self, max_number: int) -> FinalResult: + hooks = ExampleHooks() + + multiply_agent = Agent( + name="Multiply Agent", + instructions="Multiply the number by 2 and then return the final result.", + tools=[multiply_by_two], + output_type=FinalResult, + ) + + start_agent = Agent( + name="Start Agent", + instructions="Generate a random number. If it's even, stop. If it's odd, hand off to the multiplier agent.", + tools=[random_number], + output_type=FinalResult, + handoffs=[multiply_agent], + ) + + result = await Runner.run( + start_agent, + hooks=hooks, + input=f"Generate a random number between 0 and {max_number}.", + ) + + print("Done!") + return result.final_output diff --git a/openai_agents/basic/workflows/local_image_workflow.py b/openai_agents/basic/workflows/local_image_workflow.py new file mode 100644 index 00000000..b536f517 --- /dev/null +++ b/openai_agents/basic/workflows/local_image_workflow.py @@ -0,0 +1,54 @@ +from agents import Agent, Runner +from temporalio import workflow + +from openai_agents.basic.activities.image_activities import read_image_as_base64 + + +@workflow.defn +class LocalImageWorkflow: + @workflow.run + async def run( + self, image_path: str, question: str = "What do you see in this image?" + ) -> str: + """ + Process a local image file with an AI agent. + + Args: + image_path: Path to the local image file + question: Question to ask about the image + + Returns: + Agent's response about the image + """ + # Convert image to base64 using activity + b64_image = await workflow.execute_activity( + read_image_as_base64, + image_path, + start_to_close_timeout=workflow.timedelta(seconds=30), + ) + + agent = Agent( + name="Assistant", + instructions="You are a helpful assistant.", + ) + + result = await Runner.run( + agent, + [ + { + "role": "user", + "content": [ + { + "type": "input_image", + "detail": "auto", + "image_url": f"data:image/jpeg;base64,{b64_image}", + } + ], + }, + { + "role": "user", + "content": question, + }, + ], + ) + return result.final_output diff --git a/openai_agents/basic/workflows/non_strict_output_workflow.py b/openai_agents/basic/workflows/non_strict_output_workflow.py new file mode 100644 index 00000000..f56716c1 --- /dev/null +++ b/openai_agents/basic/workflows/non_strict_output_workflow.py @@ -0,0 +1,86 @@ +import json +from dataclasses import dataclass +from typing import Any + +from agents import Agent, AgentOutputSchema, AgentOutputSchemaBase, Runner +from temporalio import workflow + + +@dataclass +class OutputType: + jokes: dict[int, str] + """A list of jokes, indexed by joke number.""" + + +class CustomOutputSchema(AgentOutputSchemaBase): + """A demonstration of a custom output schema.""" + + def is_plain_text(self) -> bool: + return False + + def name(self) -> str: + return "CustomOutputSchema" + + def json_schema(self) -> dict[str, Any]: + return { + "type": "object", + "properties": { + "jokes": {"type": "object", "properties": {"joke": {"type": "string"}}} + }, + } + + def is_strict_json_schema(self) -> bool: + return False + + def validate_json(self, json_str: str) -> Any: + json_obj = json.loads(json_str) + # Just for demonstration, we'll return a list. + return list(json_obj["jokes"].values()) + + +@workflow.defn +class NonStrictOutputWorkflow: + @workflow.run + async def run(self, input_text: str) -> dict[str, Any]: + """ + Demonstrates non-strict output types that require special handling. + + Args: + input_text: The input message to the agent + + Returns: + Dictionary with results from different output type approaches + """ + results = {} + + agent = Agent( + name="Assistant", + instructions="You are a helpful assistant.", + output_type=OutputType, + ) + + # First, try with strict output type (this should fail) + try: + result = await Runner.run(agent, input_text) + results["strict_result"] = "Unexpected success" + except Exception as e: + results["strict_error"] = str(e) + + # Now try with non-strict output type + try: + agent.output_type = AgentOutputSchema(OutputType, strict_json_schema=False) + result = await Runner.run(agent, input_text) + results["non_strict_result"] = result.final_output + except Exception as e: + results["non_strict_error"] = str(e) + + # Finally, try with custom output type + # Not presently supported by Temporal + # try: + # agent.output_type = CustomOutputSchema() + # result = await Runner.run(agent, input_text) + # results["custom_result"] = result.final_output + # except Exception as e: + # results["custom_error"] = str(e) + + return results diff --git a/openai_agents/basic/workflows/previous_response_id_workflow.py b/openai_agents/basic/workflows/previous_response_id_workflow.py new file mode 100644 index 00000000..64015159 --- /dev/null +++ b/openai_agents/basic/workflows/previous_response_id_workflow.py @@ -0,0 +1,48 @@ +from typing import Tuple + +from agents import Agent, Runner +from temporalio import workflow + + +@workflow.defn +class PreviousResponseIdWorkflow: + @workflow.run + async def run( + self, first_question: str, follow_up_question: str + ) -> Tuple[str, str]: + """ + Demonstrates usage of the `previous_response_id` parameter to continue a conversation. + The second run passes the previous response ID to the model, which allows it to continue the + conversation without re-sending the previous messages. + + Notes: + 1. This only applies to the OpenAI Responses API. Other models will ignore this parameter. + 2. Responses are only stored for 30 days as of this writing, so in production you should + store the response ID along with an expiration date; if the response is no longer valid, + you'll need to re-send the previous conversation history. + + Args: + first_question: The initial question to ask + follow_up_question: The follow-up question that references the first response + + Returns: + Tuple of (first_response, second_response) + """ + agent = Agent( + name="Assistant", + instructions="You are a helpful assistant. be VERY concise.", + ) + + # First question + result1 = await Runner.run(agent, first_question) + first_response = result1.final_output + + # Follow-up question using previous response ID + result2 = await Runner.run( + agent, + follow_up_question, + previous_response_id=result1.last_response_id, + ) + second_response = result2.final_output + + return first_response, second_response diff --git a/openai_agents/basic/workflows/remote_image_workflow.py b/openai_agents/basic/workflows/remote_image_workflow.py new file mode 100644 index 00000000..ce07bd21 --- /dev/null +++ b/openai_agents/basic/workflows/remote_image_workflow.py @@ -0,0 +1,45 @@ +from agents import Agent, Runner +from temporalio import workflow + + +@workflow.defn +class RemoteImageWorkflow: + @workflow.run + async def run( + self, image_url: str, question: str = "What do you see in this image?" + ) -> str: + """ + Process a remote image URL with an AI agent. + + Args: + image_url: URL of the remote image + question: Question to ask about the image + + Returns: + Agent's response about the image + """ + agent = Agent( + name="Assistant", + instructions="You are a helpful assistant.", + ) + + result = await Runner.run( + agent, + [ + { + "role": "user", + "content": [ + { + "type": "input_image", + "detail": "auto", + "image_url": image_url, + } + ], + }, + { + "role": "user", + "content": question, + }, + ], + ) + return result.final_output From 582235fcc63299f3363d1e7e9e38200e39e42257 Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Tue, 29 Jul 2025 16:52:43 -0600 Subject: [PATCH 28/68] OpenAI Agents agent pattern examples (#224) * update for plugins * formatting * reference main branch * cleanup * switch to plugins on the runners * move around samples * update README files * formatting update * formatting * timeout adjustments * porting agent patterns from OpenAI agents examples * Revert uv.lock --------- Co-authored-by: Tim Conley --- openai_agents/agent_patterns/README.md | 91 ++++++++++++------- .../run_agents_as_tools_workflow.py | 6 +- .../run_deterministic_workflow.py | 31 +++++++ .../run_forcing_tool_use_workflow.py | 50 ++++++++++ .../run_input_guardrails_workflow.py | 40 ++++++++ .../run_llm_as_a_judge_workflow.py | 31 +++++++ .../run_output_guardrails_workflow.py | 40 ++++++++ .../run_parallelization_workflow.py | 31 +++++++ .../agent_patterns/run_routing_workflow.py | 29 ++++++ openai_agents/agent_patterns/run_worker.py | 28 +++++- .../workflows/deterministic_workflow.py | 90 ++++++++++++++++++ .../workflows/forcing_tool_use_workflow.py | 83 +++++++++++++++++ .../workflows/input_guardrails_workflow.py | 87 ++++++++++++++++++ .../workflows/llm_as_a_judge_workflow.py | 86 ++++++++++++++++++ .../workflows/output_guardrails_workflow.py | 78 ++++++++++++++++ .../workflows/parallelization_workflow.py | 70 ++++++++++++++ .../workflows/routing_workflow.py | 67 ++++++++++++++ openai_agents/basic/run_worker.py | 2 +- 18 files changed, 904 insertions(+), 36 deletions(-) create mode 100644 openai_agents/agent_patterns/run_deterministic_workflow.py create mode 100644 openai_agents/agent_patterns/run_forcing_tool_use_workflow.py create mode 100644 openai_agents/agent_patterns/run_input_guardrails_workflow.py create mode 100644 openai_agents/agent_patterns/run_llm_as_a_judge_workflow.py create mode 100644 openai_agents/agent_patterns/run_output_guardrails_workflow.py create mode 100644 openai_agents/agent_patterns/run_parallelization_workflow.py create mode 100644 openai_agents/agent_patterns/run_routing_workflow.py create mode 100644 openai_agents/agent_patterns/workflows/deterministic_workflow.py create mode 100644 openai_agents/agent_patterns/workflows/forcing_tool_use_workflow.py create mode 100644 openai_agents/agent_patterns/workflows/input_guardrails_workflow.py create mode 100644 openai_agents/agent_patterns/workflows/llm_as_a_judge_workflow.py create mode 100644 openai_agents/agent_patterns/workflows/output_guardrails_workflow.py create mode 100644 openai_agents/agent_patterns/workflows/parallelization_workflow.py create mode 100644 openai_agents/agent_patterns/workflows/routing_workflow.py diff --git a/openai_agents/agent_patterns/README.md b/openai_agents/agent_patterns/README.md index 26867f10..33784747 100644 --- a/openai_agents/agent_patterns/README.md +++ b/openai_agents/agent_patterns/README.md @@ -4,6 +4,8 @@ Common agentic patterns extended with Temporal's durable execution capabilities. *Adapted from [OpenAI Agents SDK agent patterns](https://github.com/openai/openai-agents-python/tree/main/examples/agent_patterns)* +Before running these examples, be sure to review the [prerequisites and background on the integration](../README.md). + ## Running the Examples First, start the worker (supports all patterns): @@ -13,56 +15,83 @@ uv run openai_agents/agent_patterns/run_worker.py Then run individual examples in separate terminals: -## Deterministic Flows - -**TODO** - -A common tactic is to break down a task into a series of smaller steps. Each task can be performed by an agent, and the output of one agent is used as input to the next. For example, if your task was to generate a story, you could break it down into the following steps: - -1. Generate an outline -2. Generate the story -3. Generate the ending - -Each of these steps can be performed by an agent. The output of one agent is used as input to the next. - -## Handoffs and Routing - -**TODO** - -In many situations, you have specialized sub-agents that handle specific tasks. You can use handoffs to route the task to the right agent. +### Deterministic Flows +Sequential agent execution with validation gates - demonstrates breaking complex tasks into smaller steps: +```bash +uv run openai_agents/agent_patterns/run_deterministic_workflow.py +``` -For example, you might have a frontline agent that receives a request, and then hands off to a specialized agent based on the language of the request. +### Parallelization +Run multiple agents in parallel and select the best result - useful for improving quality or reducing latency: +```bash +uv run openai_agents/agent_patterns/run_parallelization_workflow.py +``` -## Agents as Tools +### LLM-as-a-Judge +Iterative improvement using feedback loops - generate content, evaluate it, and improve until satisfied: +```bash +uv run openai_agents/agent_patterns/run_llm_as_a_judge_workflow.py +``` -The mental model for handoffs is that the new agent "takes over". It sees the previous conversation history, and owns the conversation from that point onwards. However, this is not the only way to use agents. You can also use agents as a tool - the tool agent goes off and runs on its own, and then returns the result to the original agent. +### Agents as Tools +Use agents as callable tools within other agents - enables composition and specialized task delegation: +```bash +uv run openai_agents/agent_patterns/run_agents_as_tools_workflow.py +``` -For example, you could model a translation task as tool calls instead: rather than handing over to the language-specific agent, you could call the agent as a tool, and then use the result in the next step. This enables things like translating multiple languages at once. +### Agent Routing and Handoffs +Route requests to specialized agents based on content analysis (adapted for non-streaming): +```bash +uv run openai_agents/agent_patterns/run_routing_workflow.py +``` +### Input Guardrails +Pre-execution validation to prevent unwanted requests - demonstrates safety mechanisms: ```bash -uv run openai_agents/agent_patterns/run_agents_as_tools_workflow.py +uv run openai_agents/agent_patterns/run_input_guardrails_workflow.py ``` -## LLM-as-a-Judge +### Output Guardrails +Post-execution validation to detect sensitive content - ensures safe responses: +```bash +uv run openai_agents/agent_patterns/run_output_guardrails_workflow.py +``` -**TODO** +### Forcing Tool Use +Control tool execution strategies - choose between different approaches to tool usage: +```bash +uv run openai_agents/agent_patterns/run_forcing_tool_use_workflow.py +``` -LLMs can often improve the quality of their output if given feedback. A common pattern is to generate a response using a model, and then use a second model to provide feedback. You can even use a small model for the initial generation and a larger model for the feedback, to optimize cost. +## Pattern Details -For example, you could use an LLM to generate an outline for a story, and then use a second LLM to evaluate the outline and provide feedback. You can then use the feedback to improve the outline, and repeat until the LLM is satisfied with the outline. +### Deterministic Flows +A common tactic is to break down a task into a series of smaller steps. Each task can be performed by an agent, and the output of one agent is used as input to the next. For example, if your task was to generate a story, you could break it down into the following steps: -## Parallelization +1. Generate an outline +2. Check outline quality and genre +3. Write the story (only if outline passes validation) -**TODO** +Each of these steps can be performed by an agent. The output of one agent is used as input to the next. +### Parallelization Running multiple agents in parallel is a common pattern. This can be useful for both latency (e.g. if you have multiple steps that don't depend on each other) and also for other reasons e.g. generating multiple responses and picking the best one. -## Guardrails +### LLM-as-a-Judge +LLMs can often improve the quality of their output if given feedback. A common pattern is to generate a response using a model, and then use a second model to provide feedback. You can even use a small model for the initial generation and a larger model for the feedback, to optimize cost. -**TODO** +### Agents as Tools +The mental model for handoffs is that the new agent "takes over". It sees the previous conversation history, and owns the conversation from that point onwards. However, this is not the only way to use agents. You can also use agents as a tool - the tool agent goes off and runs on its own, and then returns the result to the original agent. +### Guardrails Related to parallelization, you often want to run input guardrails to make sure the inputs to your agents are valid. For example, if you have a customer support agent, you might want to make sure that the user isn't trying to ask for help with a math problem. You can definitely do this without any special Agents SDK features by using parallelization, but we support a special guardrail primitive. Guardrails can have a "tripwire" - if the tripwire is triggered, the agent execution will immediately stop and a `GuardrailTripwireTriggered` exception will be raised. -This is really useful for latency: for example, you might have a very fast model that runs the guardrail and a slow model that runs the actual agent. You wouldn't want to wait for the slow model to finish, so guardrails let you quickly reject invalid inputs. \ No newline at end of file +This is really useful for latency: for example, you might have a very fast model that runs the guardrail and a slow model that runs the actual agent. You wouldn't want to wait for the slow model to finish, so guardrails let you quickly reject invalid inputs. + +## Omitted Examples + +The following patterns from the [reference repository](https://github.com/openai/openai-agents-python/tree/main/examples/agent_patterns) are not included in this Temporal adaptation: + +- **Streaming Guardrails**: Requires streaming capabilities which are not yet available in the Temporal integration \ No newline at end of file diff --git a/openai_agents/agent_patterns/run_agents_as_tools_workflow.py b/openai_agents/agent_patterns/run_agents_as_tools_workflow.py index a42d3aac..8b0c1345 100644 --- a/openai_agents/agent_patterns/run_agents_as_tools_workflow.py +++ b/openai_agents/agent_patterns/run_agents_as_tools_workflow.py @@ -20,9 +20,9 @@ async def main(): # Execute a workflow result = await client.execute_workflow( AgentsAsToolsWorkflow.run, - "Translate to English: '¿Cómo estás?'", - id="my-workflow-id", - task_queue="openai-agents-task-queue", + "Please translate 'Good morning, how are you?' to Spanish and French", + id="agents-as-tools-workflow-example", + task_queue="openai-agents-patterns-task-queue", ) print(f"Result: {result}") diff --git a/openai_agents/agent_patterns/run_deterministic_workflow.py b/openai_agents/agent_patterns/run_deterministic_workflow.py new file mode 100644 index 00000000..abb2e4de --- /dev/null +++ b/openai_agents/agent_patterns/run_deterministic_workflow.py @@ -0,0 +1,31 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.agent_patterns.workflows.deterministic_workflow import ( + DeterministicWorkflow, +) + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Execute a workflow + result = await client.execute_workflow( + DeterministicWorkflow.run, + "Write a science fiction story about time travel", + id="deterministic-workflow-example", + task_queue="openai-agents-patterns-task-queue", + ) + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/agent_patterns/run_forcing_tool_use_workflow.py b/openai_agents/agent_patterns/run_forcing_tool_use_workflow.py new file mode 100644 index 00000000..5dfa42c5 --- /dev/null +++ b/openai_agents/agent_patterns/run_forcing_tool_use_workflow.py @@ -0,0 +1,50 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.agent_patterns.workflows.forcing_tool_use_workflow import ( + ForcingToolUseWorkflow, +) + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Execute workflows with different tool use behaviors + print("Testing default behavior:") + result1 = await client.execute_workflow( + ForcingToolUseWorkflow.run, + "default", + id="forcing-tool-use-workflow-default", + task_queue="openai-agents-patterns-task-queue", + ) + print(f"Default result: {result1}") + + print("\nTesting first_tool behavior:") + result2 = await client.execute_workflow( + ForcingToolUseWorkflow.run, + "first_tool", + id="forcing-tool-use-workflow-first-tool", + task_queue="openai-agents-patterns-task-queue", + ) + print(f"First tool result: {result2}") + + print("\nTesting custom behavior:") + result3 = await client.execute_workflow( + ForcingToolUseWorkflow.run, + "custom", + id="forcing-tool-use-workflow-custom", + task_queue="openai-agents-patterns-task-queue", + ) + print(f"Custom result: {result3}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/agent_patterns/run_input_guardrails_workflow.py b/openai_agents/agent_patterns/run_input_guardrails_workflow.py new file mode 100644 index 00000000..82536e26 --- /dev/null +++ b/openai_agents/agent_patterns/run_input_guardrails_workflow.py @@ -0,0 +1,40 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.agent_patterns.workflows.input_guardrails_workflow import ( + InputGuardrailsWorkflow, +) + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Execute a workflow with a normal question (should pass) + result1 = await client.execute_workflow( + InputGuardrailsWorkflow.run, + "What's the capital of California?", + id="input-guardrails-workflow-normal", + task_queue="openai-agents-patterns-task-queue", + ) + print(f"Normal question result: {result1}") + + # Execute a workflow with a math homework question (should be blocked) + result2 = await client.execute_workflow( + InputGuardrailsWorkflow.run, + "Can you help me solve for x: 2x + 5 = 11?", + id="input-guardrails-workflow-blocked", + task_queue="openai-agents-patterns-task-queue", + ) + print(f"Math homework result: {result2}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/agent_patterns/run_llm_as_a_judge_workflow.py b/openai_agents/agent_patterns/run_llm_as_a_judge_workflow.py new file mode 100644 index 00000000..aa6d97a6 --- /dev/null +++ b/openai_agents/agent_patterns/run_llm_as_a_judge_workflow.py @@ -0,0 +1,31 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.agent_patterns.workflows.llm_as_a_judge_workflow import ( + LLMAsAJudgeWorkflow, +) + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Execute a workflow + result = await client.execute_workflow( + LLMAsAJudgeWorkflow.run, + "A thrilling adventure story about pirates searching for treasure", + id="llm-as-a-judge-workflow-example", + task_queue="openai-agents-patterns-task-queue", + ) + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/agent_patterns/run_output_guardrails_workflow.py b/openai_agents/agent_patterns/run_output_guardrails_workflow.py new file mode 100644 index 00000000..16d64764 --- /dev/null +++ b/openai_agents/agent_patterns/run_output_guardrails_workflow.py @@ -0,0 +1,40 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.agent_patterns.workflows.output_guardrails_workflow import ( + OutputGuardrailsWorkflow, +) + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Execute a workflow with a normal question (should pass) + result1 = await client.execute_workflow( + OutputGuardrailsWorkflow.run, + "What's the capital of California?", + id="output-guardrails-workflow-normal", + task_queue="openai-agents-patterns-task-queue", + ) + print(f"Normal question result: {result1}") + + # Execute a workflow with input that might trigger sensitive data output + result2 = await client.execute_workflow( + OutputGuardrailsWorkflow.run, + "My phone number is 650-123-4567. Where do you think I live?", + id="output-guardrails-workflow-sensitive", + task_queue="openai-agents-patterns-task-queue", + ) + print(f"Sensitive data result: {result2}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/agent_patterns/run_parallelization_workflow.py b/openai_agents/agent_patterns/run_parallelization_workflow.py new file mode 100644 index 00000000..5b8d9f5d --- /dev/null +++ b/openai_agents/agent_patterns/run_parallelization_workflow.py @@ -0,0 +1,31 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.agent_patterns.workflows.parallelization_workflow import ( + ParallelizationWorkflow, +) + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Execute a workflow + result = await client.execute_workflow( + ParallelizationWorkflow.run, + "Hello, world! How are you today?", + id="parallelization-workflow-example", + task_queue="openai-agents-patterns-task-queue", + ) + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/agent_patterns/run_routing_workflow.py b/openai_agents/agent_patterns/run_routing_workflow.py new file mode 100644 index 00000000..51c28233 --- /dev/null +++ b/openai_agents/agent_patterns/run_routing_workflow.py @@ -0,0 +1,29 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.agent_patterns.workflows.routing_workflow import RoutingWorkflow + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Execute a workflow + result = await client.execute_workflow( + RoutingWorkflow.run, + "Bonjour! Comment allez-vous aujourd'hui?", + id="routing-workflow-example", + task_queue="openai-agents-patterns-task-queue", + ) + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/agent_patterns/run_worker.py b/openai_agents/agent_patterns/run_worker.py index 3ca0eda2..4edb8ae4 100644 --- a/openai_agents/agent_patterns/run_worker.py +++ b/openai_agents/agent_patterns/run_worker.py @@ -10,6 +10,25 @@ from openai_agents.agent_patterns.workflows.agents_as_tools_workflow import ( AgentsAsToolsWorkflow, ) +from openai_agents.agent_patterns.workflows.deterministic_workflow import ( + DeterministicWorkflow, +) +from openai_agents.agent_patterns.workflows.forcing_tool_use_workflow import ( + ForcingToolUseWorkflow, +) +from openai_agents.agent_patterns.workflows.input_guardrails_workflow import ( + InputGuardrailsWorkflow, +) +from openai_agents.agent_patterns.workflows.llm_as_a_judge_workflow import ( + LLMAsAJudgeWorkflow, +) +from openai_agents.agent_patterns.workflows.output_guardrails_workflow import ( + OutputGuardrailsWorkflow, +) +from openai_agents.agent_patterns.workflows.parallelization_workflow import ( + ParallelizationWorkflow, +) +from openai_agents.agent_patterns.workflows.routing_workflow import RoutingWorkflow async def main(): @@ -27,9 +46,16 @@ async def main(): worker = Worker( client, - task_queue="openai-agents-task-queue", + task_queue="openai-agents-patterns-task-queue", workflows=[ AgentsAsToolsWorkflow, + DeterministicWorkflow, + ParallelizationWorkflow, + LLMAsAJudgeWorkflow, + ForcingToolUseWorkflow, + InputGuardrailsWorkflow, + OutputGuardrailsWorkflow, + RoutingWorkflow, ], ) await worker.run() diff --git a/openai_agents/agent_patterns/workflows/deterministic_workflow.py b/openai_agents/agent_patterns/workflows/deterministic_workflow.py new file mode 100644 index 00000000..339e7a0f --- /dev/null +++ b/openai_agents/agent_patterns/workflows/deterministic_workflow.py @@ -0,0 +1,90 @@ +from agents import Agent, RunConfig, Runner, trace +from pydantic import BaseModel +from temporalio import workflow + +""" +This example demonstrates a deterministic flow, where each step is performed by an agent. +1. The first agent generates a story outline +2. We feed the outline into the second agent +3. The second agent checks if the outline is good quality and if it is a scifi story +4. If the outline is not good quality or not a scifi story, we stop here +5. If the outline is good quality and a scifi story, we feed the outline into the third agent +6. The third agent writes the story + +*Adapted from the OpenAI Agents SDK deterministic pattern example* +""" + + +class OutlineCheckerOutput(BaseModel): + good_quality: bool + is_scifi: bool + + +def story_outline_agent() -> Agent: + return Agent( + name="story_outline_agent", + instructions="Generate a very short story outline based on the user's input.", + ) + + +def outline_checker_agent() -> Agent: + return Agent( + name="outline_checker_agent", + instructions="Read the given story outline, and judge the quality. Also, determine if it is a scifi story.", + output_type=OutlineCheckerOutput, + ) + + +def story_agent() -> Agent: + return Agent( + name="story_agent", + instructions="Write a short story based on the given outline.", + output_type=str, + ) + + +@workflow.defn +class DeterministicWorkflow: + @workflow.run + async def run(self, input_prompt: str) -> str: + config = RunConfig() + + # Ensure the entire workflow is a single trace + with trace("Deterministic story flow"): + # 1. Generate an outline + outline_result = await Runner.run( + story_outline_agent(), + input_prompt, + run_config=config, + ) + workflow.logger.info("Outline generated") + + # 2. Check the outline + outline_checker_result = await Runner.run( + outline_checker_agent(), + outline_result.final_output, + run_config=config, + ) + + # 3. Add a gate to stop if the outline is not good quality or not a scifi story + assert isinstance(outline_checker_result.final_output, OutlineCheckerOutput) + if not outline_checker_result.final_output.good_quality: + workflow.logger.info("Outline is not good quality, so we stop here.") + return "Story generation stopped: Outline quality insufficient." + + if not outline_checker_result.final_output.is_scifi: + workflow.logger.info("Outline is not a scifi story, so we stop here.") + return "Story generation stopped: Outline is not science fiction." + + workflow.logger.info( + "Outline is good quality and a scifi story, so we continue to write the story." + ) + + # 4. Write the story + story_result = await Runner.run( + story_agent(), + outline_result.final_output, + run_config=config, + ) + + return f"Final story: {story_result.final_output}" diff --git a/openai_agents/agent_patterns/workflows/forcing_tool_use_workflow.py b/openai_agents/agent_patterns/workflows/forcing_tool_use_workflow.py new file mode 100644 index 00000000..a8eaedd6 --- /dev/null +++ b/openai_agents/agent_patterns/workflows/forcing_tool_use_workflow.py @@ -0,0 +1,83 @@ +from typing import Any, Literal + +from agents import ( + Agent, + FunctionToolResult, + ModelSettings, + RunConfig, + RunContextWrapper, + Runner, + ToolsToFinalOutputFunction, + ToolsToFinalOutputResult, + function_tool, +) +from pydantic import BaseModel +from temporalio import workflow + +""" +This example shows how to force the agent to use a tool. It uses `ModelSettings(tool_choice="required")` +to force the agent to use any tool. + +You can run it with 3 options: +1. `default`: The default behavior, which is to send the tool output to the LLM. In this case, + `tool_choice` is not set, because otherwise it would result in an infinite loop - the LLM would + call the tool, the tool would run and send the results to the LLM, and that would repeat + (because the model is forced to use a tool every time.) +2. `first_tool_result`: The first tool result is used as the final output. +3. `custom`: A custom tool use behavior function is used. The custom function receives all the tool + results, and chooses to use the first tool result to generate the final output. + +*Adapted from the OpenAI Agents SDK forcing_tool_use pattern example* +""" + + +class Weather(BaseModel): + city: str + temperature_range: str + conditions: str + + +@function_tool +def get_weather(city: str) -> Weather: + workflow.logger.info("[debug] get_weather called") + return Weather(city=city, temperature_range="14-20C", conditions="Sunny with wind") + + +async def custom_tool_use_behavior( + context: RunContextWrapper[Any], results: list[FunctionToolResult] +) -> ToolsToFinalOutputResult: + weather: Weather = results[0].output + return ToolsToFinalOutputResult( + is_final_output=True, final_output=f"{weather.city} is {weather.conditions}." + ) + + +@workflow.defn +class ForcingToolUseWorkflow: + @workflow.run + async def run(self, tool_use_behavior: str = "default") -> str: + config = RunConfig() + + if tool_use_behavior == "default": + behavior: Literal[ + "run_llm_again", "stop_on_first_tool" + ] | ToolsToFinalOutputFunction = "run_llm_again" + elif tool_use_behavior == "first_tool": + behavior = "stop_on_first_tool" + elif tool_use_behavior == "custom": + behavior = custom_tool_use_behavior + + agent = Agent( + name="Weather agent", + instructions="You are a helpful agent.", + tools=[get_weather], + tool_use_behavior=behavior, + model_settings=ModelSettings( + tool_choice="required" if tool_use_behavior != "default" else None + ), + ) + + result = await Runner.run( + agent, input="What's the weather in Tokyo?", run_config=config + ) + return str(result.final_output) diff --git a/openai_agents/agent_patterns/workflows/input_guardrails_workflow.py b/openai_agents/agent_patterns/workflows/input_guardrails_workflow.py new file mode 100644 index 00000000..83677840 --- /dev/null +++ b/openai_agents/agent_patterns/workflows/input_guardrails_workflow.py @@ -0,0 +1,87 @@ +from agents import ( + Agent, + GuardrailFunctionOutput, + InputGuardrailTripwireTriggered, + RunConfig, + RunContextWrapper, + Runner, + TResponseInputItem, + input_guardrail, +) +from pydantic import BaseModel +from temporalio import workflow + +""" +This example shows how to use input guardrails. + +Guardrails are checks that run in parallel to the agent's execution. +They can be used to do things like: +- Check if input messages are off-topic +- Check that input messages don't violate any policies +- Take over control of the agent's execution if an unexpected input is detected + +In this example, we'll setup an input guardrail that trips if the user is asking to do math homework. +If the guardrail trips, we'll respond with a refusal message. + +*Adapted from the OpenAI Agents SDK input_guardrails pattern example* +""" + + +class MathHomeworkOutput(BaseModel): + reasoning: str + is_math_homework: bool + + +guardrail_agent = Agent( + name="Guardrail check", + instructions="Check if the user is asking you to do their math homework.", + output_type=MathHomeworkOutput, +) + + +@input_guardrail +async def math_guardrail( + context: RunContextWrapper[None], + agent: Agent, + input: str | list[TResponseInputItem], +) -> GuardrailFunctionOutput: + """This is an input guardrail function, which happens to call an agent to check if the input + is a math homework question. + """ + result = await Runner.run(guardrail_agent, input, context=context.context) + final_output = result.final_output_as(MathHomeworkOutput) + + return GuardrailFunctionOutput( + output_info=final_output, + tripwire_triggered=final_output.is_math_homework, + ) + + +@workflow.defn +class InputGuardrailsWorkflow: + @workflow.run + async def run(self, user_input: str) -> str: + config = RunConfig() + agent = Agent( + name="Customer support agent", + instructions="You are a customer support agent. You help customers with their questions.", + input_guardrails=[math_guardrail], + ) + + input_data: list[TResponseInputItem] = [ + { + "role": "user", + "content": user_input, + } + ] + + try: + result = await Runner.run(agent, input_data, run_config=config) + return str(result.final_output) + except InputGuardrailTripwireTriggered: + # If the guardrail triggered, we instead return a refusal message + message = "Sorry, I can't help you with your math homework." + workflow.logger.info( + "Input guardrail triggered - refusing to help with math homework" + ) + return message diff --git a/openai_agents/agent_patterns/workflows/llm_as_a_judge_workflow.py b/openai_agents/agent_patterns/workflows/llm_as_a_judge_workflow.py new file mode 100644 index 00000000..7ad536f2 --- /dev/null +++ b/openai_agents/agent_patterns/workflows/llm_as_a_judge_workflow.py @@ -0,0 +1,86 @@ +from dataclasses import dataclass +from typing import Literal + +from agents import Agent, ItemHelpers, RunConfig, Runner, TResponseInputItem, trace +from temporalio import workflow + +""" +This example shows the LLM as a judge pattern. The first agent generates an outline for a story. +The second agent judges the outline and provides feedback. We loop until the judge is satisfied +with the outline. + +*Adapted from the OpenAI Agents SDK llm_as_a_judge pattern example* +""" + + +@dataclass +class EvaluationFeedback: + feedback: str + score: Literal["pass", "needs_improvement", "fail"] + + +def story_outline_generator() -> Agent: + return Agent[None]( + name="story_outline_generator", + instructions=( + "You generate a very short story outline based on the user's input." + "If there is any feedback provided, use it to improve the outline." + ), + ) + + +def evaluator() -> Agent: + return Agent[None]( + name="evaluator", + instructions=( + "You evaluate a story outline and decide if it's good enough." + "If it's not good enough, you provide feedback on what needs to be improved." + "Never give it a pass on the first try. After 5 attempts, you can give it a pass if story outline is good enough - do not go for perfection" + ), + output_type=EvaluationFeedback, + ) + + +@workflow.defn +class LLMAsAJudgeWorkflow: + @workflow.run + async def run(self, msg: str) -> str: + config = RunConfig() + input_items: list[TResponseInputItem] = [{"content": msg, "role": "user"}] + latest_outline: str | None = None + + # We'll run the entire workflow in a single trace + with trace("LLM as a judge"): + while True: + story_outline_result = await Runner.run( + story_outline_generator(), + input_items, + run_config=config, + ) + + input_items = story_outline_result.to_input_list() + latest_outline = ItemHelpers.text_message_outputs( + story_outline_result.new_items + ) + workflow.logger.info("Story outline generated") + + evaluator_result = await Runner.run( + evaluator(), + input_items, + run_config=config, + ) + result: EvaluationFeedback = evaluator_result.final_output + + workflow.logger.info(f"Evaluator score: {result.score}") + + if result.score == "pass": + workflow.logger.info("Story outline is good enough, exiting.") + break + + workflow.logger.info("Re-running with feedback") + + input_items.append( + {"content": f"Feedback: {result.feedback}", "role": "user"} + ) + + return f"Final story outline: {latest_outline}" diff --git a/openai_agents/agent_patterns/workflows/output_guardrails_workflow.py b/openai_agents/agent_patterns/workflows/output_guardrails_workflow.py new file mode 100644 index 00000000..58a306c9 --- /dev/null +++ b/openai_agents/agent_patterns/workflows/output_guardrails_workflow.py @@ -0,0 +1,78 @@ +from agents import ( + Agent, + GuardrailFunctionOutput, + OutputGuardrailTripwireTriggered, + RunConfig, + RunContextWrapper, + Runner, + output_guardrail, +) +from pydantic import BaseModel, Field +from temporalio import workflow + +""" +This example shows how to use output guardrails. + +Output guardrails are checks that run on the final output of an agent. +They can be used to do things like: +- Check if the output contains sensitive data +- Check if the output is a valid response to the user's message + +In this example, we'll use a (contrived) example where we check if the agent's response contains +a phone number. + +*Adapted from the OpenAI Agents SDK output_guardrails pattern example* +""" + + +class MessageOutput(BaseModel): + reasoning: str = Field( + description="Thoughts on how to respond to the user's message" + ) + response: str = Field(description="The response to the user's message") + user_name: str | None = Field( + description="The name of the user who sent the message, if known" + ) + + +@output_guardrail +async def sensitive_data_check( + context: RunContextWrapper, agent: Agent, output: MessageOutput +) -> GuardrailFunctionOutput: + phone_number_in_response = "650" in output.response + phone_number_in_reasoning = "650" in output.reasoning + + return GuardrailFunctionOutput( + output_info={ + "phone_number_in_response": phone_number_in_response, + "phone_number_in_reasoning": phone_number_in_reasoning, + }, + tripwire_triggered=phone_number_in_response or phone_number_in_reasoning, + ) + + +def assistant_agent() -> Agent: + return Agent( + name="Assistant", + instructions="You are a helpful assistant.", + output_type=MessageOutput, + output_guardrails=[sensitive_data_check], + ) + + +@workflow.defn +class OutputGuardrailsWorkflow: + @workflow.run + async def run(self, user_input: str) -> str: + config = RunConfig() + agent = assistant_agent() + + try: + result = await Runner.run(agent, user_input, run_config=config) + output = result.final_output_as(MessageOutput) + return f"Response: {output.response}" + except OutputGuardrailTripwireTriggered as e: + workflow.logger.info( + f"Output guardrail triggered. Info: {e.guardrail_result.output.output_info}" + ) + return f"Output guardrail triggered due to sensitive data detection. Info: {e.guardrail_result.output.output_info}" diff --git a/openai_agents/agent_patterns/workflows/parallelization_workflow.py b/openai_agents/agent_patterns/workflows/parallelization_workflow.py new file mode 100644 index 00000000..5a07a030 --- /dev/null +++ b/openai_agents/agent_patterns/workflows/parallelization_workflow.py @@ -0,0 +1,70 @@ +import asyncio + +from agents import Agent, ItemHelpers, RunConfig, Runner, trace +from temporalio import workflow + +""" +This example shows the parallelization pattern. We run the agent three times in parallel, and pick +the best result. + +*Adapted from the OpenAI Agents SDK parallelization pattern example* +""" + + +def spanish_agent() -> Agent: + return Agent( + name="spanish_agent", + instructions="You translate the user's message to Spanish", + ) + + +def translation_picker() -> Agent: + return Agent( + name="translation_picker", + instructions="You pick the best Spanish translation from the given options.", + ) + + +@workflow.defn +class ParallelizationWorkflow: + @workflow.run + async def run(self, msg: str) -> str: + config = RunConfig() + + # Ensure the entire workflow is a single trace + with trace("Parallel translation"): + # Run three translation agents in parallel + res_1, res_2, res_3 = await asyncio.gather( + Runner.run( + spanish_agent(), + msg, + run_config=config, + ), + Runner.run( + spanish_agent(), + msg, + run_config=config, + ), + Runner.run( + spanish_agent(), + msg, + run_config=config, + ), + ) + + outputs = [ + ItemHelpers.text_message_outputs(res_1.new_items), + ItemHelpers.text_message_outputs(res_2.new_items), + ItemHelpers.text_message_outputs(res_3.new_items), + ] + + translations = "\n\n".join(outputs) + workflow.logger.info(f"Generated translations:\n{translations}") + + best_translation = await Runner.run( + translation_picker(), + f"Input: {msg}\n\nTranslations:\n{translations}", + run_config=config, + ) + + return f"Best translation: {best_translation.final_output}" diff --git a/openai_agents/agent_patterns/workflows/routing_workflow.py b/openai_agents/agent_patterns/workflows/routing_workflow.py new file mode 100644 index 00000000..4d821349 --- /dev/null +++ b/openai_agents/agent_patterns/workflows/routing_workflow.py @@ -0,0 +1,67 @@ +from agents import Agent, RunConfig, Runner, TResponseInputItem, trace +from temporalio import workflow + +""" +This example shows the handoffs/routing pattern. The triage agent receives the first message, and +then hands off to the appropriate agent based on the language of the request. + +Note: This is adapted from the original streaming version to work with Temporal's non-streaming approach. + +*Adapted from the OpenAI Agents SDK routing pattern example* +""" + + +def french_agent() -> Agent: + return Agent( + name="french_agent", + instructions="You only speak French", + ) + + +def spanish_agent() -> Agent: + return Agent( + name="spanish_agent", + instructions="You only speak Spanish", + ) + + +def english_agent() -> Agent: + return Agent( + name="english_agent", + instructions="You only speak English", + ) + + +def triage_agent() -> Agent: + return Agent( + name="triage_agent", + instructions="Handoff to the appropriate agent based on the language of the request.", + handoffs=[french_agent(), spanish_agent(), english_agent()], + ) + + +@workflow.defn +class RoutingWorkflow: + @workflow.run + async def run(self, msg: str) -> str: + config = RunConfig() + + with trace("Routing example"): + inputs: list[TResponseInputItem] = [{"content": msg, "role": "user"}] + + # Run the triage agent to determine which language agent to handoff to + result = await Runner.run( + triage_agent(), + input=inputs, + run_config=config, + ) + + # Get the final response after handoff + # Note: current_agent attribute may not be available in all SDK versions + workflow.logger.info("Handoff completed") + + # Convert result to proper input format for next agent + inputs = result.to_input_list() + + # Return the result from the handoff (either the handoff agent's response or triage response) + return f"Response: {result.final_output}" diff --git a/openai_agents/basic/run_worker.py b/openai_agents/basic/run_worker.py index 94d6a882..f9bc0bf5 100644 --- a/openai_agents/basic/run_worker.py +++ b/openai_agents/basic/run_worker.py @@ -47,7 +47,7 @@ async def main(): worker = Worker( client, - task_queue="openai-agents-basic-task-queue", + task_queue="openai-agents-task-queue", workflows=[ HelloWorldAgent, ToolsWorkflow, From f4486afbf0d86fbd42023aa1c6082bdab4b13675 Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Tue, 29 Jul 2025 17:03:39 -0600 Subject: [PATCH 29/68] OpenAI Agents - Tools, Handoffs, and Hosted MCP (#225) * update for plugins * formatting * reference main branch * cleanup * switch to plugins on the runners * move around samples * update README files * formatting update * formatting * timeout adjustments * Ported Toos, Handoffs, and Hosted MCP * Revert uv.lock --------- Co-authored-by: Tim Conley --- openai_agents/handoffs/README.md | 44 +++ .../handoffs/run_message_filter_workflow.py | 38 +++ openai_agents/handoffs/run_worker.py | 42 +++ .../workflows/message_filter_workflow.py | 112 ++++++++ openai_agents/hosted_mcp/README.md | 39 +++ .../hosted_mcp/run_approval_mcp_workflow.py | 30 ++ .../hosted_mcp/run_simple_mcp_workflow.py | 30 ++ openai_agents/hosted_mcp/run_worker.py | 42 +++ .../workflows/approval_mcp_workflow.py | 48 ++++ .../workflows/simple_mcp_workflow.py | 28 ++ openai_agents/tools/README.md | 61 ++++ .../tools/run_code_interpreter_workflow.py | 32 +++ .../tools/run_file_search_workflow.py | 33 +++ .../tools/run_image_generator_workflow.py | 60 ++++ .../tools/run_web_search_workflow.py | 33 +++ openai_agents/tools/run_worker.py | 50 ++++ openai_agents/tools/setup_knowledge_base.py | 270 ++++++++++++++++++ .../workflows/code_interpreter_workflow.py | 25 ++ .../tools/workflows/file_search_workflow.py | 24 ++ .../workflows/image_generator_workflow.py | 45 +++ .../tools/workflows/web_search_workflow.py | 20 ++ 21 files changed, 1106 insertions(+) create mode 100644 openai_agents/handoffs/README.md create mode 100644 openai_agents/handoffs/run_message_filter_workflow.py create mode 100644 openai_agents/handoffs/run_worker.py create mode 100644 openai_agents/handoffs/workflows/message_filter_workflow.py create mode 100644 openai_agents/hosted_mcp/README.md create mode 100644 openai_agents/hosted_mcp/run_approval_mcp_workflow.py create mode 100644 openai_agents/hosted_mcp/run_simple_mcp_workflow.py create mode 100644 openai_agents/hosted_mcp/run_worker.py create mode 100644 openai_agents/hosted_mcp/workflows/approval_mcp_workflow.py create mode 100644 openai_agents/hosted_mcp/workflows/simple_mcp_workflow.py create mode 100644 openai_agents/tools/README.md create mode 100644 openai_agents/tools/run_code_interpreter_workflow.py create mode 100644 openai_agents/tools/run_file_search_workflow.py create mode 100644 openai_agents/tools/run_image_generator_workflow.py create mode 100644 openai_agents/tools/run_web_search_workflow.py create mode 100644 openai_agents/tools/run_worker.py create mode 100644 openai_agents/tools/setup_knowledge_base.py create mode 100644 openai_agents/tools/workflows/code_interpreter_workflow.py create mode 100644 openai_agents/tools/workflows/file_search_workflow.py create mode 100644 openai_agents/tools/workflows/image_generator_workflow.py create mode 100644 openai_agents/tools/workflows/web_search_workflow.py diff --git a/openai_agents/handoffs/README.md b/openai_agents/handoffs/README.md new file mode 100644 index 00000000..c38b0919 --- /dev/null +++ b/openai_agents/handoffs/README.md @@ -0,0 +1,44 @@ +# Handoffs Examples + +Agent handoff patterns with message filtering in Temporal workflows. + +*Adapted from [OpenAI Agents SDK handoffs examples](https://github.com/openai/openai-agents-python/tree/main/examples/handoffs)* + +Before running these examples, be sure to review the [prerequisites and background on the integration](../README.md). + +## Running the Examples + +First, start the worker: +```bash +uv run openai_agents/handoffs/run_worker.py +``` + +Then run the workflow: + +### Message Filter Workflow +Demonstrates agent handoffs with message history filtering: +```bash +uv run openai_agents/handoffs/run_message_filter_workflow.py +``` + +## Workflow Pattern + +The workflow demonstrates a 4-step conversation with message filtering: + +1. **Introduction**: User greets first agent with name +2. **Tool Usage**: First agent generates random number using function tool +3. **Agent Switch**: Conversation moves to second agent for general questions +4. **Spanish Handoff**: Second agent detects Spanish and hands off to Spanish specialist + +During the Spanish handoff, message filtering occurs: +- All tool-related messages are removed from history +- First two messages are dropped (demonstration of selective context) +- Filtered conversation continues with Spanish agent + +The workflow returns both the final response and complete message history for inspection. + +## Omitted Examples + +The following patterns from the [reference repository](https://github.com/openai/openai-agents-python/tree/main/examples/handoffs) are not included in this Temporal adaptation: + +- **Message Filter Streaming**: Streaming capabilities are not yet available in the Temporal integration \ No newline at end of file diff --git a/openai_agents/handoffs/run_message_filter_workflow.py b/openai_agents/handoffs/run_message_filter_workflow.py new file mode 100644 index 00000000..7ecb9f47 --- /dev/null +++ b/openai_agents/handoffs/run_message_filter_workflow.py @@ -0,0 +1,38 @@ +import asyncio +import json + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.handoffs.workflows.message_filter_workflow import ( + MessageFilterWorkflow, +) + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Execute a workflow + result = await client.execute_workflow( + MessageFilterWorkflow.run, + "Sora", + id="message-filter-workflow", + task_queue="openai-agents-handoffs-task-queue", + ) + + print(f"Final output: {result.final_output}") + print("\n===Final messages===\n") + + # Print the final message history to see the effect of the message filter + for message in result.final_messages: + print(json.dumps(message, indent=2)) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/handoffs/run_worker.py b/openai_agents/handoffs/run_worker.py new file mode 100644 index 00000000..8941f4d8 --- /dev/null +++ b/openai_agents/handoffs/run_worker.py @@ -0,0 +1,42 @@ +from __future__ import annotations + +import asyncio +from datetime import timedelta + +from temporalio.client import Client +from temporalio.contrib.openai_agents import ModelActivityParameters, OpenAIAgentsPlugin +from temporalio.worker import Worker + +from openai_agents.handoffs.workflows.message_filter_workflow import ( + MessageFilterWorkflow, +) + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin( + model_params=ModelActivityParameters( + start_to_close_timeout=timedelta(seconds=60) + ) + ), + ], + ) + + worker = Worker( + client, + task_queue="openai-agents-handoffs-task-queue", + workflows=[ + MessageFilterWorkflow, + ], + activities=[ + # No custom activities needed for these workflows + ], + ) + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/handoffs/workflows/message_filter_workflow.py b/openai_agents/handoffs/workflows/message_filter_workflow.py new file mode 100644 index 00000000..8adc9453 --- /dev/null +++ b/openai_agents/handoffs/workflows/message_filter_workflow.py @@ -0,0 +1,112 @@ +from __future__ import annotations + +from dataclasses import dataclass +from typing import List + +from agents import Agent, HandoffInputData, Runner, function_tool, handoff +from agents.extensions import handoff_filters +from agents.items import TResponseInputItem +from temporalio import workflow + + +@dataclass +class MessageFilterResult: + final_output: str + final_messages: List[TResponseInputItem] + + +@function_tool +def random_number_tool(max: int) -> int: + """Return a random integer between 0 and the given maximum.""" + return workflow.random().randint(0, max) + + +def spanish_handoff_message_filter( + handoff_message_data: HandoffInputData, +) -> HandoffInputData: + # First, we'll remove any tool-related messages from the message history + handoff_message_data = handoff_filters.remove_all_tools(handoff_message_data) + + # Second, we'll also remove the first two items from the history, just for demonstration + history = ( + tuple(handoff_message_data.input_history[2:]) + if isinstance(handoff_message_data.input_history, tuple) + else handoff_message_data.input_history + ) + + return HandoffInputData( + input_history=history, + pre_handoff_items=tuple(handoff_message_data.pre_handoff_items), + new_items=tuple(handoff_message_data.new_items), + ) + + +@workflow.defn +class MessageFilterWorkflow: + @workflow.run + async def run(self, user_name: str = "Sora") -> MessageFilterResult: + first_agent = Agent( + name="Assistant", + instructions="Be extremely concise.", + tools=[random_number_tool], + ) + + spanish_agent = Agent( + name="Spanish Assistant", + instructions="You only speak Spanish and are extremely concise.", + handoff_description="A Spanish-speaking assistant.", + ) + + second_agent = Agent( + name="Assistant", + instructions=( + "Be a helpful assistant. If the user speaks Spanish, handoff to the Spanish assistant." + ), + handoffs=[ + handoff(spanish_agent, input_filter=spanish_handoff_message_filter) + ], + ) + + # 1. Send a regular message to the first agent + result = await Runner.run(first_agent, input=f"Hi, my name is {user_name}.") + + # 2. Ask it to generate a number + result = await Runner.run( + first_agent, + input=result.to_input_list() + + [ + { + "content": "Can you generate a random number between 0 and 100?", + "role": "user", + } + ], + ) + + # 3. Call the second agent + result = await Runner.run( + second_agent, + input=result.to_input_list() + + [ + { + "content": "I live in New York City. What's the population of the city?", + "role": "user", + } + ], + ) + + # 4. Cause a handoff to occur + result = await Runner.run( + second_agent, + input=result.to_input_list() + + [ + { + "content": "Por favor habla en español. ¿Cuál es mi nombre y dónde vivo?", + "role": "user", + } + ], + ) + + # Return the final result and message history + return MessageFilterResult( + final_output=result.final_output, final_messages=result.to_input_list() + ) diff --git a/openai_agents/hosted_mcp/README.md b/openai_agents/hosted_mcp/README.md new file mode 100644 index 00000000..78a37131 --- /dev/null +++ b/openai_agents/hosted_mcp/README.md @@ -0,0 +1,39 @@ +# Hosted MCP Examples + +Integration with hosted MCP (Model Context Protocol) servers using OpenAI agents in Temporal workflows. + +*Adapted from [OpenAI Agents SDK hosted_mcp examples](https://github.com/openai/openai-agents-python/tree/main/examples/hosted_mcp)* + +Before running these examples, be sure to review the [prerequisites and background on the integration](../README.md). + +## Running the Examples + +First, start the worker (supports all MCP workflows): +```bash +uv run openai_agents/hosted_mcp/run_worker.py +``` + +Then run individual examples in separate terminals: + +### Simple MCP Connection +Connect to a hosted MCP server without approval requirements (trusted servers): +```bash +uv run openai_agents/hosted_mcp/run_simple_mcp_workflow.py +``` + +### MCP with Approval Callbacks +Connect to a hosted MCP server with approval workflow for tool execution: +```bash +uv run openai_agents/hosted_mcp/run_approval_mcp_workflow.py +``` + +## MCP Server Configuration + +Both examples default to using the GitMCP server (`https://gitmcp.io/openai/codex`) which provides repository analysis capabilities. The workflows can be easily modified to use different MCP servers by changing the `server_url` parameter. + +### Approval Workflow Notes + +The approval example demonstrates the callback structure for tool approvals in a Temporal context. In this implementation: + +- The approval callback automatically approves requests for demonstration purposes +- In production environments, approvals would typically be handled by communicating with a human user. Because the approval executes in the Temporal workflow, you can use signals or updates to communicate approval status. diff --git a/openai_agents/hosted_mcp/run_approval_mcp_workflow.py b/openai_agents/hosted_mcp/run_approval_mcp_workflow.py new file mode 100644 index 00000000..8821c78a --- /dev/null +++ b/openai_agents/hosted_mcp/run_approval_mcp_workflow.py @@ -0,0 +1,30 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.hosted_mcp.workflows.approval_mcp_workflow import ApprovalMCPWorkflow + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Execute a workflow + result = await client.execute_workflow( + ApprovalMCPWorkflow.run, + "Which language is this repo written in?", + id="approval-mcp-workflow", + task_queue="openai-agents-hosted-mcp-task-queue", + ) + + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/hosted_mcp/run_simple_mcp_workflow.py b/openai_agents/hosted_mcp/run_simple_mcp_workflow.py new file mode 100644 index 00000000..5e0c064f --- /dev/null +++ b/openai_agents/hosted_mcp/run_simple_mcp_workflow.py @@ -0,0 +1,30 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.hosted_mcp.workflows.simple_mcp_workflow import SimpleMCPWorkflow + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Execute a workflow + result = await client.execute_workflow( + SimpleMCPWorkflow.run, + "Which language is this repo written in?", + id="simple-mcp-workflow", + task_queue="openai-agents-hosted-mcp-task-queue", + ) + + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/hosted_mcp/run_worker.py b/openai_agents/hosted_mcp/run_worker.py new file mode 100644 index 00000000..fb25f7b6 --- /dev/null +++ b/openai_agents/hosted_mcp/run_worker.py @@ -0,0 +1,42 @@ +from __future__ import annotations + +import asyncio +from datetime import timedelta + +from temporalio.client import Client +from temporalio.contrib.openai_agents import ModelActivityParameters, OpenAIAgentsPlugin +from temporalio.worker import Worker + +from openai_agents.hosted_mcp.workflows.approval_mcp_workflow import ApprovalMCPWorkflow +from openai_agents.hosted_mcp.workflows.simple_mcp_workflow import SimpleMCPWorkflow + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin( + model_params=ModelActivityParameters( + start_to_close_timeout=timedelta(seconds=60) + ) + ), + ], + ) + + worker = Worker( + client, + task_queue="openai-agents-hosted-mcp-task-queue", + workflows=[ + SimpleMCPWorkflow, + ApprovalMCPWorkflow, + ], + activities=[ + # No custom activities needed for these workflows + ], + ) + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/hosted_mcp/workflows/approval_mcp_workflow.py b/openai_agents/hosted_mcp/workflows/approval_mcp_workflow.py new file mode 100644 index 00000000..1b5b7b6f --- /dev/null +++ b/openai_agents/hosted_mcp/workflows/approval_mcp_workflow.py @@ -0,0 +1,48 @@ +from __future__ import annotations + +from agents import ( + Agent, + HostedMCPTool, + MCPToolApprovalFunctionResult, + MCPToolApprovalRequest, + Runner, +) +from temporalio import workflow + + +def approval_callback(request: MCPToolApprovalRequest) -> MCPToolApprovalFunctionResult: + """Simple approval callback that logs the request and approves by default. + + In a real application, user input would be provided through a UI or API. + The approval callback executes within the Temporal workflow, so the application + can use signals or updates to receive user input. + """ + workflow.logger.info(f"MCP tool approval requested for: {request.data.name}") + + result: MCPToolApprovalFunctionResult = {"approve": True} + return result + + +@workflow.defn +class ApprovalMCPWorkflow: + @workflow.run + async def run( + self, question: str, server_url: str = "https://gitmcp.io/openai/codex" + ) -> str: + agent = Agent( + name="Assistant", + tools=[ + HostedMCPTool( + tool_config={ + "type": "mcp", + "server_label": "gitmcp", + "server_url": server_url, + "require_approval": "always", + }, + on_approval_request=approval_callback, + ) + ], + ) + + result = await Runner.run(agent, question) + return result.final_output diff --git a/openai_agents/hosted_mcp/workflows/simple_mcp_workflow.py b/openai_agents/hosted_mcp/workflows/simple_mcp_workflow.py new file mode 100644 index 00000000..2fac64bc --- /dev/null +++ b/openai_agents/hosted_mcp/workflows/simple_mcp_workflow.py @@ -0,0 +1,28 @@ +from __future__ import annotations + +from agents import Agent, HostedMCPTool, Runner +from temporalio import workflow + + +@workflow.defn +class SimpleMCPWorkflow: + @workflow.run + async def run( + self, question: str, server_url: str = "https://gitmcp.io/openai/codex" + ) -> str: + agent = Agent( + name="Assistant", + tools=[ + HostedMCPTool( + tool_config={ + "type": "mcp", + "server_label": "gitmcp", + "server_url": server_url, + "require_approval": "never", + } + ) + ], + ) + + result = await Runner.run(agent, question) + return result.final_output diff --git a/openai_agents/tools/README.md b/openai_agents/tools/README.md new file mode 100644 index 00000000..6f65e432 --- /dev/null +++ b/openai_agents/tools/README.md @@ -0,0 +1,61 @@ +# Tools Examples + +Demonstrations of various OpenAI agent tools integrated with Temporal workflows. + +*Adapted from [OpenAI Agents SDK tools examples](https://github.com/openai/openai-agents-python/tree/main/examples/tools)* + +Before running these examples, be sure to review the [prerequisites and background on the integration](../README.md). + +## Setup + +### Knowledge Base Setup (Required for File Search) +Create a vector store with sample documents for file search testing: +```bash +uv run openai_agents/tools/setup_knowledge_base.py +``` + +This script: +- Creates 6 sample documents +- Uploads files to OpenAI with proper cleanup using context managers +- Creates an assistant with vector store for file search capabilities +- Updates workflow files with the new vector store ID automatically + +## Running the Examples + +First, start the worker (supports all tools): +```bash +uv run openai_agents/tools/run_worker.py +``` + +Then run individual examples in separate terminals: + +### Code Interpreter +Execute Python code for mathematical calculations and data analysis: +```bash +uv run openai_agents/tools/run_code_interpreter_workflow.py +``` + +### File Search +Search through uploaded documents using vector similarity: +```bash +uv run openai_agents/tools/run_file_search_workflow.py +``` + +### Image Generation +Generate images: +```bash +uv run openai_agents/tools/run_image_generator_workflow.py +``` + +### Web Search +Search the web for current information with location context: +```bash +uv run openai_agents/tools/run_web_search_workflow.py +``` + + +## Omitted Examples + +The following tools from the [reference repository](https://github.com/openai/openai-agents-python/tree/main/examples/tools) are not included in this Temporal adaptation: + +- **Computer Use**: Complex browser automation not suitable for distributed systems implementation. \ No newline at end of file diff --git a/openai_agents/tools/run_code_interpreter_workflow.py b/openai_agents/tools/run_code_interpreter_workflow.py new file mode 100644 index 00000000..2b819712 --- /dev/null +++ b/openai_agents/tools/run_code_interpreter_workflow.py @@ -0,0 +1,32 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.tools.workflows.code_interpreter_workflow import ( + CodeInterpreterWorkflow, +) + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Execute a workflow + result = await client.execute_workflow( + CodeInterpreterWorkflow.run, + "What is the square root of 273 * 312821 plus 1782?", + id="code-interpreter-workflow", + task_queue="openai-agents-tools-task-queue", + ) + + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/tools/run_file_search_workflow.py b/openai_agents/tools/run_file_search_workflow.py new file mode 100644 index 00000000..09b8bb57 --- /dev/null +++ b/openai_agents/tools/run_file_search_workflow.py @@ -0,0 +1,33 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.tools.workflows.file_search_workflow import FileSearchWorkflow + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Execute a workflow + result = await client.execute_workflow( + FileSearchWorkflow.run, + args=[ + "Be concise, and tell me 1 sentence about Arrakis I might not know.", + "vs_68855c27140c8191849b5f1887d8d335", # Vector store with Arrakis knowledge + ], + id="file-search-workflow", + task_queue="openai-agents-tools-task-queue", + ) + + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/tools/run_image_generator_workflow.py b/openai_agents/tools/run_image_generator_workflow.py new file mode 100644 index 00000000..77a60d26 --- /dev/null +++ b/openai_agents/tools/run_image_generator_workflow.py @@ -0,0 +1,60 @@ +import asyncio +import base64 +import os +import subprocess +import sys +import tempfile + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.tools.workflows.image_generator_workflow import ( + ImageGeneratorWorkflow, +) + + +def open_file(path: str) -> None: + if sys.platform.startswith("darwin"): + subprocess.run(["open", path], check=False) # macOS + elif os.name == "nt": # Windows + os.startfile(path) # type: ignore + elif os.name == "posix": + subprocess.run(["xdg-open", path], check=False) # Linux/Unix + else: + print(f"Don't know how to open files on this platform: {sys.platform}") + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Execute a workflow + result = await client.execute_workflow( + ImageGeneratorWorkflow.run, + "Create an image of a frog eating a pizza, comic book style.", + id="image-generator-workflow", + task_queue="openai-agents-tools-task-queue", + ) + + print(f"Text result: {result.final_output}") + + if result.image_data: + # Save and open the image + with tempfile.NamedTemporaryFile(suffix=".png", delete=False) as tmp: + tmp.write(base64.b64decode(result.image_data)) + temp_path = tmp.name + + print(f"Image saved to: {temp_path}") + # Open the image + open_file(temp_path) + else: + print("No image data found in result") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/tools/run_web_search_workflow.py b/openai_agents/tools/run_web_search_workflow.py new file mode 100644 index 00000000..dd7f992f --- /dev/null +++ b/openai_agents/tools/run_web_search_workflow.py @@ -0,0 +1,33 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.tools.workflows.web_search_workflow import WebSearchWorkflow + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Execute a workflow + result = await client.execute_workflow( + WebSearchWorkflow.run, + args=[ + "search the web for 'local sports news' and give me 1 interesting update in a sentence.", + "New York", + ], + id="web-search-workflow", + task_queue="openai-agents-tools-task-queue", + ) + + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/tools/run_worker.py b/openai_agents/tools/run_worker.py new file mode 100644 index 00000000..a58df470 --- /dev/null +++ b/openai_agents/tools/run_worker.py @@ -0,0 +1,50 @@ +from __future__ import annotations + +import asyncio +from datetime import timedelta + +from temporalio.client import Client +from temporalio.contrib.openai_agents import ModelActivityParameters, OpenAIAgentsPlugin +from temporalio.worker import Worker + +from openai_agents.tools.workflows.code_interpreter_workflow import ( + CodeInterpreterWorkflow, +) +from openai_agents.tools.workflows.file_search_workflow import FileSearchWorkflow +from openai_agents.tools.workflows.image_generator_workflow import ( + ImageGeneratorWorkflow, +) +from openai_agents.tools.workflows.web_search_workflow import WebSearchWorkflow + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin( + model_params=ModelActivityParameters( + start_to_close_timeout=timedelta(seconds=60) + ) + ), + ], + ) + + worker = Worker( + client, + task_queue="openai-agents-tools-task-queue", + workflows=[ + CodeInterpreterWorkflow, + FileSearchWorkflow, + ImageGeneratorWorkflow, + WebSearchWorkflow, + ], + activities=[ + # No custom activities needed for these workflows + ], + ) + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/tools/setup_knowledge_base.py b/openai_agents/tools/setup_knowledge_base.py new file mode 100644 index 00000000..fc467805 --- /dev/null +++ b/openai_agents/tools/setup_knowledge_base.py @@ -0,0 +1,270 @@ +#!/usr/bin/env python3 +""" +Setup script to create vector store with sample documents for testing FileSearchWorkflow. +Creates documents about Arrakis/Dune and uploads them to OpenAI for file search testing. +""" + +import asyncio +import os +import tempfile +from contextlib import asynccontextmanager +from pathlib import Path +from typing import Dict, List + +from openai import AsyncOpenAI + +# Sample knowledge base content +KNOWLEDGE_BASE = { + "arrakis_overview": """ +Arrakis: The Desert Planet + +Arrakis, also known as Dune, is the third planet of the Canopus system. This harsh desert world is the sole source of the spice melange, the most valuable substance in the known universe. + +Key characteristics: +- Single biome: Desert covering the entire planet +- No natural precipitation +- Extreme temperature variations between day and night +- Home to the giant sandworms (Shai-Hulud) +- Indigenous population: the Fremen + +The planet's ecology is entirely dependent on the sandworms, which produce the spice as a byproduct of their life cycle. Water is incredibly scarce, leading to the development of stillsuits and other water conservation technologies. +""", + "spice_melange": """ +The Spice Melange + +Melange, commonly known as "the spice," is the most important substance in the Dune universe. This geriatric spice extends life, expands consciousness, and is essential for space navigation. + +Properties of Spice: +- Extends human lifespan significantly +- Enhances mental abilities and prescient vision +- Required for Guild Navigators to fold space +- Highly addictive with fatal withdrawal symptoms +- Turns eyes blue over time (the "Eyes of Ibad") + +Production: +The spice is created through the interaction of sandworms with pre-spice masses in the deep desert. The presence of water is toxic to sandworms, making Arrakis the only known source of spice in the universe. + +Economic Impact: +Control of spice production grants immense political and economic power, making Arrakis the most strategically important planet in the Imperium. +""", + "sandworms": """ +Sandworms of Arrakis + +The sandworms, known to the Fremen as Shai-Hulud ("Old Man of the Desert"), are colossal creatures that dominate Arrakis. These massive beings can grow to lengths of over 400 meters and live for thousands of years. + +Characteristics: +- Enormous size: up to 400+ meters in length +- Extreme sensitivity to water and moisture +- Produce the spice melange as part of their life cycle +- Territorial and attracted to rhythmic vibrations +- Crystalline teeth capable of crushing rock and metal + +Life Cycle: +Sandworms begin as sandtrout, small creatures that sequester water. They eventually metamorphose into the giant sandworms through a complex process involving spice production. + +Cultural Significance: +The Fremen worship sandworms as semi-divine beings and have developed elaborate rituals around them, including the dangerous practice of sandworm riding. +""", + "fremen_culture": """ +The Fremen of Arrakis + +The Fremen are the indigenous people of Arrakis, perfectly adapted to life in the harsh desert environment. Their culture revolves around water conservation, survival, and reverence for the sandworms. + +Cultural Practices: +- Water discipline: Every drop of moisture is preserved +- Stillsuits: Advanced technology to recycle body moisture +- Desert survival skills passed down through generations +- Ritualistic relationship with sandworms +- Sietch communities: Hidden underground settlements + +Religious Beliefs: +The Fremen follow a syncretic religion combining elements of Islam, Buddhism, and Christianity, adapted to their desert environment. They believe in prophecies of a messiah who will transform Arrakis. + +Military Prowess: +Despite their seemingly primitive lifestyle, the Fremen are formidable warriors, using their intimate knowledge of the desert and unconventional tactics to great effect. +""", + "house_atreides": """ +House Atreides and Arrakis + +House Atreides, led by Duke Leto Atreides, was granted control of Arrakis by Emperor Shaddam IV in a political trap designed to destroy the noble house. This transition from House Harkonnen marked the beginning of the events in Dune. + +Key Figures: +- Duke Leto Atreides: Noble leader focused on honor and justice +- Lady Jessica: Bene Gesserit concubine and mother of Paul +- Paul Atreides: Heir to the duchy and potential Kwisatz Haderach +- Duncan Idaho: Loyal swordmaster and warrior +- Gurney Halleck: Weapons master and troubadour + +The Atreides approach to ruling Arrakis differed dramatically from the Harkonnens, seeking to work with the Fremen rather than exploit them. This philosophy, while noble, ultimately led to their downfall when the Emperor and Harkonnens betrayed them. + +Legacy: +Though House Atreides was destroyed in the coup, Paul's survival and alliance with the Fremen would eventually lead to an even greater destiny. +""", + "ecology_arrakis": """ +The Ecology of Arrakis + +Arrakis presents a unique ecosystem entirely based on the water cycle created by sandworms and sandtrout. This closed ecological system has evolved over millennia to support life in extreme desert conditions. + +Water Cycle: +- Sandtrout sequester all available water deep underground +- This creates the desert conditions necessary for spice production +- Adult sandworms are killed by water, maintaining the cycle +- Plants and animals have evolved extreme water conservation + +Flora and Fauna: +- Desert plants with deep root systems and water storage +- Small desert animals adapted to minimal water consumption +- No large surface water bodies exist naturally +- All life forms show evolutionary adaptation to water scarcity + +The ecosystem is incredibly fragile - any significant introduction of water could disrupt the entire balance and potentially eliminate spice production, fundamentally changing the planet and the universe's economy. +""", +} + + +@asynccontextmanager +async def temporary_files(content_dict: Dict[str, str]): + """Context manager to create and cleanup temporary files.""" + temp_files = [] + try: + for name, content in content_dict.items(): + temp_file = tempfile.NamedTemporaryFile( + mode="w", suffix=".txt", prefix=f"{name}_", delete=False + ) + temp_file.write(content) + temp_file.close() + temp_files.append((name, temp_file.name)) + + yield temp_files + finally: + for _, temp_path in temp_files: + try: + os.unlink(temp_path) + except OSError: + pass + + +async def upload_files_to_openai(temp_files: List[tuple[str, str]]) -> List[str]: + """Upload temporary files to OpenAI and return file IDs.""" + client = AsyncOpenAI() + file_ids = [] + + for name, temp_path in temp_files: + try: + with open(temp_path, "rb") as f: + file_obj = await client.files.create(file=f, purpose="assistants") + file_ids.append(file_obj.id) + print(f"Uploaded {name}: {file_obj.id}") + except Exception as e: + print(f"Error uploading {name}: {e}") + + return file_ids + + +async def create_vector_store_with_assistant(file_ids: List[str]) -> str: + """Create an assistant with vector store containing the uploaded files.""" + client = AsyncOpenAI() + + try: + assistant = await client.beta.assistants.create( + name="Arrakis Knowledge Assistant", + instructions="You are an expert on Arrakis and the Dune universe. Use the uploaded files to answer questions about the desert planet, spice, sandworms, Fremen culture, and related topics.", + model="gpt-4o", + tools=[{"type": "file_search"}], + tool_resources={ + "file_search": { + "vector_stores": [ + { + "file_ids": file_ids, + "metadata": {"name": "Arrakis Knowledge Base"}, + } + ] + } + }, + ) + + # Extract vector store ID from assistant + if assistant.tool_resources and assistant.tool_resources.file_search: + vector_store_ids = assistant.tool_resources.file_search.vector_store_ids + if vector_store_ids: + return vector_store_ids[0] + + raise Exception("No vector store ID found in assistant response") + + except Exception as e: + print(f"Error creating assistant: {e}") + raise + + +def update_workflow_files(vector_store_id: str): + """Update workflow files with the new vector store ID.""" + import re + + files_to_update = ["run_file_search_workflow.py"] + + # Pattern to match any vector store ID with the specific comment + pattern = r'(vs_[a-f0-9]+)",\s*#\s*Vector store with Arrakis knowledge' + replacement = f'{vector_store_id}", # Vector store with Arrakis knowledge' + + for filename in files_to_update: + file_path = Path(__file__).parent / filename + if file_path.exists(): + try: + content = file_path.read_text() + if re.search(pattern, content): + updated_content = re.sub(pattern, replacement, content) + file_path.write_text(updated_content) + print(f"Updated {filename} with vector store ID") + else: + print(f"No matching pattern found in {filename}") + except Exception as e: + print(f"Error updating {filename}: {e}") + + +async def main(): + """Main function to set up the knowledge base.""" + # Check for API key + if not os.getenv("OPENAI_API_KEY"): + print("Error: OPENAI_API_KEY environment variable not set") + print("Please set your OpenAI API key:") + print("export OPENAI_API_KEY='your-api-key-here'") + return + + print("Setting up Arrakis knowledge base...") + + try: + # Create temporary files and upload them + async with temporary_files(KNOWLEDGE_BASE) as temp_files: + print(f"Created {len(temp_files)} temporary files") + + file_ids = await upload_files_to_openai(temp_files) + + if not file_ids: + print("Error: No files were successfully uploaded") + return + + print(f"Successfully uploaded {len(file_ids)} files") + + # Create vector store via assistant + vector_store_id = await create_vector_store_with_assistant(file_ids) + + print(f"Created vector store: {vector_store_id}") + + # Update workflow files + update_workflow_files(vector_store_id) + + print() + print("=" * 60) + print("KNOWLEDGE BASE SETUP COMPLETE") + print("=" * 60) + print(f"Vector Store ID: {vector_store_id}") + print(f"Files indexed: {len(file_ids)}") + print("Content: Arrakis/Dune universe knowledge") + print("=" * 60) + + except Exception as e: + print(f"Setup failed: {e}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/tools/workflows/code_interpreter_workflow.py b/openai_agents/tools/workflows/code_interpreter_workflow.py new file mode 100644 index 00000000..6715bc50 --- /dev/null +++ b/openai_agents/tools/workflows/code_interpreter_workflow.py @@ -0,0 +1,25 @@ +from __future__ import annotations + +from agents import Agent, CodeInterpreterTool, Runner +from temporalio import workflow + + +@workflow.defn +class CodeInterpreterWorkflow: + @workflow.run + async def run(self, question: str) -> str: + agent = Agent( + name="Code interpreter", + instructions="You love doing math.", + tools=[ + CodeInterpreterTool( + tool_config={ + "type": "code_interpreter", + "container": {"type": "auto"}, + }, + ) + ], + ) + + result = await Runner.run(agent, question) + return result.final_output diff --git a/openai_agents/tools/workflows/file_search_workflow.py b/openai_agents/tools/workflows/file_search_workflow.py new file mode 100644 index 00000000..915dcec4 --- /dev/null +++ b/openai_agents/tools/workflows/file_search_workflow.py @@ -0,0 +1,24 @@ +from __future__ import annotations + +from agents import Agent, FileSearchTool, Runner +from temporalio import workflow + + +@workflow.defn +class FileSearchWorkflow: + @workflow.run + async def run(self, question: str, vector_store_id: str) -> str: + agent = Agent( + name="File searcher", + instructions="You are a helpful agent.", + tools=[ + FileSearchTool( + max_num_results=3, + vector_store_ids=[vector_store_id], + include_search_results=True, + ) + ], + ) + + result = await Runner.run(agent, question) + return result.final_output diff --git a/openai_agents/tools/workflows/image_generator_workflow.py b/openai_agents/tools/workflows/image_generator_workflow.py new file mode 100644 index 00000000..7c58091b --- /dev/null +++ b/openai_agents/tools/workflows/image_generator_workflow.py @@ -0,0 +1,45 @@ +from __future__ import annotations + +from dataclasses import dataclass +from typing import Optional + +from agents import Agent, ImageGenerationTool, Runner +from temporalio import workflow + + +@dataclass +class ImageGenerationResult: + final_output: str + image_data: Optional[str] = None + + +@workflow.defn +class ImageGeneratorWorkflow: + @workflow.run + async def run(self, prompt: str) -> ImageGenerationResult: + agent = Agent( + name="Image generator", + instructions="You are a helpful agent.", + tools=[ + ImageGenerationTool( + tool_config={"type": "image_generation", "quality": "low"}, + ) + ], + ) + + result = await Runner.run(agent, prompt) + + # Extract image data if available + image_data = None + for item in result.new_items: + if ( + item.type == "tool_call_item" + and item.raw_item.type == "image_generation_call" + and (img_result := item.raw_item.result) + ): + image_data = img_result + break + + return ImageGenerationResult( + final_output=result.final_output, image_data=image_data + ) diff --git a/openai_agents/tools/workflows/web_search_workflow.py b/openai_agents/tools/workflows/web_search_workflow.py new file mode 100644 index 00000000..8b505ac1 --- /dev/null +++ b/openai_agents/tools/workflows/web_search_workflow.py @@ -0,0 +1,20 @@ +from __future__ import annotations + +from agents import Agent, Runner, WebSearchTool +from temporalio import workflow + + +@workflow.defn +class WebSearchWorkflow: + @workflow.run + async def run(self, question: str, user_city: str = "New York") -> str: + agent = Agent( + name="Web searcher", + instructions="You are a helpful agent.", + tools=[ + WebSearchTool(user_location={"type": "approximate", "city": user_city}) + ], + ) + + result = await Runner.run(agent, question) + return result.final_output From dc337295bcf7ccebb71f108974dcebaa3d986360 Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Tue, 29 Jul 2025 17:19:28 -0600 Subject: [PATCH 30/68] OpenAI Agents financial research and reasoning examples (#226) * update for plugins * formatting * reference main branch * cleanup * switch to plugins on the runners * move around samples * update README files * formatting update * formatting * timeout adjustments * Port financial research example and reasoning_content example * formatting * switch model * pin model snapshot * Revert uv.lock --------- Co-authored-by: Tim Conley --- .../financial_research_agent/README.md | 61 ++++++++ .../agents/financials_agent.py | 23 +++ .../agents/planner_agent.py | 35 +++++ .../agents/risk_agent.py | 22 +++ .../agents/search_agent.py | 20 +++ .../agents/verifier_agent.py | 27 ++++ .../agents/writer_agent.py | 34 +++++ .../financial_research_manager.py | 142 ++++++++++++++++++ .../run_financial_research_workflow.py | 41 +++++ .../financial_research_agent/run_worker.py | 33 ++++ .../workflows/financial_research_workflow.py | 13 ++ openai_agents/reasoning_content/README.md | 37 +++++ .../activities/reasoning_activities.py | 52 +++++++ .../run_reasoning_content_workflow.py | 54 +++++++ openai_agents/reasoning_content/run_worker.py | 37 +++++ .../workflows/reasoning_content_workflow.py | 32 ++++ 16 files changed, 663 insertions(+) create mode 100644 openai_agents/financial_research_agent/README.md create mode 100644 openai_agents/financial_research_agent/agents/financials_agent.py create mode 100644 openai_agents/financial_research_agent/agents/planner_agent.py create mode 100644 openai_agents/financial_research_agent/agents/risk_agent.py create mode 100644 openai_agents/financial_research_agent/agents/search_agent.py create mode 100644 openai_agents/financial_research_agent/agents/verifier_agent.py create mode 100644 openai_agents/financial_research_agent/agents/writer_agent.py create mode 100644 openai_agents/financial_research_agent/financial_research_manager.py create mode 100644 openai_agents/financial_research_agent/run_financial_research_workflow.py create mode 100644 openai_agents/financial_research_agent/run_worker.py create mode 100644 openai_agents/financial_research_agent/workflows/financial_research_workflow.py create mode 100644 openai_agents/reasoning_content/README.md create mode 100644 openai_agents/reasoning_content/activities/reasoning_activities.py create mode 100644 openai_agents/reasoning_content/run_reasoning_content_workflow.py create mode 100644 openai_agents/reasoning_content/run_worker.py create mode 100644 openai_agents/reasoning_content/workflows/reasoning_content_workflow.py diff --git a/openai_agents/financial_research_agent/README.md b/openai_agents/financial_research_agent/README.md new file mode 100644 index 00000000..fed8e5b2 --- /dev/null +++ b/openai_agents/financial_research_agent/README.md @@ -0,0 +1,61 @@ +# Financial Research Agent + +Multi-agent financial research system with specialized roles, extended with Temporal's durable execution. + +*Adapted from [OpenAI Agents SDK financial research agent](https://github.com/openai/openai-agents-python/tree/main/examples/financial_research_agent)* + +## Architecture + +This example shows how you might compose a richer financial research agent using the Agents SDK. The pattern is similar to the `research_bot` example, but with more specialized sub-agents and a verification step. + +The flow is: + +1. **Planning**: A planner agent turns the end user's request into a list of search terms relevant to financial analysis – recent news, earnings calls, corporate filings, industry commentary, etc. +2. **Search**: A search agent uses the built-in `WebSearchTool` to retrieve terse summaries for each search term. (You could also add `FileSearchTool` if you have indexed PDFs or 10-Ks.) +3. **Sub-analysts**: Additional agents (e.g. a fundamentals analyst and a risk analyst) are exposed as tools so the writer can call them inline and incorporate their outputs. +4. **Writing**: A senior writer agent brings together the search snippets and any sub-analyst summaries into a long-form markdown report plus a short executive summary. +5. **Verification**: A final verifier agent audits the report for obvious inconsistencies or missing sourcing. + +## Running the Example + +First, start the worker: +```bash +uv run openai_agents/financial_research_agent/run_worker.py +``` + +Then run the financial research workflow: +```bash +uv run openai_agents/financial_research_agent/run_financial_research_workflow.py +``` + +Enter a query like: +``` +Write up an analysis of Apple Inc.'s most recent quarter. +``` + +You can also just hit enter to run this query, which is provided as the default. + +## Components + +### Agents + +- **Planner Agent**: Creates a search plan with 5-15 relevant search terms +- **Search Agent**: Uses web search to gather financial information +- **Financials Agent**: Analyzes company fundamentals (revenue, profit, margins) +- **Risk Agent**: Identifies potential red flags and risk factors +- **Writer Agent**: Synthesizes information into a comprehensive report +- **Verifier Agent**: Audits the final report for consistency and accuracy + +### Writer Agent Tools + +The writer agent has access to tools that invoke the specialist analysts: +- `fundamentals_analysis`: Get financial performance analysis +- `risk_analysis`: Get risk factor assessment + +## Temporal Integration + +The example demonstrates several Temporal patterns: +- Durable execution of multi-step research workflows +- Parallel execution of web searches using `asyncio.create_task` +- Use of `workflow.as_completed` for handling concurrent tasks +- Proper import handling with `workflow.unsafe.imports_passed_through()` diff --git a/openai_agents/financial_research_agent/agents/financials_agent.py b/openai_agents/financial_research_agent/agents/financials_agent.py new file mode 100644 index 00000000..72a2be95 --- /dev/null +++ b/openai_agents/financial_research_agent/agents/financials_agent.py @@ -0,0 +1,23 @@ +from agents import Agent +from pydantic import BaseModel + +# A sub-agent focused on analyzing a company's fundamentals. +FINANCIALS_PROMPT = ( + "You are a financial analyst focused on company fundamentals such as revenue, " + "profit, margins and growth trajectory. Given a collection of web (and optional file) " + "search results about a company, write a concise analysis of its recent financial " + "performance. Pull out key metrics or quotes. Keep it under 2 paragraphs." +) + + +class AnalysisSummary(BaseModel): + summary: str + """Short text summary for this aspect of the analysis.""" + + +def new_financials_agent() -> Agent: + return Agent( + name="FundamentalsAnalystAgent", + instructions=FINANCIALS_PROMPT, + output_type=AnalysisSummary, + ) diff --git a/openai_agents/financial_research_agent/agents/planner_agent.py b/openai_agents/financial_research_agent/agents/planner_agent.py new file mode 100644 index 00000000..8c7ffcb9 --- /dev/null +++ b/openai_agents/financial_research_agent/agents/planner_agent.py @@ -0,0 +1,35 @@ +from agents import Agent +from pydantic import BaseModel + +# Generate a plan of searches to ground the financial analysis. +# For a given financial question or company, we want to search for +# recent news, official filings, analyst commentary, and other +# relevant background. +PROMPT = ( + "You are a financial research planner. Given a request for financial analysis, " + "produce a set of web searches to gather the context needed. Aim for recent " + "headlines, earnings calls or 10-K snippets, analyst commentary, and industry background. " + "Output between 5 and 15 search terms to query for." +) + + +class FinancialSearchItem(BaseModel): + reason: str + """Your reasoning for why this search is relevant.""" + + query: str + """The search term to feed into a web (or file) search.""" + + +class FinancialSearchPlan(BaseModel): + searches: list[FinancialSearchItem] + """A list of searches to perform.""" + + +def new_planner_agent() -> Agent: + return Agent( + name="FinancialPlannerAgent", + instructions=PROMPT, + model="o3-mini", + output_type=FinancialSearchPlan, + ) diff --git a/openai_agents/financial_research_agent/agents/risk_agent.py b/openai_agents/financial_research_agent/agents/risk_agent.py new file mode 100644 index 00000000..c73e94ef --- /dev/null +++ b/openai_agents/financial_research_agent/agents/risk_agent.py @@ -0,0 +1,22 @@ +from agents import Agent +from pydantic import BaseModel + +# A sub-agent specializing in identifying risk factors or concerns. +RISK_PROMPT = ( + "You are a risk analyst looking for potential red flags in a company's outlook. " + "Given background research, produce a short analysis of risks such as competitive threats, " + "regulatory issues, supply chain problems, or slowing growth. Keep it under 2 paragraphs." +) + + +class AnalysisSummary(BaseModel): + summary: str + """Short text summary for this aspect of the analysis.""" + + +def new_risk_agent() -> Agent: + return Agent( + name="RiskAnalystAgent", + instructions=RISK_PROMPT, + output_type=AnalysisSummary, + ) diff --git a/openai_agents/financial_research_agent/agents/search_agent.py b/openai_agents/financial_research_agent/agents/search_agent.py new file mode 100644 index 00000000..e40e357e --- /dev/null +++ b/openai_agents/financial_research_agent/agents/search_agent.py @@ -0,0 +1,20 @@ +from agents import Agent, WebSearchTool +from agents.model_settings import ModelSettings + +# Given a search term, use web search to pull back a brief summary. +# Summaries should be concise but capture the main financial points. +INSTRUCTIONS = ( + "You are a research assistant specializing in financial topics. " + "Given a search term, use web search to retrieve up-to-date context and " + "produce a short summary of at most 300 words. Focus on key numbers, events, " + "or quotes that will be useful to a financial analyst." +) + + +def new_search_agent() -> Agent: + return Agent( + name="FinancialSearchAgent", + instructions=INSTRUCTIONS, + tools=[WebSearchTool()], + model_settings=ModelSettings(tool_choice="required"), + ) diff --git a/openai_agents/financial_research_agent/agents/verifier_agent.py b/openai_agents/financial_research_agent/agents/verifier_agent.py new file mode 100644 index 00000000..9d3f0a01 --- /dev/null +++ b/openai_agents/financial_research_agent/agents/verifier_agent.py @@ -0,0 +1,27 @@ +from agents import Agent +from pydantic import BaseModel + +# Agent to sanity-check a synthesized report for consistency and recall. +# This can be used to flag potential gaps or obvious mistakes. +VERIFIER_PROMPT = ( + "You are a meticulous auditor. You have been handed a financial analysis report. " + "Your job is to verify the report is internally consistent, clearly sourced, and makes " + "no unsupported claims. Point out any issues or uncertainties." +) + + +class VerificationResult(BaseModel): + verified: bool + """Whether the report seems coherent and plausible.""" + + issues: str + """If not verified, describe the main issues or concerns.""" + + +def new_verifier_agent() -> Agent: + return Agent( + name="VerificationAgent", + instructions=VERIFIER_PROMPT, + model="gpt-4o", + output_type=VerificationResult, + ) diff --git a/openai_agents/financial_research_agent/agents/writer_agent.py b/openai_agents/financial_research_agent/agents/writer_agent.py new file mode 100644 index 00000000..9accc202 --- /dev/null +++ b/openai_agents/financial_research_agent/agents/writer_agent.py @@ -0,0 +1,34 @@ +from agents import Agent +from pydantic import BaseModel + +# Writer agent brings together the raw search results and optionally calls out +# to sub-analyst tools for specialized commentary, then returns a cohesive markdown report. +WRITER_PROMPT = ( + "You are a senior financial analyst. You will be provided with the original query and " + "a set of raw search summaries. Your task is to synthesize these into a long-form markdown " + "report (at least several paragraphs) including a short executive summary and follow-up " + "questions. If needed, you can call the available analysis tools (e.g. fundamentals_analysis, " + "risk_analysis) to get short specialist write-ups to incorporate." +) + + +class FinancialReportData(BaseModel): + short_summary: str + """A short 2-3 sentence executive summary.""" + + markdown_report: str + """The full markdown report.""" + + follow_up_questions: list[str] + """Suggested follow-up questions for further research.""" + + +# Note: We will attach tools to specialist analyst agents at runtime in the manager. +# This shows how an agent can use tools to delegate to specialized subagents. +def new_writer_agent() -> Agent: + return Agent( + name="FinancialWriterAgent", + instructions=WRITER_PROMPT, + model="gpt-4.1-2025-04-14", + output_type=FinancialReportData, + ) diff --git a/openai_agents/financial_research_agent/financial_research_manager.py b/openai_agents/financial_research_agent/financial_research_manager.py new file mode 100644 index 00000000..9a437a45 --- /dev/null +++ b/openai_agents/financial_research_agent/financial_research_manager.py @@ -0,0 +1,142 @@ +from __future__ import annotations + +import asyncio +from collections.abc import Sequence + +from agents import RunConfig, Runner, RunResult, custom_span, trace +from temporalio import workflow + +from openai_agents.financial_research_agent.agents.financials_agent import ( + new_financials_agent, +) +from openai_agents.financial_research_agent.agents.planner_agent import ( + FinancialSearchItem, + FinancialSearchPlan, + new_planner_agent, +) +from openai_agents.financial_research_agent.agents.risk_agent import new_risk_agent +from openai_agents.financial_research_agent.agents.search_agent import new_search_agent +from openai_agents.financial_research_agent.agents.verifier_agent import ( + VerificationResult, + new_verifier_agent, +) +from openai_agents.financial_research_agent.agents.writer_agent import ( + FinancialReportData, + new_writer_agent, +) + + +async def _summary_extractor(run_result: RunResult) -> str: + """Custom output extractor for sub-agents that return an AnalysisSummary.""" + # The financial/risk analyst agents emit an AnalysisSummary with a `summary` field. + # We want the tool call to return just that summary text so the writer can drop it inline. + return str(run_result.final_output.summary) + + +class FinancialResearchManager: + """ + Orchestrates the full flow: planning, searching, sub-analysis, writing, and verification. + """ + + def __init__(self) -> None: + self.run_config = RunConfig() + self.planner_agent = new_planner_agent() + self.search_agent = new_search_agent() + self.financials_agent = new_financials_agent() + self.risk_agent = new_risk_agent() + self.writer_agent = new_writer_agent() + self.verifier_agent = new_verifier_agent() + + async def run(self, query: str) -> str: + with trace("Financial research trace"): + search_plan = await self._plan_searches(query) + search_results = await self._perform_searches(search_plan) + report = await self._write_report(query, search_results) + verification = await self._verify_report(report) + + # Return formatted output + result = f"""=====REPORT===== + +{report.markdown_report} + +=====FOLLOW UP QUESTIONS===== + +{chr(10).join(report.follow_up_questions)} + +=====VERIFICATION===== + +Verified: {verification.verified} +Issues: {verification.issues}""" + + return result + + async def _plan_searches(self, query: str) -> FinancialSearchPlan: + result = await Runner.run( + self.planner_agent, + f"Query: {query}", + run_config=self.run_config, + ) + return result.final_output_as(FinancialSearchPlan) + + async def _perform_searches( + self, search_plan: FinancialSearchPlan + ) -> Sequence[str]: + with custom_span("Search the web"): + tasks = [ + asyncio.create_task(self._search(item)) for item in search_plan.searches + ] + results: list[str] = [] + for task in workflow.as_completed(tasks): + result = await task + if result is not None: + results.append(result) + return results + + async def _search(self, item: FinancialSearchItem) -> str | None: + input_data = f"Search term: {item.query}\nReason: {item.reason}" + try: + result = await Runner.run( + self.search_agent, + input_data, + run_config=self.run_config, + ) + return str(result.final_output) + except Exception: + return None + + async def _write_report( + self, query: str, search_results: Sequence[str] + ) -> FinancialReportData: + # Expose the specialist analysts as tools so the writer can invoke them inline + # and still produce the final FinancialReportData output. + fundamentals_tool = self.financials_agent.as_tool( + tool_name="fundamentals_analysis", + tool_description="Use to get a short write-up of key financial metrics", + custom_output_extractor=_summary_extractor, + ) + risk_tool = self.risk_agent.as_tool( + tool_name="risk_analysis", + tool_description="Use to get a short write-up of potential red flags", + custom_output_extractor=_summary_extractor, + ) + writer_with_tools = self.writer_agent.clone( + tools=[fundamentals_tool, risk_tool] + ) + + input_data = ( + f"Original query: {query}\nSummarized search results: {search_results}" + ) + result = await Runner.run( + writer_with_tools, + input_data, + run_config=self.run_config, + ) + return result.final_output_as(FinancialReportData) + + async def _verify_report(self, report: FinancialReportData) -> VerificationResult: + result = await Runner.run( + self.verifier_agent, + report.markdown_report, + run_config=self.run_config, + ) + return result.final_output_as(VerificationResult) diff --git a/openai_agents/financial_research_agent/run_financial_research_workflow.py b/openai_agents/financial_research_agent/run_financial_research_workflow.py new file mode 100644 index 00000000..80adc86b --- /dev/null +++ b/openai_agents/financial_research_agent/run_financial_research_workflow.py @@ -0,0 +1,41 @@ +#!/usr/bin/env python3 + +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.financial_research_agent.workflows.financial_research_workflow import ( + FinancialResearchWorkflow, +) + + +async def main(): + # Get the query from user input + query = input("Enter a financial research query: ") + if not query.strip(): + query = "Write up an analysis of Apple Inc.'s most recent quarter." + print(f"Using default query: {query}") + + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + print(f"Starting financial research for: {query}") + print("This may take several minutes to complete...\n") + + result = await client.execute_workflow( + FinancialResearchWorkflow.run, + query, + id=f"financial-research-{hash(query)}", + task_queue="financial-research-task-queue", + ) + + print(result) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/financial_research_agent/run_worker.py b/openai_agents/financial_research_agent/run_worker.py new file mode 100644 index 00000000..507bd77c --- /dev/null +++ b/openai_agents/financial_research_agent/run_worker.py @@ -0,0 +1,33 @@ +#!/usr/bin/env python3 + +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin +from temporalio.worker import Worker + +from openai_agents.financial_research_agent.workflows.financial_research_workflow import ( + FinancialResearchWorkflow, +) + + +async def main(): + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + worker = Worker( + client, + task_queue="financial-research-task-queue", + workflows=[FinancialResearchWorkflow], + ) + + print("Starting financial research worker...") + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/financial_research_agent/workflows/financial_research_workflow.py b/openai_agents/financial_research_agent/workflows/financial_research_workflow.py new file mode 100644 index 00000000..487e3fd5 --- /dev/null +++ b/openai_agents/financial_research_agent/workflows/financial_research_workflow.py @@ -0,0 +1,13 @@ +from temporalio import workflow + +from openai_agents.financial_research_agent.financial_research_manager import ( + FinancialResearchManager, +) + + +@workflow.defn +class FinancialResearchWorkflow: + @workflow.run + async def run(self, query: str) -> str: + manager = FinancialResearchManager() + return await manager.run(query) diff --git a/openai_agents/reasoning_content/README.md b/openai_agents/reasoning_content/README.md new file mode 100644 index 00000000..c654d266 --- /dev/null +++ b/openai_agents/reasoning_content/README.md @@ -0,0 +1,37 @@ +# Reasoning Content + +Example demonstrating how to use the reasoning content feature with models that support it, running in the context of Temporal's durable execution. + +*Adapted from [OpenAI Agents SDK reasoning content](https://github.com/openai/openai-agents-python/tree/main/examples/reasoning_content)* + +## Overview + +Some models, like deepseek-reasoner, provide a reasoning_content field in addition to the regular content. This example shows how to access and use this reasoning content within Temporal workflows. The reasoning content contains the model's step-by-step thinking process before providing the final answer. + +## Architecture + +This example uses an activity to handle the OpenAI model calls. The workflow orchestrates the process by calling the `get_reasoning_response` activity, which uses the OpenAI provider to get a response from a reasoning-capable model and extracts both reasoning content and regular content. + +The model calls are run in an activity rather than directly in the workflow because Temporal's the involve I/O. + +## Running the Example + +First, start the worker: +```bash +uv run openai_agents/reasoning_content/run_worker.py +``` + +Then run the reasoning content workflow: +```bash +uv run openai_agents/reasoning_content/run_reasoning_content_workflow.py +``` + +## Requirements + +- Set your `OPENAI_API_KEY` environment variable +- Use a model that supports reasoning content (e.g., `deepseek-reasoner`) +- Optionally set `EXAMPLE_MODEL_NAME` environment variable to specify the model + +## Note on Streaming + +The original OpenAI Agents SDK example includes streaming capabilities, but since Temporal workflows do not support streaming yet, this example contains only the non-streaming approach. \ No newline at end of file diff --git a/openai_agents/reasoning_content/activities/reasoning_activities.py b/openai_agents/reasoning_content/activities/reasoning_activities.py new file mode 100644 index 00000000..b111a742 --- /dev/null +++ b/openai_agents/reasoning_content/activities/reasoning_activities.py @@ -0,0 +1,52 @@ +import os +from typing import Any, cast + +from agents import ModelSettings +from agents.models.interface import ModelTracing +from agents.models.openai_provider import OpenAIProvider +from openai.types.responses import ResponseOutputRefusal, ResponseOutputText +from temporalio import activity + + +@activity.defn +async def get_reasoning_response( + prompt: str, model_name: str | None = None +) -> tuple[str | None, str | None]: + """ + Activity to get response from a reasoning-capable model. + Returns tuple of (reasoning_content, regular_content). + """ + model_name = model_name or os.getenv("EXAMPLE_MODEL_NAME") or "deepseek-reasoner" + + provider = OpenAIProvider() + model = provider.get_model(model_name) + + response = await model.get_response( + system_instructions="You are a helpful assistant that explains your reasoning step by step.", + input=prompt, + model_settings=ModelSettings(), + tools=[], + output_schema=None, + handoffs=[], + tracing=ModelTracing.DISABLED, + previous_response_id=None, + prompt=None, + ) + + # Extract reasoning content and regular content from the response + reasoning_content = None + regular_content = None + + for item in response.output: + if hasattr(item, "type") and item.type == "reasoning": + reasoning_content = item.summary[0].text + elif hasattr(item, "type") and item.type == "message": + if item.content and len(item.content) > 0: + content_item = item.content[0] + if isinstance(content_item, ResponseOutputText): + regular_content = content_item.text + elif isinstance(content_item, ResponseOutputRefusal): + refusal_item = cast(Any, content_item) + regular_content = refusal_item.refusal + + return reasoning_content, regular_content diff --git a/openai_agents/reasoning_content/run_reasoning_content_workflow.py b/openai_agents/reasoning_content/run_reasoning_content_workflow.py new file mode 100644 index 00000000..79e5d7ba --- /dev/null +++ b/openai_agents/reasoning_content/run_reasoning_content_workflow.py @@ -0,0 +1,54 @@ +#!/usr/bin/env python3 + +import asyncio +import os + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.reasoning_content.workflows.reasoning_content_workflow import ( + ReasoningContentWorkflow, + ReasoningResult, +) + + +async def main(): + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Demo prompts that benefit from reasoning + demo_prompts = [ + "What is the square root of 841? Please explain your reasoning.", + "Explain the concept of recursion in programming", + "Write a haiku about recursion in programming", + ] + + model_name = os.getenv("EXAMPLE_MODEL_NAME") or "deepseek-reasoner" + print(f"Using model: {model_name}") + print("Note: This example requires a model that supports reasoning content.") + print("You may need to use a specific model like deepseek-reasoner or similar.\n") + + for i, prompt in enumerate(demo_prompts, 1): + print(f"=== Example {i}: {prompt} ===") + + result: ReasoningResult = await client.execute_workflow( + ReasoningContentWorkflow.run, + args=[prompt, model_name], + id=f"reasoning-content-{i}", + task_queue="reasoning-content-task-queue", + ) + + print(f"\nPrompt: {result.prompt}") + print("\nReasoning Content:") + print(result.reasoning_content or "No reasoning content provided") + print("\nRegular Content:") + print(result.regular_content or "No regular content provided") + print("-" * 50 + "\n") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/reasoning_content/run_worker.py b/openai_agents/reasoning_content/run_worker.py new file mode 100644 index 00000000..51393b2e --- /dev/null +++ b/openai_agents/reasoning_content/run_worker.py @@ -0,0 +1,37 @@ +#!/usr/bin/env python3 + +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin +from temporalio.worker import Worker + +from openai_agents.reasoning_content.activities.reasoning_activities import ( + get_reasoning_response, +) +from openai_agents.reasoning_content.workflows.reasoning_content_workflow import ( + ReasoningContentWorkflow, +) + + +async def main(): + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + worker = Worker( + client, + task_queue="reasoning-content-task-queue", + workflows=[ReasoningContentWorkflow], + activities=[get_reasoning_response], + ) + + print("Starting reasoning content worker...") + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/reasoning_content/workflows/reasoning_content_workflow.py b/openai_agents/reasoning_content/workflows/reasoning_content_workflow.py new file mode 100644 index 00000000..0a9f0a15 --- /dev/null +++ b/openai_agents/reasoning_content/workflows/reasoning_content_workflow.py @@ -0,0 +1,32 @@ +from dataclasses import dataclass + +from temporalio import workflow + +from openai_agents.reasoning_content.activities.reasoning_activities import ( + get_reasoning_response, +) + + +@dataclass +class ReasoningResult: + reasoning_content: str | None + regular_content: str | None + prompt: str + + +@workflow.defn +class ReasoningContentWorkflow: + @workflow.run + async def run(self, prompt: str, model_name: str | None = None) -> ReasoningResult: + # Call the activity to get the reasoning response + reasoning_content, regular_content = await workflow.execute_activity( + get_reasoning_response, + args=[prompt, model_name], + start_to_close_timeout=workflow.timedelta(minutes=5), + ) + + return ReasoningResult( + reasoning_content=reasoning_content, + regular_content=regular_content, + prompt=prompt, + ) From 8043fb0e6979adee3eb0e466a2b2dea866499bf6 Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Tue, 29 Jul 2025 17:30:06 -0600 Subject: [PATCH 31/68] OpenAI Agents Third-Party model providers (#227) * update for plugins * formatting * reference main branch * cleanup * switch to plugins on the runners * move around samples * update README files * formatting update * formatting * timeout adjustments * litellm model provider * Format --------- Co-authored-by: Tim Conley --- openai_agents/model_providers/README.md | 38 ++++++++++++++++++ .../run_litellm_auto_workflow.py | 29 ++++++++++++++ .../run_worker_litellm_provider.py | 39 +++++++++++++++++++ .../workflows/litellm_auto_workflow.py | 25 ++++++++++++ 4 files changed, 131 insertions(+) create mode 100644 openai_agents/model_providers/README.md create mode 100644 openai_agents/model_providers/run_litellm_auto_workflow.py create mode 100644 openai_agents/model_providers/run_worker_litellm_provider.py create mode 100644 openai_agents/model_providers/workflows/litellm_auto_workflow.py diff --git a/openai_agents/model_providers/README.md b/openai_agents/model_providers/README.md new file mode 100644 index 00000000..097dc525 --- /dev/null +++ b/openai_agents/model_providers/README.md @@ -0,0 +1,38 @@ +# Model Providers Examples + +Custom LLM provider integration examples for OpenAI Agents SDK with Temporal workflows. + +*Adapted from [OpenAI Agents SDK model providers examples](https://github.com/openai/openai-agents-python/tree/main/examples/model_providers)* + +Before running these examples, be sure to review the [prerequisites and background on the integration](../README.md). + +## Running the Examples + +### Currently Implemented + +#### LiteLLM Auto +Uses built-in LiteLLM support to connect to various model providers. + +Start the LiteLLM provider worker: +```bash +# Set the required environment variable for your chosen provider +export ANTHROPIC_API_KEY="your_anthropic_api_key" # For Anthropic + +uv run openai_agents/model_providers/run_worker_litellm_provider.py +``` + +Then run the example in a separate terminal: +```bash +uv run openai_agents/model_providers/run_litellm_auto_workflow.py +``` + +The example uses Anthropic Claude by default but can be modified to use other LiteLLM-supported providers. + +Find more LiteLLM providers at: https://docs.litellm.ai/docs/providers + +## Not Yet Implemented + +- **Custom Example Agent** - Custom OpenAI client integration +- **Custom Example Global** - Global default client configuration +- **Custom Example Provider** - Custom ModelProvider pattern +- **LiteLLM Provider** - Interactive model/API key input \ No newline at end of file diff --git a/openai_agents/model_providers/run_litellm_auto_workflow.py b/openai_agents/model_providers/run_litellm_auto_workflow.py new file mode 100644 index 00000000..0e4e05f1 --- /dev/null +++ b/openai_agents/model_providers/run_litellm_auto_workflow.py @@ -0,0 +1,29 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.model_providers.workflows.litellm_auto_workflow import ( + LitellmAutoWorkflow, +) + + +async def main(): + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + result = await client.execute_workflow( + LitellmAutoWorkflow.run, + "What's the weather in Tokyo?", + id="litellm-auto-workflow-id", + task_queue="openai-agents-model-providers-task-queue", + ) + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/model_providers/run_worker_litellm_provider.py b/openai_agents/model_providers/run_worker_litellm_provider.py new file mode 100644 index 00000000..5eb8b8b2 --- /dev/null +++ b/openai_agents/model_providers/run_worker_litellm_provider.py @@ -0,0 +1,39 @@ +import asyncio +from datetime import timedelta + +from agents.extensions.models.litellm_provider import LitellmProvider +from temporalio.client import Client +from temporalio.contrib.openai_agents import ModelActivityParameters, OpenAIAgentsPlugin +from temporalio.worker import Worker + +from openai_agents.model_providers.workflows.litellm_auto_workflow import ( + LitellmAutoWorkflow, +) + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin( + model_params=ModelActivityParameters( + start_to_close_timeout=timedelta(seconds=30) + ), + model_provider=LitellmProvider(), + ), + ], + ) + + worker = Worker( + client, + task_queue="openai-agents-model-providers-task-queue", + workflows=[ + LitellmAutoWorkflow, + ], + ) + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/model_providers/workflows/litellm_auto_workflow.py b/openai_agents/model_providers/workflows/litellm_auto_workflow.py new file mode 100644 index 00000000..4a67ded4 --- /dev/null +++ b/openai_agents/model_providers/workflows/litellm_auto_workflow.py @@ -0,0 +1,25 @@ +from __future__ import annotations + +from agents import Agent, Runner, function_tool, set_tracing_disabled +from temporalio import workflow + + +@workflow.defn +class LitellmAutoWorkflow: + @workflow.run + async def run(self, prompt: str) -> str: + set_tracing_disabled(disabled=True) + + @function_tool + def get_weather(city: str): + return f"The weather in {city} is sunny." + + agent = Agent( + name="Assistant", + instructions="You only respond in haikus.", + model="anthropic/claude-3-5-sonnet-20240620", + tools=[get_weather], + ) + + result = await Runner.run(agent, prompt) + return result.final_output From dfeb7eedeb40e7aa79ff1475bd56a0a853351d67 Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Tue, 29 Jul 2025 17:41:40 -0600 Subject: [PATCH 32/68] Customer service workflow fixes, including continue-as-new (#222) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * Port continue-as-new fix for customer service workflow - Add case-insensitive string matching in FAQ lookup tool - Update init_agents to return tuple with agent map for continue-as-new state management - Implement continue-as-new functionality with proper state serialization - Fix client output to skip duplicate user message on print 🤖 Generated with [Claude Code](https://claude.ai/code) Co-Authored-By: Claude * cleanup --------- Co-authored-by: Claude Co-authored-by: tconley1428 --- .../customer_service/customer_service.py | 17 ++-- .../run_customer_service_client.py | 2 +- .../workflows/customer_service_workflow.py | 77 ++++++++++++++----- 3 files changed, 71 insertions(+), 25 deletions(-) diff --git a/openai_agents/customer_service/customer_service.py b/openai_agents/customer_service/customer_service.py index 6a08f4ed..88f6e3cd 100644 --- a/openai_agents/customer_service/customer_service.py +++ b/openai_agents/customer_service/customer_service.py @@ -1,5 +1,7 @@ from __future__ import annotations as _annotations +from typing import Dict, Tuple + from agents import Agent, RunContextWrapper, function_tool, handoff from agents.extensions.handoff_prompt import RECOMMENDED_PROMPT_PREFIX from pydantic import BaseModel @@ -23,19 +25,20 @@ class AirlineAgentContext(BaseModel): description_override="Lookup frequently asked questions.", ) async def faq_lookup_tool(question: str) -> str: - if "bag" in question or "baggage" in question: + question_lower = question.lower() + if "bag" in question_lower or "baggage" in question_lower: return ( "You are allowed to bring one bag on the plane. " "It must be under 50 pounds and 22 inches x 14 inches x 9 inches." ) - elif "seats" in question or "plane" in question: + elif "seats" in question_lower or "plane" in question_lower: return ( "There are 120 seats on the plane. " "There are 22 business class seats and 98 economy seats. " "Exit rows are rows 4 and 16. " "Rows 5-8 are Economy Plus, with extra legroom. " ) - elif "wifi" in question: + elif "wifi" in question_lower: return "We have free wifi on the plane, join Airline-Wifi" return "I'm sorry, I don't know the answer to that question." @@ -74,7 +77,9 @@ async def on_seat_booking_handoff( ### AGENTS -def init_agents() -> Agent[AirlineAgentContext]: +def init_agents() -> Tuple[ + Agent[AirlineAgentContext], Dict[str, Agent[AirlineAgentContext]] +]: """ Initialize the agents for the airline customer service workflow. :return: triage agent @@ -121,7 +126,9 @@ def init_agents() -> Agent[AirlineAgentContext]: faq_agent.handoffs.append(triage_agent) seat_booking_agent.handoffs.append(triage_agent) - return triage_agent + return triage_agent, { + agent.name: agent for agent in [faq_agent, seat_booking_agent, triage_agent] + } class ProcessUserMessageInput(BaseModel): diff --git a/openai_agents/customer_service/run_customer_service_client.py b/openai_agents/customer_service/run_customer_service_client.py index e66419e4..044e0775 100644 --- a/openai_agents/customer_service/run_customer_service_client.py +++ b/openai_agents/customer_service/run_customer_service_client.py @@ -67,7 +67,7 @@ async def main(): CustomerServiceWorkflow.process_user_message, message_input ) history.extend(new_history) - print(*new_history, sep="\n") + print(*new_history[1:], sep="\n") except WorkflowUpdateFailedError: print("** Stale conversation. Reloading...") length = len(history) diff --git a/openai_agents/customer_service/workflows/customer_service_workflow.py b/openai_agents/customer_service/workflows/customer_service_workflow.py index c816d868..0157d050 100644 --- a/openai_agents/customer_service/workflows/customer_service_workflow.py +++ b/openai_agents/customer_service/workflows/customer_service_workflow.py @@ -1,7 +1,7 @@ from __future__ import annotations as _annotations from agents import ( - Agent, + HandoffCallItem, HandoffOutputItem, ItemHelpers, MessageOutputItem, @@ -12,6 +12,7 @@ TResponseInputItem, trace, ) +from pydantic import dataclasses from temporalio import workflow from openai_agents.customer_service.customer_service import ( @@ -21,32 +22,65 @@ ) +@dataclasses.dataclass +class CustomerServiceWorkflowState: + printed_history: list[str] + current_agent_name: str + context: AirlineAgentContext + input_items: list[TResponseInputItem] + + @workflow.defn class CustomerServiceWorkflow: @workflow.init - def __init__(self, input_items: list[TResponseInputItem] | None = None): + def __init__( + self, customer_service_state: CustomerServiceWorkflowState | None = None + ): self.run_config = RunConfig() - self.chat_history: list[str] = [] - self.current_agent: Agent[AirlineAgentContext] = init_agents() - self.context = AirlineAgentContext() - self.input_items = [] if input_items is None else input_items + + starting_agent, self.agent_map = init_agents() + self.current_agent = ( + self.agent_map[customer_service_state.current_agent_name] + if customer_service_state + else starting_agent + ) + self.context = ( + customer_service_state.context + if customer_service_state + else AirlineAgentContext() + ) + self.printed_history: list[str] = ( + customer_service_state.printed_history if customer_service_state else [] + ) + self.input_items = ( + customer_service_state.input_items if customer_service_state else [] + ) @workflow.run - async def run(self, input_items: list[TResponseInputItem] | None = None): + async def run( + self, customer_service_state: CustomerServiceWorkflowState | None = None + ): await workflow.wait_condition( lambda: workflow.info().is_continue_as_new_suggested() and workflow.all_handlers_finished() ) - workflow.continue_as_new(self.input_items) + workflow.continue_as_new( + CustomerServiceWorkflowState( + printed_history=self.printed_history, + current_agent_name=self.current_agent.name, + context=self.context, + input_items=self.input_items, + ) + ) @workflow.query def get_chat_history(self) -> list[str]: - return self.chat_history + return self.printed_history @workflow.update async def process_user_message(self, input: ProcessUserMessageInput) -> list[str]: - length = len(self.chat_history) - self.chat_history.append(f"User: {input.user_input}") + length = len(self.printed_history) + self.printed_history.append(f"User: {input.user_input}") with trace("Customer service", group_id=workflow.info().workflow_id): self.input_items.append({"content": input.user_input, "role": "user"}) result = await Runner.run( @@ -59,27 +93,32 @@ async def process_user_message(self, input: ProcessUserMessageInput) -> list[str for new_item in result.new_items: agent_name = new_item.agent.name if isinstance(new_item, MessageOutputItem): - self.chat_history.append( + self.printed_history.append( f"{agent_name}: {ItemHelpers.text_message_output(new_item)}" ) elif isinstance(new_item, HandoffOutputItem): - self.chat_history.append( + self.printed_history.append( f"Handed off from {new_item.source_agent.name} to {new_item.target_agent.name}" ) + elif isinstance(new_item, HandoffCallItem): + self.printed_history.append( + f"{agent_name}: Handed off to tool {new_item.raw_item.name}" + ) elif isinstance(new_item, ToolCallItem): - self.chat_history.append(f"{agent_name}: Calling a tool") + self.printed_history.append(f"{agent_name}: Calling a tool") elif isinstance(new_item, ToolCallOutputItem): - self.chat_history.append( + self.printed_history.append( f"{agent_name}: Tool call output: {new_item.output}" ) else: - self.chat_history.append( + self.printed_history.append( f"{agent_name}: Skipping item: {new_item.__class__.__name__}" ) self.input_items = result.to_input_list() self.current_agent = result.last_agent - workflow.set_current_details("\n\n".join(self.chat_history)) - return self.chat_history[length:] + workflow.set_current_details("\n\n".join(self.printed_history)) + + return self.printed_history[length:] @process_user_message.validator def validate_process_user_message(self, input: ProcessUserMessageInput) -> None: @@ -87,5 +126,5 @@ def validate_process_user_message(self, input: ProcessUserMessageInput) -> None: raise ValueError("User input cannot be empty.") if len(input.user_input) > 1000: raise ValueError("User input is too long. Please limit to 1000 characters.") - if input.chat_length != len(self.chat_history): + if input.chat_length != len(self.printed_history): raise ValueError("Stale chat history. Please refresh the chat.") From 50c88caa2992d97683360ad55ca969a9139d10ca Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Tue, 29 Jul 2025 18:30:39 -0600 Subject: [PATCH 33/68] update table of contents for samples (#229) --- openai_agents/README.md | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/openai_agents/README.md b/openai_agents/README.md index 96975ec2..8a51246d 100644 --- a/openai_agents/README.md +++ b/openai_agents/README.md @@ -1,6 +1,6 @@ # Temporal OpenAI Agents SDK Integration -⚠️ **Experimental** - This module is not yet stable and may change in the future. +⚠️ **Public Preview** - This integration is experimental and its interfaces may change prior to General Availability. This directory contains samples demonstrating how to use the [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) with Temporal's durable execution engine. These samples are adapted from the [OpenAI Agents SDK examples](https://github.com/openai/openai-agents-python/tree/main/examples) and extended with Temporal's durability and orchestration capabilities. @@ -27,7 +27,12 @@ Each directory contains a complete example with its own README for detailed inst - **[Basic Examples](./basic/README.md)** - Simple agent examples including a hello world agent and a tools-enabled agent that can access external APIs like weather services. - **[Agent Patterns](./agent_patterns/README.md)** - Advanced patterns for agent composition, including using agents as tools within other agents. +- **[Tools](./tools/README.md)** - Demonstrates available tools such as file search, image generation, and others. +- **[Handoffs](./handoffs/README.md)** - Agents collaborating via handoffs. +- **[Hosted MCP](./hosted_mcp/README.md)** - Using the MCP client functionality of the OpenAI Responses API. +- **[Model Providers](./model_providers/README.md)** - Using custom LLM providers (e.g., Anthropic via LiteLLM). - **[Research Bot](./research_bot/README.md)** - Multi-agent research system with specialized roles: a planner agent, search agent, and writer agent working together to conduct comprehensive research. - **[Customer Service](./customer_service/README.md)** - Interactive customer service agent with escalation capabilities, demonstrating conversational workflows. - +- **[Reasoning Content](./reasoning_content/README.md)** - Example of how to retrieve the thought process of reasoning models. +- **[Financial Research Agent](./financial_research_agent/README.md)** - Multi-agent financial research system with planner, search, analyst, writer, and verifier agents collaborating. From 6d05457c784ec00277790b996d01b0a7a172995b Mon Sep 17 00:00:00 2001 From: Dan Davison Date: Wed, 30 Jul 2025 00:02:22 -0400 Subject: [PATCH 34/68] Delete default groups (#217) * Delete default groups * Install all groups in tests Fixes #190 --- pyproject.toml | 18 ++---------------- 1 file changed, 2 insertions(+), 16 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 077dc912..b8b27840 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -71,20 +71,6 @@ cloud-export-to-parquet = [ "pyarrow>=19.0.1", ] -[tool.uv] -default-groups = [ - "dev", - "bedrock", - "dsl", - "encryption", - "gevent", - "langchain", - "nexus", - "open-telemetry", - "pydantic-converter", - "sentry", - "trio-async", -] [tool.hatch.build.targets.sdist] include = ["./**/*.py"] @@ -134,8 +120,8 @@ build-backend = "hatchling.build" [tool.poe.tasks] format = [{cmd = "uv run black ."}, {cmd = "uv run isort ."}] lint = [{cmd = "uv run black --check ."}, {cmd = "uv run isort --check-only ."}, {ref = "lint-types" }] -lint-types = "uv run mypy --check-untyped-defs --namespace-packages ." -test = "uv run pytest" +lint-types = "uv run --all-groups mypy --check-untyped-defs --namespace-packages ." +test = "uv run --all-groups pytest" [tool.pytest.ini_options] asyncio_mode = "auto" From 7ea40bfa6d2d3d3f58b7a5b7185231d2c399b657 Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Thu, 7 Aug 2025 09:12:55 -0700 Subject: [PATCH 35/68] add example for gpt-oss (#232) --- openai_agents/model_providers/README.md | 33 ++++++++++- .../model_providers/run_gpt_oss_worker.py | 58 +++++++++++++++++++ .../model_providers/run_gpt_oss_workflow.py | 27 +++++++++ ...ider.py => run_litellm_provider_worker.py} | 0 .../workflows/gpt_oss_workflow.py | 26 +++++++++ 5 files changed, 142 insertions(+), 2 deletions(-) create mode 100644 openai_agents/model_providers/run_gpt_oss_worker.py create mode 100644 openai_agents/model_providers/run_gpt_oss_workflow.py rename openai_agents/model_providers/{run_worker_litellm_provider.py => run_litellm_provider_worker.py} (100%) create mode 100644 openai_agents/model_providers/workflows/gpt_oss_workflow.py diff --git a/openai_agents/model_providers/README.md b/openai_agents/model_providers/README.md index 097dc525..df8f286e 100644 --- a/openai_agents/model_providers/README.md +++ b/openai_agents/model_providers/README.md @@ -18,7 +18,7 @@ Start the LiteLLM provider worker: # Set the required environment variable for your chosen provider export ANTHROPIC_API_KEY="your_anthropic_api_key" # For Anthropic -uv run openai_agents/model_providers/run_worker_litellm_provider.py +uv run openai_agents/model_providers/run_litellm_provider_worker.py ``` Then run the example in a separate terminal: @@ -30,7 +30,36 @@ The example uses Anthropic Claude by default but can be modified to use other Li Find more LiteLLM providers at: https://docs.litellm.ai/docs/providers -## Not Yet Implemented +### Extra + +#### GPT-OSS with Ollama + +This example demonstrates tool calling using the gpt-oss reasoning model with a local Ollama server. +Running this example requires sufficiently powerful hardware (and involves a 14 GB model download. +It is adapted from the [OpenAI Cookbook example](https://cookbook.openai.com/articles/gpt-oss/run-locally-ollama#agents-sdk-integration). + + +Make sure you have [Ollama](https://ollama.com/) installed: +```bash +ollama serve +``` + +Download the `gpt-oss` model: +```bash +ollama pull gpt-oss:20b +``` + +Start the gpt-oss worker: +```bash +uv run openai_agents/model_providers/run_gpt_oss_worker.py +``` + +Then run the example in a separate terminal: +```bash +uv run openai_agents/model_providers/run_gpt_oss_workflow.py +``` + +### Not Yet Implemented - **Custom Example Agent** - Custom OpenAI client integration - **Custom Example Global** - Global default client configuration diff --git a/openai_agents/model_providers/run_gpt_oss_worker.py b/openai_agents/model_providers/run_gpt_oss_worker.py new file mode 100644 index 00000000..88c85fca --- /dev/null +++ b/openai_agents/model_providers/run_gpt_oss_worker.py @@ -0,0 +1,58 @@ +import asyncio +import logging +from datetime import timedelta +from typing import Optional + +from agents import Model, ModelProvider, OpenAIChatCompletionsModel +from openai import AsyncOpenAI +from temporalio.client import Client +from temporalio.contrib.openai_agents import ModelActivityParameters, OpenAIAgentsPlugin +from temporalio.worker import Worker + +from openai_agents.model_providers.workflows.gpt_oss_workflow import GptOssWorkflow + +ollama_client = AsyncOpenAI( + base_url="http://localhost:11434/v1", # Local Ollama API endpoint + api_key="ollama", # Ignored by Ollama +) + + +class CustomModelProvider(ModelProvider): + def get_model(self, model_name: Optional[str]) -> Model: + model = OpenAIChatCompletionsModel( + model=model_name if model_name else "gpt-oss:20b", + openai_client=ollama_client, + ) + return model + + +async def main(): + # Configure logging to show workflow debug messages + logging.basicConfig(level=logging.WARNING) + logging.getLogger("temporalio.workflow").setLevel(logging.DEBUG) + + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin( + model_params=ModelActivityParameters( + start_to_close_timeout=timedelta(seconds=30) + ), + model_provider=CustomModelProvider(), + ), + ], + ) + + worker = Worker( + client, + task_queue="openai-agents-model-providers-task-queue", + workflows=[ + GptOssWorkflow, + ], + ) + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/model_providers/run_gpt_oss_workflow.py b/openai_agents/model_providers/run_gpt_oss_workflow.py new file mode 100644 index 00000000..35df5979 --- /dev/null +++ b/openai_agents/model_providers/run_gpt_oss_workflow.py @@ -0,0 +1,27 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.model_providers.workflows.gpt_oss_workflow import GptOssWorkflow + + +async def main(): + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + result = await client.execute_workflow( + GptOssWorkflow.run, + "What's the weather in Tokyo?", + id="litellm-gpt-oss-workflow-id", + task_queue="openai-agents-model-providers-task-queue", + ) + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/model_providers/run_worker_litellm_provider.py b/openai_agents/model_providers/run_litellm_provider_worker.py similarity index 100% rename from openai_agents/model_providers/run_worker_litellm_provider.py rename to openai_agents/model_providers/run_litellm_provider_worker.py diff --git a/openai_agents/model_providers/workflows/gpt_oss_workflow.py b/openai_agents/model_providers/workflows/gpt_oss_workflow.py new file mode 100644 index 00000000..d7ed8021 --- /dev/null +++ b/openai_agents/model_providers/workflows/gpt_oss_workflow.py @@ -0,0 +1,26 @@ +from __future__ import annotations + +from agents import Agent, Runner, function_tool, set_tracing_disabled +from temporalio import workflow + + +@workflow.defn +class GptOssWorkflow: + @workflow.run + async def run(self, prompt: str) -> str: + set_tracing_disabled(disabled=True) + + @function_tool + def get_weather(city: str): + workflow.logger.debug(f"Getting weather for {city}") + return f"The weather in {city} is sunny." + + agent = Agent( + name="Assistant", + instructions="You only respond in haikus. When asked about the weather always use the tool to get the current weather..", + model="gpt-oss:20b", + tools=[get_weather], + ) + + result = await Runner.run(agent, prompt) + return result.final_output From a98d4ea88a34bf02999a3f6d1d28ad935c0257bb Mon Sep 17 00:00:00 2001 From: Greg Brown Date: Tue, 12 Aug 2025 13:18:06 +0100 Subject: [PATCH 36/68] feat: add example using Sentry V2 SDK (#140) --- pyproject.toml | 5 +- sentry/README.md | 29 ++++- sentry/activity.py | 25 +++++ sentry/images/sentry.jpeg | Bin 0 -> 577699 bytes sentry/interceptor.py | 64 +++++------ sentry/starter.py | 20 ++-- sentry/worker.py | 96 ++++++++++------ sentry/workflow.py | 38 +++++++ tests/sentry/fake_sentry_transport.py | 17 +++ tests/sentry/test_interceptor.py | 156 ++++++++++++++++++++++++++ uv.lock | 8 +- 11 files changed, 372 insertions(+), 86 deletions(-) create mode 100644 sentry/activity.py create mode 100644 sentry/images/sentry.jpeg create mode 100644 sentry/workflow.py create mode 100644 tests/sentry/fake_sentry_transport.py create mode 100644 tests/sentry/test_interceptor.py diff --git a/pyproject.toml b/pyproject.toml index b8b27840..fa5a0300 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -59,7 +59,7 @@ openai-agents = [ "temporalio[openai-agents] >= 1.15.0", ] pydantic-converter = ["pydantic>=2.10.6,<3"] -sentry = ["sentry-sdk>=1.11.0,<2"] +sentry = ["sentry-sdk>=2.13.0"] trio-async = [ "trio>=0.28.0,<0.29", "trio-asyncio>=0.15.0,<0.16", @@ -143,5 +143,4 @@ ignore_errors = true [[tool.mypy.overrides]] module = "opentelemetry.*" -ignore_errors = true - +ignore_errors = true \ No newline at end of file diff --git a/sentry/README.md b/sentry/README.md index 33a7b535..1cc75cf6 100644 --- a/sentry/README.md +++ b/sentry/README.md @@ -1,19 +1,40 @@ # Sentry Sample -This sample shows how to configure [Sentry](https://sentry.io) to intercept and capture errors from the Temporal SDK. +This sample shows how to configure [Sentry](https://sentry.io) SDK (version 2) to intercept and capture errors from the Temporal SDK +for workflows and activities. The integration adds some useful context to the errors, such as the activity type, task queue, etc. + +## Further details + +This is a small modification of the original example Sentry integration in this repo based on SDK v1. The integration +didn't work properly with Sentry SDK v2 due to some internal changes in the Sentry SDK that broke the worker sandbox. +Additionally, the v1 SDK has been deprecated and is only receiving security patches and will reach EOL some time in the future. +If you still need to use Sentry SDK v1, check the original example at this [commit](https://github.com/temporalio/samples-python/blob/090b96d750bafc10d4aad5ad506bb2439c413d5e/sentry). + +## Running the Sample For this sample, the optional `sentry` dependency group must be included. To include, run: - uv sync --group sentry + uv sync --no-default-groups --dev --group sentry + +> Note: this integration breaks when `gevent` is installed (e.g. by the gevent sample) so make sure to only install +> the `sentry` group and run the scripts below as described. To run, first see [README.md](../README.md) for prerequisites. Set `SENTRY_DSN` environment variable to the Sentry DSN. Then, run the following from the root directory to start the worker: + export SENTRY_DSN= # You'll need a Sentry account to test against + export ENVIRONMENT=dev uv run sentry/worker.py This will start the worker. Then, in another terminal, run the following to execute the workflow: uv run sentry/starter.py -The workflow should complete with the hello result. If you alter the workflow or the activity to raise an -`ApplicationError` instead, it should appear in Sentry. \ No newline at end of file +You should see the activity fail causing an error to be reported to Sentry. + +## Screenshot + +The screenshot below shows the extra tags and context included in the +Sentry error from the exception thrown in the activity. + +![Sentry screenshot](images/sentry.jpeg) diff --git a/sentry/activity.py b/sentry/activity.py new file mode 100644 index 00000000..148cd0d2 --- /dev/null +++ b/sentry/activity.py @@ -0,0 +1,25 @@ +from dataclasses import dataclass + +from temporalio import activity + + +@dataclass +class WorkingActivityInput: + message: str + + +@activity.defn +async def working_activity(input: WorkingActivityInput) -> str: + activity.logger.info("Running activity with parameter %s" % input) + return "Success" + + +@dataclass +class BrokenActivityInput: + message: str + + +@activity.defn +async def broken_activity(input: BrokenActivityInput) 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z;^M*1b#ITRC%kAek8h0dwGU6UP_=v#26ggz|EN}I89UHn8p;@0hGmKV&^*o!Z0 z>9W6R3s&=Q5(Cj?P4Mf^6f9g?{zjSbYjj1%# zy@uxhxpSX%iZM12_xBQL|~xF`6ZWB`Y=_6=-c7 zln;0E$e*j|8nik2=Fvlg?c6C(_cq;qdHC|JzI*OCP&QQboM8kLUGt8q6)mSY-5*9? zZ_c&O`}U;T_W}N5cV%~{VX}8TuFQ3DiPHO}+nhEs2H~T%kj`3} z7zKP%={^@M{C;mq`N#8%?BPCD>=AazNaSUF|H^oN{3}KPNT=&Wg~HHtP48Ymdoe2> zme;fWTs|^V>&$Z%4yf64;-@7Y-3}-bKNwJaghd8%tlronsJ0&oA%VfW6$t4!8z(VoAw)O zvR}|mE8DMK+0hbsN@7`q2MY(~lRq1;ip@oJ*VVZVbA0}s&7Xz#u20hO z?uu#Ip*Qg3mVoZ|54N5kjJzmTOY#NIXOreB4&WTe{f(9Lop2ZVgKrmbQT?Fgg)ozJ zWoBx&7`WRo$-`5$b$27j{Y{yV8z*A;Q;*p$=yfM@C_sxy#4{OMb*Ib#3ey>=ac zHhU9fwzB}`?@vtt?7lzUS^uuv?*{$up}#d>f6t+RWYNES=ywnOUa5cbD1aIMw=ZKG z`|j3%JJ;Xak6*TJzwX5Tx4RCbHy(K8FI!|34UYTzU9CbEs8u|FuX$v|_F^~IL Any: # https://docs.sentry.io/platforms/python/troubleshooting/#addressing-concurrency-issues - with Hub(Hub.current): - set_tag("temporal.execution_type", "activity") - set_tag("module", input.fn.__module__ + "." + input.fn.__qualname__) - + with sentry_sdk.isolation_scope() as scope: + scope.set_tag("temporal.execution_type", "activity") + scope.set_tag("module", input.fn.__module__ + "." + input.fn.__qualname__) activity_info = activity.info() - _set_common_workflow_tags(activity_info) - set_tag("temporal.activity.id", activity_info.activity_id) - set_tag("temporal.activity.type", activity_info.activity_type) - set_tag("temporal.activity.task_queue", activity_info.task_queue) - set_tag("temporal.workflow.namespace", activity_info.workflow_namespace) - set_tag("temporal.workflow.run_id", activity_info.workflow_run_id) + scope.set_tag("temporal.workflow.type", activity_info.workflow_type) + scope.set_tag("temporal.workflow.id", activity_info.workflow_id) + scope.set_tag("temporal.activity.id", activity_info.activity_id) + scope.set_tag("temporal.activity.type", activity_info.activity_type) + scope.set_tag("temporal.activity.task_queue", activity_info.task_queue) + scope.set_tag( + "temporal.workflow.namespace", activity_info.workflow_namespace + ) + scope.set_tag("temporal.workflow.run_id", activity_info.workflow_run_id) try: return await super().execute_activity(input) except Exception as e: if len(input.args) == 1: [arg] = input.args if is_dataclass(arg) and not isinstance(arg, type): - set_context("temporal.activity.input", asdict(arg)) - set_context("temporal.activity.info", activity.info().__dict__) - capture_exception() + scope.set_context("temporal.activity.input", asdict(arg)) + scope.set_context("temporal.activity.info", activity.info().__dict__) + scope.capture_exception() raise e class _SentryWorkflowInterceptor(WorkflowInboundInterceptor): async def execute_workflow(self, input: ExecuteWorkflowInput) -> Any: # https://docs.sentry.io/platforms/python/troubleshooting/#addressing-concurrency-issues - with Hub(Hub.current): - set_tag("temporal.execution_type", "workflow") - set_tag("module", input.run_fn.__module__ + "." + input.run_fn.__qualname__) + with sentry_sdk.isolation_scope() as scope: + scope.set_tag("temporal.execution_type", "workflow") + scope.set_tag( + "module", input.run_fn.__module__ + "." + input.run_fn.__qualname__ + ) workflow_info = workflow.info() - _set_common_workflow_tags(workflow_info) - set_tag("temporal.workflow.task_queue", workflow_info.task_queue) - set_tag("temporal.workflow.namespace", workflow_info.namespace) - set_tag("temporal.workflow.run_id", workflow_info.run_id) + scope.set_tag("temporal.workflow.type", workflow_info.workflow_type) + scope.set_tag("temporal.workflow.id", workflow_info.workflow_id) + scope.set_tag("temporal.workflow.task_queue", workflow_info.task_queue) + scope.set_tag("temporal.workflow.namespace", workflow_info.namespace) + scope.set_tag("temporal.workflow.run_id", workflow_info.run_id) try: return await super().execute_workflow(input) except Exception as e: if len(input.args) == 1: [arg] = input.args if is_dataclass(arg) and not isinstance(arg, type): - set_context("temporal.workflow.input", asdict(arg)) - set_context("temporal.workflow.info", workflow.info().__dict__) - + scope.set_context("temporal.workflow.input", asdict(arg)) + scope.set_context("temporal.workflow.info", workflow.info().__dict__) if not workflow.unsafe.is_replaying(): with workflow.unsafe.sandbox_unrestricted(): - capture_exception() + scope.capture_exception() raise e @@ -78,9 +81,6 @@ class SentryInterceptor(Interceptor): def intercept_activity( self, next: ActivityInboundInterceptor ) -> ActivityInboundInterceptor: - """Implementation of - :py:meth:`temporalio.worker.Interceptor.intercept_activity`. - """ return _SentryActivityInboundInterceptor(super().intercept_activity(next)) def workflow_interceptor_class( diff --git a/sentry/starter.py b/sentry/starter.py index 9d0a0dc7..372a732c 100644 --- a/sentry/starter.py +++ b/sentry/starter.py @@ -1,9 +1,8 @@ import asyncio -import os from temporalio.client import Client -from sentry.worker import GreetingWorkflow +from sentry.workflow import SentryExampleWorkflow, SentryExampleWorkflowInput async def main(): @@ -11,13 +10,16 @@ async def main(): client = await Client.connect("localhost:7233") # Run workflow - result = await client.execute_workflow( - GreetingWorkflow.run, - "World", - id="sentry-workflow-id", - task_queue="sentry-task-queue", - ) - print(f"Workflow result: {result}") + try: + result = await client.execute_workflow( + SentryExampleWorkflow.run, + SentryExampleWorkflowInput(option="broken"), + id="sentry-workflow-id", + task_queue="sentry-task-queue", + ) + print(f"Workflow result: {result}") + except Exception: + print("Workflow failed - check Sentry for details") if __name__ == "__main__": diff --git a/sentry/worker.py b/sentry/worker.py index 1db0826b..723b8e52 100644 --- a/sentry/worker.py +++ b/sentry/worker.py @@ -1,64 +1,92 @@ import asyncio -import logging import os -from dataclasses import dataclass -from datetime import timedelta import sentry_sdk -from temporalio import activity, workflow +from sentry_sdk.integrations.asyncio import AsyncioIntegration +from sentry_sdk.types import Event, Hint from temporalio.client import Client from temporalio.worker import Worker +from temporalio.worker.workflow_sandbox import ( + SandboxedWorkflowRunner, + SandboxRestrictions, +) +from sentry.activity import broken_activity, working_activity from sentry.interceptor import SentryInterceptor +from sentry.workflow import SentryExampleWorkflow +interrupt_event = asyncio.Event() -@dataclass -class ComposeGreetingInput: - greeting: str - name: str +def before_send(event: Event, hint: Hint) -> Event | None: + # Filter out __ShutdownRequested events raised by the worker's internals + if str(hint.get("exc_info", [None])[0].__name__) == "_ShutdownRequested": + return None -@activity.defn -async def compose_greeting(input: ComposeGreetingInput) -> str: - activity.logger.info("Running activity with parameter %s" % input) - return f"{input.greeting}, {input.name}!" + return event -@workflow.defn -class GreetingWorkflow: - @workflow.run - async def run(self, name: str) -> str: - workflow.logger.info("Running workflow with parameter %s" % name) - return await workflow.execute_activity( - compose_greeting, - ComposeGreetingInput("Hello", name), - start_to_close_timeout=timedelta(seconds=10), +def initialise_sentry() -> None: + sentry_dsn = os.environ.get("SENTRY_DSN") + if not sentry_dsn: + print( + "SENTRY_DSN environment variable is not set. Sentry will not be initialized." ) + return + environment = os.environ.get("ENVIRONMENT") + sentry_sdk.init( + dsn=sentry_dsn, + environment=environment, + integrations=[ + AsyncioIntegration(), + ], + attach_stacktrace=True, + before_send=before_send, + ) + print(f"Sentry SDK initialized for environment: {environment!r}") -async def main(): - # Uncomment the line below to see logging - # logging.basicConfig(level=logging.INFO) +async def main(): # Initialize the Sentry SDK - sentry_sdk.init( - dsn=os.environ.get("SENTRY_DSN"), - ) + initialise_sentry() # Start client client = await Client.connect("localhost:7233") # Run a worker for the workflow - worker = Worker( + async with Worker( client, task_queue="sentry-task-queue", - workflows=[GreetingWorkflow], - activities=[compose_greeting], + workflows=[SentryExampleWorkflow], + activities=[broken_activity, working_activity], interceptors=[SentryInterceptor()], # Use SentryInterceptor for error reporting - ) - - await worker.run() + workflow_runner=SandboxedWorkflowRunner( + restrictions=SandboxRestrictions.default.with_passthrough_modules( + "sentry_sdk" + ) + ), + ): + # Wait until interrupted + print("Worker started, ctrl+c to exit") + await interrupt_event.wait() + print("Shutting down") if __name__ == "__main__": - asyncio.run(main()) + # Note: "Addressing Concurrency Issues" section in Sentry docs recommends using + # the AsyncioIntegration: "If you do concurrency with asyncio coroutines, make + # sure to use the AsyncioIntegration which will clone the correct scope in your Tasks" + # See https://docs.sentry.io/platforms/python/troubleshooting/ + # + # However, this captures all unhandled exceptions in the event loop. + # So handle shutdown gracefully to avoid CancelledError and KeyboardInterrupt + # exceptions being captured as errors. Sentry also captures the worker's + # _ShutdownRequested exception, which is probably not useful. We've filtered this + # out in Sentry's before_send function. + loop = asyncio.new_event_loop() + try: + loop.run_until_complete(main()) + except KeyboardInterrupt: + interrupt_event.set() + loop.run_until_complete(loop.shutdown_asyncgens()) diff --git a/sentry/workflow.py b/sentry/workflow.py new file mode 100644 index 00000000..4cb779ea --- /dev/null +++ b/sentry/workflow.py @@ -0,0 +1,38 @@ +import typing +from dataclasses import dataclass +from datetime import timedelta + +from temporalio import workflow +from temporalio.common import RetryPolicy + +from sentry.activity import WorkingActivityInput, working_activity + +with workflow.unsafe.imports_passed_through(): + from sentry.activity import BrokenActivityInput, broken_activity + + +@dataclass +class SentryExampleWorkflowInput: + option: typing.Literal["working", "broken"] + + +@workflow.defn +class SentryExampleWorkflow: + @workflow.run + async def run(self, input: SentryExampleWorkflowInput) -> str: + workflow.logger.info("Running workflow with parameter %r" % input) + + if input.option == "working": + return await workflow.execute_activity( + working_activity, + WorkingActivityInput(message="Hello, Temporal!"), + start_to_close_timeout=timedelta(seconds=10), + retry_policy=RetryPolicy(maximum_attempts=1), + ) + + return await workflow.execute_activity( + broken_activity, + BrokenActivityInput(message="Hello, Temporal!"), + start_to_close_timeout=timedelta(seconds=10), + retry_policy=RetryPolicy(maximum_attempts=1), + ) diff --git a/tests/sentry/fake_sentry_transport.py b/tests/sentry/fake_sentry_transport.py new file mode 100644 index 00000000..7d1b087d --- /dev/null +++ b/tests/sentry/fake_sentry_transport.py @@ -0,0 +1,17 @@ +import sentry_sdk +import sentry_sdk.types + + +class FakeSentryTransport: + """A fake transport that captures Sentry events in memory""" + + # Note: we could extend from sentry_sdk.transport.Transport + # but `sentry_sdk.init` also takes a simple callable that takes + # an Event rather than a serialised Envelope object, so testing + # is easier. + + def __init__(self): + self.events: list[sentry_sdk.types.Event] = [] + + def __call__(self, event: sentry_sdk.types.Event) -> None: + self.events.append(event) diff --git a/tests/sentry/test_interceptor.py b/tests/sentry/test_interceptor.py new file mode 100644 index 00000000..731bad8c --- /dev/null +++ b/tests/sentry/test_interceptor.py @@ -0,0 +1,156 @@ +import unittest.mock +from collections import abc + +import pytest +import sentry_sdk +import temporalio.activity +import temporalio.workflow +from sentry_sdk.integrations.asyncio import AsyncioIntegration +from temporalio.client import Client +from temporalio.worker import Worker +from temporalio.worker.workflow_sandbox import ( + SandboxedWorkflowRunner, + SandboxRestrictions, +) + +from sentry.activity import broken_activity, working_activity +from sentry.interceptor import SentryInterceptor +from sentry.workflow import SentryExampleWorkflow, SentryExampleWorkflowInput +from tests.sentry.fake_sentry_transport import FakeSentryTransport + + +@pytest.fixture +def transport() -> FakeSentryTransport: + """Fixture to provide a fake transport for Sentry SDK.""" + return FakeSentryTransport() + + +@pytest.fixture(autouse=True) +def sentry_init(transport: FakeSentryTransport) -> None: + """Initialize Sentry for testing.""" + sentry_sdk.init( + transport=transport, + integrations=[ + AsyncioIntegration(), + ], + ) + + +@pytest.fixture +async def worker(client: Client) -> abc.AsyncIterator[Worker]: + """Fixture to provide a worker for testing.""" + async with Worker( + client, + task_queue="sentry-task-queue", + workflows=[SentryExampleWorkflow], + activities=[broken_activity, working_activity], + interceptors=[SentryInterceptor()], + workflow_runner=SandboxedWorkflowRunner( + restrictions=SandboxRestrictions.default.with_passthrough_modules( + "sentry_sdk" + ) + ), + ) as worker: + yield worker + + +async def test_sentry_interceptor_reports_no_errors_when_workflow_succeeds( + client: Client, worker: Worker, transport: FakeSentryTransport +) -> None: + """Test that Sentry interceptor reports no errors when workflow succeeds.""" + # WHEN + try: + await client.execute_workflow( + SentryExampleWorkflow.run, + SentryExampleWorkflowInput(option="working"), + id="sentry-workflow-id", + task_queue=worker.task_queue, + ) + except Exception: + pytest.fail("Workflow should not raise an exception") + + # THEN + assert len(transport.events) == 0, "No events should be captured" + + +async def test_sentry_interceptor_captures_errors( + client: Client, worker: Worker, transport: FakeSentryTransport +) -> None: + """Test that errors are captured with correct Sentry metadata.""" + # WHEN + try: + await client.execute_workflow( + SentryExampleWorkflow.run, + SentryExampleWorkflowInput(option="broken"), + id="sentry-workflow-id", + task_queue=worker.task_queue, + ) + pytest.fail("Workflow should raise an exception") + except Exception: + pass + + # THEN + # there should be two events: one for the failed activity and one for the failed workflow + assert len(transport.events) == 2, "Two events should be captured" + + # Check the first event - should be the activity exception + # -------------------------------------------------------- + event = transport.events[0] + + # Check exception was captured + assert event["exception"]["values"][0]["type"] == "Exception" + assert event["exception"]["values"][0]["value"] == "Activity failed!" + + # Check useful metadata were captured as tags + assert event["tags"] == { + "temporal.execution_type": "activity", + "module": "sentry.activity.broken_activity", + "temporal.workflow.type": "SentryExampleWorkflow", + "temporal.workflow.id": "sentry-workflow-id", + "temporal.activity.id": "1", + "temporal.activity.type": "broken_activity", + "temporal.activity.task_queue": "sentry-task-queue", + "temporal.workflow.namespace": "default", + "temporal.workflow.run_id": unittest.mock.ANY, + } + + # Check activity input was captured as context + assert event["contexts"]["temporal.activity.input"] == { + "message": "Hello, Temporal!", + } + + # Check activity info was captured as context + activity_info = temporalio.activity.Info( + **event["contexts"]["temporal.activity.info"] # type: ignore + ) + assert activity_info.activity_type == "broken_activity" + + # Check the second event - should be the workflow exception + # --------------------------------------------------------- + event = transport.events[1] + + # Check exception was captured + assert event["exception"]["values"][0]["type"] == "ApplicationError" + assert event["exception"]["values"][0]["value"] == "Activity failed!" + + # Check useful metadata were captured as tags + assert event["tags"] == { + "temporal.execution_type": "workflow", + "module": "sentry.workflow.SentryExampleWorkflow.run", + "temporal.workflow.type": "SentryExampleWorkflow", + "temporal.workflow.id": "sentry-workflow-id", + "temporal.workflow.task_queue": "sentry-task-queue", + "temporal.workflow.namespace": "default", + "temporal.workflow.run_id": unittest.mock.ANY, + } + + # Check workflow input was captured as context + assert event["contexts"]["temporal.workflow.input"] == { + "option": "broken", + } + + # Check workflow info was captured as context + workflow_info = temporalio.workflow.Info( + **event["contexts"]["temporal.workflow.info"] # type: ignore + ) + assert workflow_info.workflow_type == "SentryExampleWorkflow" diff --git a/uv.lock b/uv.lock index 8fc1c4b4..9b1309d1 100644 --- a/uv.lock +++ b/uv.lock @@ -2477,15 +2477,15 @@ wheels = [ [[package]] name = "sentry-sdk" -version = "1.45.1" +version = "2.34.1" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "certifi" }, { name = "urllib3" }, ] -sdist = { url = "https://files.pythonhosted.org/packages/c8/28/02c0cd9184f9108e3c52519f9628b215077a3854240e0b17ae845e664855/sentry_sdk-1.45.1.tar.gz", hash = "sha256:a16c997c0f4e3df63c0fc5e4207ccb1ab37900433e0f72fef88315d317829a26", size = 244774, upload-time = "2024-07-26T13:48:32.375Z" } +sdist = { url = "https://files.pythonhosted.org/packages/3a/38/10d6bfe23df1bfc65ac2262ed10b45823f47f810b0057d3feeea1ca5c7ed/sentry_sdk-2.34.1.tar.gz", hash = "sha256:69274eb8c5c38562a544c3e9f68b5be0a43be4b697f5fd385bf98e4fbe672687", size = 336969, upload-time = "2025-07-30T11:13:37.93Z" } wheels = [ - { url = "https://files.pythonhosted.org/packages/fe/9f/105366a122efa93f0cb1914f841747d160788e4d022d0488d2d44c2ba26c/sentry_sdk-1.45.1-py2.py3-none-any.whl", hash = "sha256:608887855ccfe39032bfd03936e3a1c4f4fc99b3a4ac49ced54a4220de61c9c1", size = 267163, upload-time = "2024-07-26T13:48:29.38Z" }, + { url = "https://files.pythonhosted.org/packages/2d/3e/bb34de65a5787f76848a533afbb6610e01fbcdd59e76d8679c254e02255c/sentry_sdk-2.34.1-py2.py3-none-any.whl", hash = "sha256:b7a072e1cdc5abc48101d5146e1ae680fa81fe886d8d95aaa25a0b450c818d32", size = 357743, upload-time = "2025-07-30T11:13:36.145Z" }, ] [[package]] @@ -2748,7 +2748,7 @@ openai-agents = [ { name = "temporalio", extras = ["openai-agents"], specifier = ">=1.15.0" }, ] pydantic-converter = [{ name = "pydantic", specifier = ">=2.10.6,<3" }] -sentry = [{ name = "sentry-sdk", specifier = ">=1.11.0,<2" }] +sentry = [{ name = "sentry-sdk", specifier = ">=2.13.0" }] trio-async = [ { name = "trio", specifier = ">=0.28.0,<0.29" }, { name = "trio-asyncio", specifier = ">=0.15.0,<0.16" }, From c0b37a49854e0ed21af87a57ad77ea81ca60f1c4 Mon Sep 17 00:00:00 2001 From: Thomas Hardy Date: Tue, 12 Aug 2025 11:56:55 -0700 Subject: [PATCH 37/68] External client configuration sample (#228) * External client configuration sample * update sample * linting * address review --- README.md | 1 + env_config/README.md | 43 +++++++++++++++++++++++++++++ env_config/__init__.py | 1 + env_config/config.toml | 40 +++++++++++++++++++++++++++ env_config/load_from_file.py | 46 +++++++++++++++++++++++++++++++ env_config/load_profile.py | 52 ++++++++++++++++++++++++++++++++++++ 6 files changed, 183 insertions(+) create mode 100644 env_config/README.md create mode 100644 env_config/__init__.py create mode 100644 env_config/config.toml create mode 100644 env_config/load_from_file.py create mode 100644 env_config/load_profile.py diff --git a/README.md b/README.md index 4a4bb829..43d2cba6 100644 --- a/README.md +++ b/README.md @@ -66,6 +66,7 @@ Some examples require extra dependencies. See each sample's directory for specif * [custom_metric](custom_metric) - Custom metric to record the workflow type in the activity schedule to start latency. * [dsl](dsl) - DSL workflow that executes steps defined in a YAML file. * [encryption](encryption) - Apply end-to-end encryption for all input/output. +* [env_config](env_config) - Load client configuration from TOML files with programmatic overrides. * [gevent_async](gevent_async) - Combine gevent and Temporal. * [langchain](langchain) - Orchestrate workflows for LangChain. * [message_passing/introduction](message_passing/introduction/) - Introduction to queries, signals, and updates. diff --git a/env_config/README.md b/env_config/README.md new file mode 100644 index 00000000..6496900a --- /dev/null +++ b/env_config/README.md @@ -0,0 +1,43 @@ +# Temporal External Client Configuration Samples + +This directory contains Python samples that demonstrate how to use the Temporal SDK's external client configuration feature. This feature allows you to configure a `temporalio.client.Client` using a TOML file and/or programmatic overrides, decoupling connection settings from your application code. + +## Prerequisites + +To run, first see [README.md](../README.md) for prerequisites. + +## Configuration File + +The `config.toml` file defines three profiles for different environments: + +- `[profile.default]`: A working configuration for local development. +- `[profile.staging]`: A configuration with an intentionally **incorrect** address (`localhost:9999`) to demonstrate how it can be corrected by an override. +- `[profile.prod]`: A non-runnable, illustrative-only configuration showing a realistic setup for Temporal Cloud with placeholder credentials. This profile is not used by the samples but serves as a reference. + +## Samples + +The following Python scripts demonstrate different ways to load and use these configuration profiles. Each runnable sample highlights a unique feature. + +### `load_from_file.py` + +This sample shows the most common use case: loading the `default` profile from the `config.toml` file. + +**To run this sample:** + +```bash +uv run env_config/load_from_file.py +``` + +### `load_profile.py` + +This sample demonstrates loading the `staging` profile by name (which has an incorrect address) and then correcting the address programmatically. This highlights the recommended approach for overriding configuration values at runtime. + +**To run this sample:** + +```bash +uv run env_config/load_profile.py +``` + +## Running the Samples + +You can run each sample script directly from the root of the `samples-python` repository. Ensure you have the necessary dependencies installed by running `pip install -e .` (or the equivalent for your environment). \ No newline at end of file diff --git a/env_config/__init__.py b/env_config/__init__.py new file mode 100644 index 00000000..0519ecba --- /dev/null +++ b/env_config/__init__.py @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/env_config/config.toml b/env_config/config.toml new file mode 100644 index 00000000..81f07f78 --- /dev/null +++ b/env_config/config.toml @@ -0,0 +1,40 @@ +# This is a sample configuration file for demonstrating Temporal's environment +# configuration feature. It defines multiple profiles for different environments, +# such as local development, production, and staging. + +# Default profile for local development +[profile.default] +address = "localhost:7233" +namespace = "default" + +# Optional: Add custom gRPC headers +[profile.default.grpc_meta] +my-custom-header = "development-value" +trace-id = "dev-trace-123" + +# Staging profile with inline certificate data +[profile.staging] +address = "localhost:9999" +namespace = "staging" + +# An example production profile for Temporal Cloud +[profile.prod] +address = "your-namespace.a1b2c.tmprl.cloud:7233" +namespace = "your-namespace" +# Replace with your actual Temporal Cloud API key +api_key = "your-api-key-here" + +# TLS configuration for production +[profile.prod.tls] +# TLS is auto-enabled when an API key is present, but you can configure it +# explicitly. +# disabled = false + +# Use certificate files for mTLS. Replace with actual paths. +client_cert_path = "/etc/temporal/certs/client.pem" +client_key_path = "/etc/temporal/certs/client.key" + +# Custom headers for production +[profile.prod.grpc_meta] +environment = "production" +service-version = "v1.2.3" \ No newline at end of file diff --git a/env_config/load_from_file.py b/env_config/load_from_file.py new file mode 100644 index 00000000..ab3bad14 --- /dev/null +++ b/env_config/load_from_file.py @@ -0,0 +1,46 @@ +""" +This sample demonstrates loading the default environment configuration profile +from a TOML file. +""" + +import asyncio +from pathlib import Path + +from temporalio.client import Client +from temporalio.envconfig import ClientConfig + + +async def main(): + """ + Loads the default profile from the config.toml file in this directory. + """ + print("--- Loading default profile from config.toml ---") + + # For this sample to be self-contained, we explicitly provide the path to + # the config.toml file included in this directory. + # By default though, the config.toml file will be loaded from + # ~/.config/temporalio/temporal.toml (or the equivalent standard config directory on your OS). + config_file = Path(__file__).parent / "config.toml" + + # load_client_connect_config is a helper that loads a profile and prepares + # the config dictionary for Client.connect. By default, it loads the + # "default" profile. + connect_config = ClientConfig.load_client_connect_config( + config_file=str(config_file) + ) + + print(f"Loaded 'default' profile from {config_file}.") + print(f" Address: {connect_config.get('target_host')}") + print(f" Namespace: {connect_config.get('namespace')}") + print(f" gRPC Metadata: {connect_config.get('rpc_metadata')}") + + print("\nAttempting to connect to client...") + try: + await Client.connect(**connect_config) # type: ignore + print("✅ Client connected successfully!") + except Exception as e: + print(f"❌ Failed to connect: {e}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/env_config/load_profile.py b/env_config/load_profile.py new file mode 100644 index 00000000..fe4f51cf --- /dev/null +++ b/env_config/load_profile.py @@ -0,0 +1,52 @@ +""" +This sample demonstrates loading a named environment configuration profile and +programmatically overriding its values. +""" + +import asyncio +from pathlib import Path + +from temporalio.client import Client +from temporalio.envconfig import ClientConfig + + +async def main(): + """ + Demonstrates loading a named profile and overriding values programmatically. + """ + print("--- Loading 'staging' profile with programmatic overrides ---") + + config_file = Path(__file__).parent / "config.toml" + profile_name = "staging" + + print( + "The 'staging' profile in config.toml has an incorrect address (localhost:9999)." + ) + print("We'll programmatically override it to the correct address.") + + # Load the 'staging' profile. + connect_config = ClientConfig.load_client_connect_config( + profile=profile_name, + config_file=str(config_file), + ) + + # Override the target host to the correct address. + # This is the recommended way to override configuration values. + connect_config["target_host"] = "localhost:7233" + + print(f"\nLoaded '{profile_name}' profile from {config_file} with overrides.") + print( + f" Address: {connect_config.get('target_host')} (overridden from localhost:9999)" + ) + print(f" Namespace: {connect_config.get('namespace')}") + + print("\nAttempting to connect to client...") + try: + await Client.connect(**connect_config) # type: ignore + print("✅ Client connected successfully!") + except Exception as e: + print(f"❌ Failed to connect: {e}") + + +if __name__ == "__main__": + asyncio.run(main()) From 6047af020c1aa498287f8f393c91ed1807387eab Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Antonio=20Mendoza=20P=C3=A9rez?= Date: Wed, 13 Aug 2025 07:00:50 +0200 Subject: [PATCH 38/68] remove-unused-parameter (#234) --- tests/updatable_timer/updatable_timer_test.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/updatable_timer/updatable_timer_test.py b/tests/updatable_timer/updatable_timer_test.py index f1e38245..1f3d8ae0 100644 --- a/tests/updatable_timer/updatable_timer_test.py +++ b/tests/updatable_timer/updatable_timer_test.py @@ -10,7 +10,7 @@ from updatable_timer.workflow import Workflow -async def test_updatable_timer_workflow(client: Client): +async def test_updatable_timer_workflow(): logging.basicConfig(level=logging.DEBUG) task_queue_name = str(uuid.uuid4()) From 0cae31358ea35d503016043fb576396e353514c8 Mon Sep 17 00:00:00 2001 From: Jinjia Date: Mon, 25 Aug 2025 22:00:18 +0300 Subject: [PATCH 39/68] fix worker task queue name in basic example (#237) --- openai_agents/basic/run_worker.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/openai_agents/basic/run_worker.py b/openai_agents/basic/run_worker.py index f9bc0bf5..94d6a882 100644 --- a/openai_agents/basic/run_worker.py +++ b/openai_agents/basic/run_worker.py @@ -47,7 +47,7 @@ async def main(): worker = Worker( client, - task_queue="openai-agents-task-queue", + task_queue="openai-agents-basic-task-queue", workflows=[ HelloWorldAgent, ToolsWorkflow, From 2f36e1a10bbc2265dd6818b1f7e5bfe41d1371bf Mon Sep 17 00:00:00 2001 From: Dan Davison Date: Wed, 3 Sep 2025 10:41:37 -0400 Subject: [PATCH 40/68] Invoke workflow-backed op in two-stage style (#242) --- hello_nexus/caller/workflows.py | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/hello_nexus/caller/workflows.py b/hello_nexus/caller/workflows.py index 240b8b8c..2016f99f 100644 --- a/hello_nexus/caller/workflows.py +++ b/hello_nexus/caller/workflows.py @@ -21,15 +21,15 @@ def __init__(self): @workflow.run async def run(self, name: str) -> tuple[MyOutput, MyOutput]: # Start the nexus operation and wait for the result in one go, using execute_operation. - wf_result = await self.nexus_client.execute_operation( - MyNexusService.my_workflow_run_operation, + op_1_result = await self.nexus_client.execute_operation( + MyNexusService.my_sync_operation, MyInput(name), ) # Alternatively, you can use start_operation to obtain the operation handle and # then `await` the handle to obtain the result. - sync_operation_handle = await self.nexus_client.start_operation( - MyNexusService.my_sync_operation, + op_2_handle = await self.nexus_client.start_operation( + MyNexusService.my_workflow_run_operation, MyInput(name), ) - sync_result = await sync_operation_handle - return sync_result, wf_result + op_2_result = await op_2_handle + return op_1_result, op_2_result From 0c66e2f5e68942b3c8abdebd889e8b85b352fe32 Mon Sep 17 00:00:00 2001 From: Spencer Judge Date: Wed, 10 Sep 2025 13:57:36 -0700 Subject: [PATCH 41/68] Add nexus multiple args sample (#244) * Add nexus multiple args sample * Autoformat * Ugh, StrEnum only 3.11 * Remove pointless comment * Add snipsync --- nexus_multiple_args/README.md | 33 ++++++++++++ nexus_multiple_args/__init__.py | 0 nexus_multiple_args/caller/__init__.py | 0 nexus_multiple_args/caller/app.py | 53 +++++++++++++++++++ nexus_multiple_args/caller/workflows.py | 30 +++++++++++ nexus_multiple_args/handler/__init__.py | 0 .../handler/service_handler.py | 39 ++++++++++++++ nexus_multiple_args/handler/worker.py | 45 ++++++++++++++++ nexus_multiple_args/handler/workflows.py | 32 +++++++++++ nexus_multiple_args/service.py | 34 ++++++++++++ tests/hello_nexus/hello_nexus_test.py | 2 +- tests/helpers/__init__.py | 0 .../helpers.py => helpers/nexus.py} | 0 tests/nexus_multiple_args/__init__.py | 0 .../nexus_multiple_args_test.py | 50 +++++++++++++++++ 15 files changed, 317 insertions(+), 1 deletion(-) create mode 100644 nexus_multiple_args/README.md create mode 100644 nexus_multiple_args/__init__.py create mode 100644 nexus_multiple_args/caller/__init__.py create mode 100644 nexus_multiple_args/caller/app.py create mode 100644 nexus_multiple_args/caller/workflows.py create mode 100644 nexus_multiple_args/handler/__init__.py create mode 100644 nexus_multiple_args/handler/service_handler.py create mode 100644 nexus_multiple_args/handler/worker.py create mode 100644 nexus_multiple_args/handler/workflows.py create mode 100644 nexus_multiple_args/service.py create mode 100644 tests/helpers/__init__.py rename tests/{hello_nexus/helpers.py => helpers/nexus.py} (100%) create mode 100644 tests/nexus_multiple_args/__init__.py create mode 100644 tests/nexus_multiple_args/nexus_multiple_args_test.py diff --git a/nexus_multiple_args/README.md b/nexus_multiple_args/README.md new file mode 100644 index 00000000..8da0f146 --- /dev/null +++ b/nexus_multiple_args/README.md @@ -0,0 +1,33 @@ +This sample shows how to map a Nexus operation to a handler workflow that takes multiple input arguments. The Nexus operation receives a single input object but unpacks it into multiple arguments when starting the workflow. + +### Sample directory structure + +- [service.py](./service.py) - shared Nexus service definition +- [caller](./caller) - a caller workflow that executes Nexus operations, together with a worker and starter code +- [handler](./handler) - Nexus operation handlers, together with a workflow used by the Nexus operation, and a worker that polls for both workflow and Nexus tasks. + +### Instructions + +Start a Temporal server. (See the main samples repo [README](../README.md)). + +Run the following: + +``` +temporal operator namespace create --namespace nexus-multiple-args-handler-namespace +temporal operator namespace create --namespace nexus-multiple-args-caller-namespace + +temporal operator nexus endpoint create \ + --name nexus-multiple-args-nexus-endpoint \ + --target-namespace nexus-multiple-args-handler-namespace \ + --target-task-queue nexus-multiple-args-handler-task-queue +``` + +In one terminal, run the Temporal worker in the handler namespace: +``` +uv run nexus_multiple_args/handler/worker.py +``` + +In another terminal, run the Temporal worker in the caller namespace and start the caller workflow: +``` +uv run nexus_multiple_args/caller/app.py +``` \ No newline at end of file diff --git a/nexus_multiple_args/__init__.py b/nexus_multiple_args/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/nexus_multiple_args/caller/__init__.py b/nexus_multiple_args/caller/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/nexus_multiple_args/caller/app.py b/nexus_multiple_args/caller/app.py new file mode 100644 index 00000000..88aadbf9 --- /dev/null +++ b/nexus_multiple_args/caller/app.py @@ -0,0 +1,53 @@ +import asyncio +import uuid +from typing import Optional + +from temporalio.client import Client +from temporalio.worker import Worker + +from nexus_multiple_args.caller.workflows import CallerWorkflow + +NAMESPACE = "nexus-multiple-args-caller-namespace" +TASK_QUEUE = "nexus-multiple-args-caller-task-queue" + + +async def execute_caller_workflow( + client: Optional[Client] = None, +) -> tuple[str, str]: + client = client or await Client.connect( + "localhost:7233", + namespace=NAMESPACE, + ) + + async with Worker( + client, + task_queue=TASK_QUEUE, + workflows=[CallerWorkflow], + ): + # Execute workflow with English language + result1 = await client.execute_workflow( + CallerWorkflow.run, + args=["Nexus", "en"], + id=str(uuid.uuid4()), + task_queue=TASK_QUEUE, + ) + + # Execute workflow with Spanish language + result2 = await client.execute_workflow( + CallerWorkflow.run, + args=["Nexus", "es"], + id=str(uuid.uuid4()), + task_queue=TASK_QUEUE, + ) + + return result1, result2 + + +if __name__ == "__main__": + loop = asyncio.new_event_loop() + try: + results = loop.run_until_complete(execute_caller_workflow()) + for result in results: + print(result) + except KeyboardInterrupt: + loop.run_until_complete(loop.shutdown_asyncgens()) diff --git a/nexus_multiple_args/caller/workflows.py b/nexus_multiple_args/caller/workflows.py new file mode 100644 index 00000000..940a032f --- /dev/null +++ b/nexus_multiple_args/caller/workflows.py @@ -0,0 +1,30 @@ +from temporalio import workflow + +with workflow.unsafe.imports_passed_through(): + from nexus_multiple_args.service import HelloInput, MyNexusService + +NEXUS_ENDPOINT = "nexus-multiple-args-nexus-endpoint" + + +# This is a workflow that calls a nexus operation with multiple arguments. +@workflow.defn +class CallerWorkflow: + # An __init__ method is always optional on a workflow class. Here we use it to set the + # nexus client, but that could alternatively be done in the run method. + def __init__(self): + self.nexus_client = workflow.create_nexus_client( + service=MyNexusService, + endpoint=NEXUS_ENDPOINT, + ) + + # The workflow run method demonstrates calling a nexus operation with multiple arguments + # packed into an input object. + @workflow.run + async def run(self, name: str, language: str) -> str: + # Start the nexus operation and wait for the result in one go, using execute_operation. + # The multiple arguments (name and language) are packed into a HelloInput object. + result = await self.nexus_client.execute_operation( + MyNexusService.hello, + HelloInput(name=name, language=language), + ) + return result.message diff --git a/nexus_multiple_args/handler/__init__.py b/nexus_multiple_args/handler/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/nexus_multiple_args/handler/service_handler.py b/nexus_multiple_args/handler/service_handler.py new file mode 100644 index 00000000..c2ddfb92 --- /dev/null +++ b/nexus_multiple_args/handler/service_handler.py @@ -0,0 +1,39 @@ +from __future__ import annotations + +import uuid + +import nexusrpc +from temporalio import nexus + +from nexus_multiple_args.handler.workflows import HelloHandlerWorkflow +from nexus_multiple_args.service import HelloInput, HelloOutput, MyNexusService + + +# @@@SNIPSTART samples-python-nexus-handler-multiargs +@nexusrpc.handler.service_handler(service=MyNexusService) +class MyNexusServiceHandler: + """ + Service handler that demonstrates multiple argument handling in Nexus operations. + """ + + # This is a nexus operation that is backed by a Temporal workflow. + # The key feature here is that it demonstrates how to map a single input object + # (HelloInput) to a workflow that takes multiple individual arguments. + @nexus.workflow_run_operation + async def hello( + self, ctx: nexus.WorkflowRunOperationContext, input: HelloInput + ) -> nexus.WorkflowHandle[HelloOutput]: + """ + Start a workflow with multiple arguments unpacked from the input object. + """ + return await ctx.start_workflow( + HelloHandlerWorkflow.run, + args=[ + input.name, # First argument: name + input.language, # Second argument: language + ], + id=str(uuid.uuid4()), + ) + + +# @@@SNIPEND diff --git a/nexus_multiple_args/handler/worker.py b/nexus_multiple_args/handler/worker.py new file mode 100644 index 00000000..d12a7ee1 --- /dev/null +++ b/nexus_multiple_args/handler/worker.py @@ -0,0 +1,45 @@ +import asyncio +import logging +from typing import Optional + +from temporalio.client import Client +from temporalio.worker import Worker + +from nexus_multiple_args.handler.service_handler import MyNexusServiceHandler +from nexus_multiple_args.handler.workflows import HelloHandlerWorkflow + +interrupt_event = asyncio.Event() + +NAMESPACE = "nexus-multiple-args-handler-namespace" +TASK_QUEUE = "nexus-multiple-args-handler-task-queue" + + +async def main(client: Optional[Client] = None): + logging.basicConfig(level=logging.INFO) + + client = client or await Client.connect( + "localhost:7233", + namespace=NAMESPACE, + ) + + # Start the worker, passing the Nexus service handler instance, in addition to the + # workflow classes that are started by your nexus operations, and any activities + # needed. This Worker will poll for both workflow tasks and Nexus tasks. + async with Worker( + client, + task_queue=TASK_QUEUE, + workflows=[HelloHandlerWorkflow], + nexus_service_handlers=[MyNexusServiceHandler()], + ): + logging.info("Worker started, ctrl+c to exit") + await interrupt_event.wait() + logging.info("Shutting down") + + +if __name__ == "__main__": + loop = asyncio.new_event_loop() + try: + loop.run_until_complete(main()) + except KeyboardInterrupt: + interrupt_event.set() + loop.run_until_complete(loop.shutdown_asyncgens()) diff --git a/nexus_multiple_args/handler/workflows.py b/nexus_multiple_args/handler/workflows.py new file mode 100644 index 00000000..15bd0824 --- /dev/null +++ b/nexus_multiple_args/handler/workflows.py @@ -0,0 +1,32 @@ +from temporalio import workflow + +with workflow.unsafe.imports_passed_through(): + from nexus_multiple_args.service import HelloOutput + + +# This is the workflow that is started by the `hello` nexus operation. +# It demonstrates handling multiple arguments passed from the Nexus service. +@workflow.defn +class HelloHandlerWorkflow: + @workflow.run + async def run(self, name: str, language: str) -> HelloOutput: + """ + Handle the hello workflow with multiple arguments. + + This method receives the individual arguments (name and language) + that were unpacked from the HelloInput in the service handler. + """ + if language == "en": + message = f"Hello {name} 👋" + elif language == "fr": + message = f"Bonjour {name} 👋" + elif language == "de": + message = f"Hallo {name} 👋" + elif language == "es": + message = f"¡Hola! {name} 👋" + elif language == "tr": + message = f"Merhaba {name} 👋" + else: + raise ValueError(f"Unsupported language: {language}") + + return HelloOutput(message=message) diff --git a/nexus_multiple_args/service.py b/nexus_multiple_args/service.py new file mode 100644 index 00000000..ccae11fd --- /dev/null +++ b/nexus_multiple_args/service.py @@ -0,0 +1,34 @@ +""" +This is a Nexus service definition that demonstrates multiple argument handling. + +A service definition defines a Nexus service as a named collection of operations, each +with input and output types. It does not implement operation handling: see the service +handler and operation handlers in nexus_multiple_args.handler.service_handler for that. + +A Nexus service definition is used by Nexus callers (e.g. a Temporal workflow) to create +type-safe clients, and it is used by Nexus handlers to validate that they implement +correctly-named operation handlers with the correct input and output types. + +The service defined in this file features one operation: hello, where hello +demonstrates handling multiple arguments through a single input object. +""" + +from dataclasses import dataclass + +import nexusrpc + + +@dataclass +class HelloInput: + name: str + language: str + + +@dataclass +class HelloOutput: + message: str + + +@nexusrpc.service +class MyNexusService: + hello: nexusrpc.Operation[HelloInput, HelloOutput] diff --git a/tests/hello_nexus/hello_nexus_test.py b/tests/hello_nexus/hello_nexus_test.py index f9a8807d..fecfe17c 100644 --- a/tests/hello_nexus/hello_nexus_test.py +++ b/tests/hello_nexus/hello_nexus_test.py @@ -8,7 +8,7 @@ import hello_nexus.caller.app import hello_nexus.caller.workflows import hello_nexus.handler.worker -from tests.hello_nexus.helpers import create_nexus_endpoint, delete_nexus_endpoint +from tests.helpers.nexus import create_nexus_endpoint, delete_nexus_endpoint async def test_nexus_service_basic(client: Client, env: WorkflowEnvironment): diff --git a/tests/helpers/__init__.py b/tests/helpers/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/hello_nexus/helpers.py b/tests/helpers/nexus.py similarity index 100% rename from tests/hello_nexus/helpers.py rename to tests/helpers/nexus.py diff --git a/tests/nexus_multiple_args/__init__.py b/tests/nexus_multiple_args/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/nexus_multiple_args/nexus_multiple_args_test.py b/tests/nexus_multiple_args/nexus_multiple_args_test.py new file mode 100644 index 00000000..682b8f20 --- /dev/null +++ b/tests/nexus_multiple_args/nexus_multiple_args_test.py @@ -0,0 +1,50 @@ +import asyncio +import sys + +import pytest +from temporalio.client import Client +from temporalio.testing import WorkflowEnvironment + +import nexus_multiple_args.caller.app +import nexus_multiple_args.caller.workflows +import nexus_multiple_args.handler.worker +from tests.helpers.nexus import create_nexus_endpoint, delete_nexus_endpoint + + +async def test_nexus_multiple_args(client: Client, env: WorkflowEnvironment): + if env.supports_time_skipping: + pytest.skip("Nexus tests don't work under the Java test server") + + if sys.version_info[:2] < (3, 10): + pytest.skip("Sample is written for Python >= 3.10") + + create_response = await create_nexus_endpoint( + name=nexus_multiple_args.caller.workflows.NEXUS_ENDPOINT, + task_queue=nexus_multiple_args.handler.worker.TASK_QUEUE, + client=client, + ) + try: + handler_worker_task = asyncio.create_task( + nexus_multiple_args.handler.worker.main( + client, + ) + ) + await asyncio.sleep(1) + results = await nexus_multiple_args.caller.app.execute_caller_workflow( + client, + ) + nexus_multiple_args.handler.worker.interrupt_event.set() + await handler_worker_task + nexus_multiple_args.handler.worker.interrupt_event.clear() + + # Verify the expected output messages + assert results == ( + "Hello Nexus 👋", + "¡Hola! Nexus 👋", + ) + finally: + await delete_nexus_endpoint( + id=create_response.endpoint.id, + version=create_response.endpoint.version, + client=client, + ) From 8597fddd1589f5fb5c9a7152a6b63b43053d93a1 Mon Sep 17 00:00:00 2001 From: Spencer Judge Date: Wed, 17 Sep 2025 16:12:07 -0700 Subject: [PATCH 42/68] Update worker versioning sample to use deployments (#246) --- .gitignore | 1 + worker_versioning/README.md | 30 +++-- worker_versioning/activities.py | 20 ++- worker_versioning/app.py | 139 +++++++++++++++++++++ worker_versioning/example.py | 116 ------------------ worker_versioning/workerv1.py | 40 ++++++ worker_versioning/workerv1_1.py | 40 ++++++ worker_versioning/workerv2.py | 40 ++++++ worker_versioning/workflow_v1.py | 27 ----- worker_versioning/workflow_v1_1.py | 45 ------- worker_versioning/workflow_v2.py | 36 ------ worker_versioning/workflows.py | 189 +++++++++++++++++++++++++++++ 12 files changed, 487 insertions(+), 236 deletions(-) create mode 100644 worker_versioning/app.py delete mode 100644 worker_versioning/example.py create mode 100644 worker_versioning/workerv1.py create mode 100644 worker_versioning/workerv1_1.py create mode 100644 worker_versioning/workerv2.py delete mode 100644 worker_versioning/workflow_v1.py delete mode 100644 worker_versioning/workflow_v1_1.py delete mode 100644 worker_versioning/workflow_v2.py create mode 100644 worker_versioning/workflows.py diff --git a/.gitignore b/.gitignore index 41afe5f8..157a7418 100644 --- a/.gitignore +++ b/.gitignore @@ -3,3 +3,4 @@ __pycache__ .vscode .DS_Store +.claude diff --git a/worker_versioning/README.md b/worker_versioning/README.md index 2fd44bc4..0ff423f1 100644 --- a/worker_versioning/README.md +++ b/worker_versioning/README.md @@ -1,12 +1,26 @@ -# Worker Versioning Sample +## Worker Versioning -This sample shows you how you can use the [Worker Versioning](https://docs.temporal.io/workers#worker-versioning) -feature to deploy incompatible changes to workflow code more easily. +This sample demonstrates how to use Temporal's Worker Versioning feature to safely deploy updates to workflow and activity code. It shows the difference between auto-upgrading and pinned workflows, and how to manage worker deployments with different build IDs. -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory: +The sample creates multiple worker versions (1.0, 1.1, and 2.0) within one deployment and demonstrates: +- **Auto-upgrading workflows**: Automatically and controllably migrate to newer worker versions +- **Pinned workflows**: Stay on the original worker version throughout their lifecycle +- **Compatible vs incompatible changes**: How to make safe updates using `workflow.patched` - uv run worker_versioning/example.py +### Steps to run this sample: -This will add some Build IDs to a Task Queue, and will also run Workers with those versions to show how you can -mark add versions, mark them as compatible (or not) with one another, and run Workers at specific versions. You'll -see that only the workers only process Workflow Tasks assigned versions they are compatible with. +1) Run a [Temporal service](https://github.com/temporalio/samples-python/tree/main/#how-to-use). + Ensure that you're using at least Server version 1.28.0 (CLI version 1.4.0). + +2) Start the main application (this will guide you through the sample): +```bash +uv run worker_versioning/app.py +``` + +3) Follow the prompts to start workers in separate terminals: + - When prompted, run: `uv run worker_versioning/workerv1.py` + - When prompted, run: `uv run worker_versioning/workerv1_1.py` + - When prompted, run: `uv run worker_versioning/workerv2.py` + +The sample will show how auto-upgrading workflows migrate to newer workers while pinned workflows +remain on their original version. diff --git a/worker_versioning/activities.py b/worker_versioning/activities.py index 4115e0fd..50c0700f 100644 --- a/worker_versioning/activities.py +++ b/worker_versioning/activities.py @@ -1,11 +1,23 @@ +from dataclasses import dataclass + from temporalio import activity +@dataclass +class IncompatibleActivityInput: + """Input for the incompatible activity.""" + + called_by: str + more_data: str + + @activity.defn -async def greet(inp: str) -> str: - return f"Hi from {inp}" +async def some_activity(called_by: str) -> str: + """Basic activity for the workflow.""" + return f"some_activity called by {called_by}" @activity.defn -async def super_greet(inp: str, some_number: int) -> str: - return f"Hi from {inp} with {some_number}" +async def some_incompatible_activity(input_data: IncompatibleActivityInput) -> str: + """Incompatible activity that takes different input.""" + return f"some_incompatible_activity called by {input_data.called_by} with {input_data.more_data}" diff --git a/worker_versioning/app.py b/worker_versioning/app.py new file mode 100644 index 00000000..8b32aa94 --- /dev/null +++ b/worker_versioning/app.py @@ -0,0 +1,139 @@ +"""Main application for the worker versioning sample.""" + +import asyncio +import logging +import uuid + +from temporalio.client import Client + +TASK_QUEUE = "worker-versioning" +DEPLOYMENT_NAME = "my-deployment" + +logging.basicConfig(level=logging.INFO) + + +async def main() -> None: + client = await Client.connect("localhost:7233") + + # Wait for v1 worker and set as current version + logging.info( + "Waiting for v1 worker to appear. Run `python worker_versioning/workerv1.py` in another terminal" + ) + await wait_for_worker_and_make_current(client, "1.0") + + # Start auto-upgrading and pinned workflows. Importantly, note that when we start the workflows, + # we are using a workflow type name which does *not* include the version number. We defined them + # with versioned names so we could show changes to the code, but here when the client invokes + # them, we're demonstrating that the client remains version-agnostic. + auto_upgrade_workflow_id = "worker-versioning-versioning-autoupgrade_" + str( + uuid.uuid4() + ) + auto_upgrade_execution = await client.start_workflow( + "AutoUpgrading", + id=auto_upgrade_workflow_id, + task_queue=TASK_QUEUE, + ) + + pinned_workflow_id = "worker-versioning-versioning-pinned_" + str(uuid.uuid4()) + pinned_execution = await client.start_workflow( + "Pinned", + id=pinned_workflow_id, + task_queue=TASK_QUEUE, + ) + + logging.info("Started auto-upgrading workflow: %s", auto_upgrade_execution.id) + logging.info("Started pinned workflow: %s", pinned_execution.id) + + # Signal both workflows a few times to drive them + await advance_workflows(auto_upgrade_execution, pinned_execution) + + # Now wait for the v1.1 worker to appear and become current + logging.info( + "Waiting for v1.1 worker to appear. Run `python worker_versioning/workerv1_1.py` in another terminal" + ) + await wait_for_worker_and_make_current(client, "1.1") + + # Once it has, we will continue to advance the workflows. + # The auto-upgrade workflow will now make progress on the new worker, while the pinned one will + # keep progressing on the old worker. + await advance_workflows(auto_upgrade_execution, pinned_execution) + + # Finally we'll start the v2 worker, and again it'll become the new current version + logging.info( + "Waiting for v2 worker to appear. Run `python worker_versioning/workerv2.py` in another terminal" + ) + await wait_for_worker_and_make_current(client, "2.0") + + # Once it has we'll start one more new workflow, another pinned one, to demonstrate that new + # pinned workflows start on the current version. + pinned_workflow_2_id = "worker-versioning-versioning-pinned-2_" + str(uuid.uuid4()) + pinned_execution_2 = await client.start_workflow( + "Pinned", + id=pinned_workflow_2_id, + task_queue=TASK_QUEUE, + ) + logging.info("Started pinned workflow v2: %s", pinned_execution_2.id) + + # Now we'll conclude all workflows. You should be able to see in your server UI that the pinned + # workflow always stayed on 1.0, while the auto-upgrading workflow migrated. + for handle in [auto_upgrade_execution, pinned_execution, pinned_execution_2]: + await handle.signal("do_next_signal", "conclude") + await handle.result() + + logging.info("All workflows completed") + + +async def advance_workflows(auto_upgrade_execution, pinned_execution): + """Signal both workflows a few times to drive them.""" + for i in range(3): + await auto_upgrade_execution.signal("do_next_signal", "do-activity") + await pinned_execution.signal("do_next_signal", "some-signal") + + +async def wait_for_worker_and_make_current(client: Client, build_id: str) -> None: + import temporalio.api.workflowservice.v1 as wsv1 + from temporalio.common import WorkerDeploymentVersion + + target_version = WorkerDeploymentVersion( + deployment_name=DEPLOYMENT_NAME, build_id=build_id + ) + + while True: + try: + describe_request = wsv1.DescribeWorkerDeploymentRequest( + namespace=client.namespace, + deployment_name=DEPLOYMENT_NAME, + ) + response = await client.workflow_service.describe_worker_deployment( + describe_request + ) + + for version_summary in response.worker_deployment_info.version_summaries: + if ( + version_summary.deployment_version.deployment_name + == target_version.deployment_name + and version_summary.deployment_version.build_id + == target_version.build_id + ): + break + else: + await asyncio.sleep(1) + continue + + break + + except Exception: + await asyncio.sleep(1) + continue + + # Once the version is available, set it as current + set_request = wsv1.SetWorkerDeploymentCurrentVersionRequest( + namespace=client.namespace, + deployment_name=DEPLOYMENT_NAME, + build_id=target_version.build_id, + ) + await client.workflow_service.set_worker_deployment_current_version(set_request) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/worker_versioning/example.py b/worker_versioning/example.py deleted file mode 100644 index 97354303..00000000 --- a/worker_versioning/example.py +++ /dev/null @@ -1,116 +0,0 @@ -import asyncio -import uuid - -from temporalio.client import BuildIdOpAddNewCompatible, BuildIdOpAddNewDefault, Client -from temporalio.worker import Worker - -from worker_versioning.activities import greet, super_greet -from worker_versioning.workflow_v1 import MyWorkflow as MyWorkflowV1 -from worker_versioning.workflow_v1_1 import MyWorkflow as MyWorkflowV1_1 -from worker_versioning.workflow_v2 import MyWorkflow as MyWorkflowV2 - - -async def main(): - client = await Client.connect("localhost:7233") - task_queue = f"worker-versioning-{uuid.uuid4()}" - - # Start a 1.0 worker - async with Worker( - client, - task_queue=task_queue, - workflows=[MyWorkflowV1], - activities=[greet, super_greet], - build_id="1.0", - use_worker_versioning=True, - ): - # Add 1.0 as the default version for the queue - await client.update_worker_build_id_compatibility( - task_queue, BuildIdOpAddNewDefault("1.0") - ) - - # Start a workflow which will run on the 1.0 worker - handle = await client.start_workflow( - MyWorkflowV1.run, - task_queue=task_queue, - id=f"worker-versioning-v1-{uuid.uuid4()}", - ) - # Signal the workflow to proceed - await handle.signal(MyWorkflowV1.proceeder, "go") - - # Give a chance for the worker to process the signal - # TODO Better? - await asyncio.sleep(1) - - # Add 1.1 as the default version for the queue, compatible with 1.0 - await client.update_worker_build_id_compatibility( - task_queue, BuildIdOpAddNewCompatible("1.1", "1.0") - ) - - # Stop the old worker, and start a 1.1 worker. We do this to speed along the example, since the - # 1.0 worker may continue to process tasks briefly after we make 1.1 the new default. - async with Worker( - client, - task_queue=task_queue, - workflows=[MyWorkflowV1_1], - activities=[greet, super_greet], - build_id="1.1", - use_worker_versioning=True, - ): - # Continue driving the workflow. Take note that the new version of the workflow run by the 1.1 - # worker is the one that takes over! You might see a workflow task timeout, if the 1.0 worker is - # processing a task as the version update happens. That's normal. - await handle.signal(MyWorkflowV1.proceeder, "go") - - # Add a new *incompatible* version to the task queue, which will become the new overall default for the queue. - await client.update_worker_build_id_compatibility( - task_queue, BuildIdOpAddNewDefault("2.0") - ) - - # Start a 2.0 worker - async with Worker( - client, - task_queue=task_queue, - workflows=[MyWorkflowV2], - activities=[greet, super_greet], - build_id="2.0", - use_worker_versioning=True, - ): - # Start a new workflow. Note that it will run on the new 2.0 version, without the client invocation changing - # at all! Note here we can use `MyWorkflowV1.run` because the signature of the workflow has not changed. - handle2 = await client.start_workflow( - MyWorkflowV1.run, - task_queue=task_queue, - id=f"worker-versioning-v2-{uuid.uuid4()}", - ) - - # Drive both workflows once more before concluding them. The first workflow will continue running on the 1.1 - # worker. - await handle.signal(MyWorkflowV1.proceeder, "go") - await handle2.signal(MyWorkflowV1.proceeder, "go") - await handle.signal(MyWorkflowV1.proceeder, "finish") - await handle2.signal(MyWorkflowV1.proceeder, "finish") - - # Wait for both workflows to complete - await handle.result() - await handle2.result() - - # Lastly we'll demonstrate how you can use the gRPC api to determine if certain build IDs are ready to be - # retired. There's more information in the documentation, but here's a quick example that shows us how to - # tell when the 1.0 worker can be retired: - - # There is a 5 minute buffer before we will consider IDs no longer reachable by new workflows, to - # account for replication in multi-cluster setups. Uncomment the following line to wait long enough to see - # the 1.0 worker become unreachable. - # await asyncio.sleep(60 * 5) - reachability = await client.get_worker_task_reachability( - build_ids=["2.0", "1.0", "1.1"] - ) - - if not reachability.build_id_reachability["1.0"].task_queue_reachability[ - task_queue - ]: - print("1.0 is ready to be retired!") - - -if __name__ == "__main__": - asyncio.run(main()) diff --git a/worker_versioning/workerv1.py b/worker_versioning/workerv1.py new file mode 100644 index 00000000..13c4ed4b --- /dev/null +++ b/worker_versioning/workerv1.py @@ -0,0 +1,40 @@ +"""Worker v1 for the worker versioning sample.""" + +import asyncio +import logging + +from temporalio.client import Client +from temporalio.common import WorkerDeploymentVersion +from temporalio.worker import Worker, WorkerDeploymentConfig + +from worker_versioning.activities import some_activity, some_incompatible_activity +from worker_versioning.app import DEPLOYMENT_NAME, TASK_QUEUE +from worker_versioning.workflows import AutoUpgradingWorkflowV1, PinnedWorkflowV1 + +logging.basicConfig(level=logging.INFO) + + +async def main() -> None: + """Run worker v1.""" + client = await Client.connect("localhost:7233") + + # Create worker v1 + worker = Worker( + client, + task_queue=TASK_QUEUE, + workflows=[AutoUpgradingWorkflowV1, PinnedWorkflowV1], + activities=[some_activity, some_incompatible_activity], + deployment_config=WorkerDeploymentConfig( + version=WorkerDeploymentVersion( + deployment_name=DEPLOYMENT_NAME, build_id="1.0" + ), + use_worker_versioning=True, + ), + ) + + logging.info("Starting worker v1 (build 1.0)") + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/worker_versioning/workerv1_1.py b/worker_versioning/workerv1_1.py new file mode 100644 index 00000000..779db3f9 --- /dev/null +++ b/worker_versioning/workerv1_1.py @@ -0,0 +1,40 @@ +"""Worker v1.1 for the worker versioning sample.""" + +import asyncio +import logging + +from temporalio.client import Client +from temporalio.common import WorkerDeploymentVersion +from temporalio.worker import Worker, WorkerDeploymentConfig + +from worker_versioning.activities import some_activity, some_incompatible_activity +from worker_versioning.app import DEPLOYMENT_NAME, TASK_QUEUE +from worker_versioning.workflows import AutoUpgradingWorkflowV1b, PinnedWorkflowV1 + +logging.basicConfig(level=logging.INFO) + + +async def main() -> None: + """Run worker v1.1.""" + client = await Client.connect("localhost:7233") + + # Create worker v1.1 + worker = Worker( + client, + task_queue=TASK_QUEUE, + workflows=[AutoUpgradingWorkflowV1b, PinnedWorkflowV1], + activities=[some_activity, some_incompatible_activity], + deployment_config=WorkerDeploymentConfig( + version=WorkerDeploymentVersion( + deployment_name=DEPLOYMENT_NAME, build_id="1.1" + ), + use_worker_versioning=True, + ), + ) + + logging.info("Starting worker v1.1 (build 1.1)") + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/worker_versioning/workerv2.py b/worker_versioning/workerv2.py new file mode 100644 index 00000000..107e1a52 --- /dev/null +++ b/worker_versioning/workerv2.py @@ -0,0 +1,40 @@ +"""Worker v2 for the worker versioning sample.""" + +import asyncio +import logging + +from temporalio.client import Client +from temporalio.common import WorkerDeploymentVersion +from temporalio.worker import Worker, WorkerDeploymentConfig + +from worker_versioning.activities import some_activity, some_incompatible_activity +from worker_versioning.app import DEPLOYMENT_NAME, TASK_QUEUE +from worker_versioning.workflows import AutoUpgradingWorkflowV1b, PinnedWorkflowV2 + +logging.basicConfig(level=logging.INFO) + + +async def main() -> None: + """Run worker v2.""" + client = await Client.connect("localhost:7233") + + # Create worker v2 + worker = Worker( + client, + task_queue=TASK_QUEUE, + workflows=[AutoUpgradingWorkflowV1b, PinnedWorkflowV2], + activities=[some_activity, some_incompatible_activity], + deployment_config=WorkerDeploymentConfig( + version=WorkerDeploymentVersion( + deployment_name=DEPLOYMENT_NAME, build_id="2.0" + ), + use_worker_versioning=True, + ), + ) + + logging.info("Starting worker v2 (build 2.0)") + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/worker_versioning/workflow_v1.py b/worker_versioning/workflow_v1.py deleted file mode 100644 index 1cef9095..00000000 --- a/worker_versioning/workflow_v1.py +++ /dev/null @@ -1,27 +0,0 @@ -from datetime import timedelta - -from temporalio import workflow - -with workflow.unsafe.imports_passed_through(): - from worker_versioning.activities import greet - - -@workflow.defn -class MyWorkflow: - """The 1.0 version of the workflow we'll be making changes to""" - - should_finish: bool = False - - @workflow.run - async def run(self) -> str: - workflow.logger.info("Running workflow V1") - await workflow.wait_condition(lambda: self.should_finish) - return "Concluded workflow on V1" - - @workflow.signal - async def proceeder(self, inp: str): - await workflow.execute_activity( - greet, "V1", start_to_close_timeout=timedelta(seconds=5) - ) - if inp == "finish": - self.should_finish = True diff --git a/worker_versioning/workflow_v1_1.py b/worker_versioning/workflow_v1_1.py deleted file mode 100644 index e2f22943..00000000 --- a/worker_versioning/workflow_v1_1.py +++ /dev/null @@ -1,45 +0,0 @@ -from datetime import timedelta - -from temporalio import workflow - -with workflow.unsafe.imports_passed_through(): - from worker_versioning.activities import greet, super_greet - - -@workflow.defn -class MyWorkflow: - """ - The 1.1 version of the workflow, which is compatible with the first version. - - The compatible changes we've made are: - - Altering the log lines - - Using the `patched` API to properly introduce branching behavior while maintaining - compatibility - """ - - should_finish: bool = False - - @workflow.run - async def run(self) -> str: - workflow.logger.info("Running workflow V1.1") - await workflow.wait_condition(lambda: self.should_finish) - return "Concluded workflow on V1.1" - - @workflow.signal - async def proceeder(self, inp: str): - if workflow.patched("different-activity"): - await workflow.execute_activity( - super_greet, - args=["V1.1", 100], - start_to_close_timeout=timedelta(seconds=5), - ) - else: - # Note it is a valid compatible change to alter the input to an activity. However, because - # we're using the patched API, this branch would only be taken if the workflow was started on - # a v1 worker. - await workflow.execute_activity( - greet, "V1.1", start_to_close_timeout=timedelta(seconds=5) - ) - - if inp == "finish": - self.should_finish = True diff --git a/worker_versioning/workflow_v2.py b/worker_versioning/workflow_v2.py deleted file mode 100644 index dcb0a20e..00000000 --- a/worker_versioning/workflow_v2.py +++ /dev/null @@ -1,36 +0,0 @@ -import asyncio -from datetime import timedelta - -from temporalio import workflow - -with workflow.unsafe.imports_passed_through(): - from worker_versioning.activities import greet - - -@workflow.defn -class MyWorkflow: - """ - The 2.0 version of the workflow, which is fully incompatible with the other workflows, since it - alters the sequence of commands without using `patched`. - """ - - should_finish: bool = False - - @workflow.run - async def run(self) -> str: - workflow.logger.info("Running workflow V2") - await workflow.wait_condition(lambda: self.should_finish) - return "Concluded workflow on V2" - - @workflow.signal - async def proceeder(self, inp: str): - await asyncio.sleep(1) - await workflow.execute_activity( - greet, "V2", start_to_close_timeout=timedelta(seconds=5) - ) - await workflow.execute_activity( - greet, "V2", start_to_close_timeout=timedelta(seconds=5) - ) - - if inp == "finish": - self.should_finish = True diff --git a/worker_versioning/workflows.py b/worker_versioning/workflows.py new file mode 100644 index 00000000..a09c371a --- /dev/null +++ b/worker_versioning/workflows.py @@ -0,0 +1,189 @@ +"""Workflow definitions for the worker versioning sample.""" + +from datetime import timedelta + +from temporalio import common, workflow + +with workflow.unsafe.imports_passed_through(): + from worker_versioning.activities import ( + IncompatibleActivityInput, + some_activity, + some_incompatible_activity, + ) + + +@workflow.defn( + name="AutoUpgrading", versioning_behavior=common.VersioningBehavior.AUTO_UPGRADE +) +class AutoUpgradingWorkflowV1: + """AutoUpgradingWorkflowV1 will automatically move to the latest worker version. We'll be making + changes to it, which must be replay safe. + + Note that generally you won't want or need to include a version number in your workflow name if + you're using the worker versioning feature. This sample does it to illustrate changes to the + same code over time - but really what we're demonstrating here is the evolution of what would + have been one workflow definition. + """ + + def __init__(self) -> None: + self.signals: list[str] = [] + + @workflow.run + async def run(self) -> None: + workflow.logger.info( + "Changing workflow v1 started.", extra={"StartTime": workflow.now()} + ) + + # This workflow will listen for signals from our starter, and upon each signal either run + # an activity, or conclude execution. + while True: + await workflow.wait_condition(lambda: len(self.signals) > 0) + signal = self.signals.pop(0) + + if signal == "do-activity": + workflow.logger.info("Changing workflow v1 running activity") + await workflow.execute_activity( + some_activity, "v1", start_to_close_timeout=timedelta(seconds=10) + ) + else: + workflow.logger.info("Concluding workflow v1") + return + + @workflow.signal + async def do_next_signal(self, signal: str) -> None: + """Signal to perform next action.""" + self.signals.append(signal) + + +@workflow.defn( + name="AutoUpgrading", versioning_behavior=common.VersioningBehavior.AUTO_UPGRADE +) +class AutoUpgradingWorkflowV1b: + """AutoUpgradingWorkflowV1b represents us having made *compatible* changes to + AutoUpgradingWorkflowV1. + + The compatible changes we've made are: + - Altering the log lines + - Using the workflow.patched API to properly introduce branching behavior while maintaining + compatibility + """ + + def __init__(self) -> None: + self.signals: list[str] = [] + + @workflow.run + async def run(self) -> None: + workflow.logger.info( + "Changing workflow v1b started.", extra={"StartTime": workflow.now()} + ) + + # This workflow will listen for signals from our starter, and upon each signal either run + # an activity, or conclude execution. + while True: + await workflow.wait_condition(lambda: len(self.signals) > 0) + signal = self.signals.pop(0) + + if signal == "do-activity": + workflow.logger.info("Changing workflow v1b running activity") + if workflow.patched("DifferentActivity"): + await workflow.execute_activity( + some_incompatible_activity, + IncompatibleActivityInput(called_by="v1b", more_data="hello!"), + start_to_close_timeout=timedelta(seconds=10), + ) + else: + # Note it is a valid compatible change to alter the input to an activity. + # However, because we're using the patched API, this branch will never be + # taken. + await workflow.execute_activity( + some_activity, + "v1b", + start_to_close_timeout=timedelta(seconds=10), + ) + else: + workflow.logger.info("Concluding workflow v1b") + break + + @workflow.signal + async def do_next_signal(self, signal: str) -> None: + """Signal to perform next action.""" + self.signals.append(signal) + + +@workflow.defn(name="Pinned", versioning_behavior=common.VersioningBehavior.PINNED) +class PinnedWorkflowV1: + """PinnedWorkflowV1 demonstrates a workflow that likely has a short lifetime, and we want to always + stay pinned to the same version it began on. + + Note that generally you won't want or need to include a version number in your workflow name if + you're using the worker versioning feature. This sample does it to illustrate changes to the + same code over time - but really what we're demonstrating here is the evolution of what would + have been one workflow definition. + """ + + def __init__(self) -> None: + self.signals: list[str] = [] + + @workflow.run + async def run(self) -> None: + workflow.logger.info( + "Pinned Workflow v1 started.", extra={"StartTime": workflow.now()} + ) + + while True: + await workflow.wait_condition(lambda: len(self.signals) > 0) + signal = self.signals.pop(0) + if signal == "conclude": + break + + await workflow.execute_activity( + some_activity, + "Pinned-v1", + start_to_close_timeout=timedelta(seconds=10), + ) + + @workflow.signal + async def do_next_signal(self, signal: str) -> None: + """Signal to perform next action.""" + self.signals.append(signal) + + +@workflow.defn(name="Pinned", versioning_behavior=common.VersioningBehavior.PINNED) +class PinnedWorkflowV2: + """PinnedWorkflowV2 has changes that would make it incompatible with v1, and aren't protected by + a patch. + """ + + def __init__(self) -> None: + self.signals: list[str] = [] + + @workflow.run + async def run(self) -> None: + workflow.logger.info( + "Pinned Workflow v2 started.", extra={"StartTime": workflow.now()} + ) + + # Here we call an activity where we didn't before, which is an incompatible change. + await workflow.execute_activity( + some_activity, + "Pinned-v2", + start_to_close_timeout=timedelta(seconds=10), + ) + + while True: + await workflow.wait_condition(lambda: len(self.signals) > 0) + signal = self.signals.pop(0) + if signal == "conclude": + break + + # We've also changed the activity type here, another incompatible change + await workflow.execute_activity( + some_incompatible_activity, + IncompatibleActivityInput(called_by="Pinned-v2", more_data="hi"), + start_to_close_timeout=timedelta(seconds=10), + ) + + @workflow.signal + async def do_next_signal(self, signal: str) -> None: + """Signal to perform next action.""" + self.signals.append(signal) From 326204aed1238c55a66958ddf138b79a0ff1e32e Mon Sep 17 00:00:00 2001 From: tconley1428 Date: Tue, 23 Sep 2025 16:30:30 -0700 Subject: [PATCH 43/68] Update SDK version to 1.18 (#247) * Update SDK version to 1.18 * Update openai breaking change --- .../activities/reasoning_activities.py | 1 + pyproject.toml | 4 +- uv.lock | 309 +++++++++--------- 3 files changed, 158 insertions(+), 156 deletions(-) diff --git a/openai_agents/reasoning_content/activities/reasoning_activities.py b/openai_agents/reasoning_content/activities/reasoning_activities.py index b111a742..1f7ef9ef 100644 --- a/openai_agents/reasoning_content/activities/reasoning_activities.py +++ b/openai_agents/reasoning_content/activities/reasoning_activities.py @@ -31,6 +31,7 @@ async def get_reasoning_response( tracing=ModelTracing.DISABLED, previous_response_id=None, prompt=None, + conversation_id=None, ) # Extract reasoning content and regular content from the response diff --git a/pyproject.toml b/pyproject.toml index fa5a0300..3a73a8d1 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ authors = [{ name = "Temporal Technologies Inc", email = "sdk@temporal.io" }] requires-python = ">=3.10" readme = "README.md" license = "MIT" -dependencies = ["temporalio>=1.15.0,<2"] +dependencies = ["temporalio>=1.18.0,<2"] [project.urls] Homepage = "https://github.com/temporalio/samples-python" @@ -56,7 +56,7 @@ open-telemetry = [ ] openai-agents = [ "openai-agents[litellm] >= 0.2.3", - "temporalio[openai-agents] >= 1.15.0", + "temporalio[openai-agents] >= 1.18.0", ] pydantic-converter = ["pydantic>=2.10.6,<3"] sentry = ["sentry-sdk>=2.13.0"] diff --git a/uv.lock b/uv.lock index 9b1309d1..374d5c99 100644 --- a/uv.lock +++ b/uv.lock @@ -12,7 +12,7 @@ resolution-markers = [ [[package]] name = "aiohappyeyeballs" version = "2.6.1" -source = { registry = "https://pypi.org/simple" } +source = { registry = "https://pypi.org/simple/" } sdist = { url = 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"https://pypi.org/simple/" } dependencies = [ { name = "setuptools" }, ] From e4f24427a96e8a22fefba0b9faee560dab1dd1ca Mon Sep 17 00:00:00 2001 From: Dan Davison Date: Tue, 30 Sep 2025 14:21:27 +0100 Subject: [PATCH 44/68] nexus sync operations (query & update) (#252) --- hello_nexus/README.md | 2 +- hello_nexus/service.py | 3 +- message_passing/introduction/starter.py | 13 +- message_passing/introduction/workflows.py | 27 ++-- nexus_sync_operations/README.md | 39 ++++++ nexus_sync_operations/__init__.py | 0 nexus_sync_operations/caller/__init__.py | 0 nexus_sync_operations/caller/app.py | 41 ++++++ nexus_sync_operations/caller/workflows.py | 46 +++++++ nexus_sync_operations/endpoint_description.md | 4 + nexus_sync_operations/handler/__init__.py | 0 .../handler/service_handler.py | 83 ++++++++++++ nexus_sync_operations/handler/worker.py | 50 ++++++++ nexus_sync_operations/service.py | 20 +++ .../introduction/test_introduction_sample.py | 8 +- .../nexus_sync_operations_test.py | 118 ++++++++++++++++++ 16 files changed, 432 insertions(+), 22 deletions(-) create mode 100644 nexus_sync_operations/README.md create mode 100644 nexus_sync_operations/__init__.py create mode 100644 nexus_sync_operations/caller/__init__.py create mode 100644 nexus_sync_operations/caller/app.py create mode 100644 nexus_sync_operations/caller/workflows.py create mode 100644 nexus_sync_operations/endpoint_description.md create mode 100644 nexus_sync_operations/handler/__init__.py create mode 100644 nexus_sync_operations/handler/service_handler.py create mode 100644 nexus_sync_operations/handler/worker.py create mode 100644 nexus_sync_operations/service.py create mode 100644 tests/nexus_sync_operations/nexus_sync_operations_test.py diff --git a/hello_nexus/README.md b/hello_nexus/README.md index bf26ce47..e8067ec3 100644 --- a/hello_nexus/README.md +++ b/hello_nexus/README.md @@ -12,7 +12,7 @@ call the operations from a workflow. Start a Temporal server. (See the main samples repo [README](../README.md)). -Run the following: +Run the following to create the caller and handler namespaces, and the Nexus endpoint: ``` temporal operator namespace create --namespace hello-nexus-basic-handler-namespace diff --git a/hello_nexus/service.py b/hello_nexus/service.py index 6528775d..352375ca 100644 --- a/hello_nexus/service.py +++ b/hello_nexus/service.py @@ -9,7 +9,8 @@ type-safe clients, and it is used by Nexus handlers to validate that they implement correctly-named operation handlers with the correct input and output types. -The service defined in this file features two operations: echo and hello. +The service defined in this file exposes two operations: my_sync_operation and +my_workflow_run_operation. """ from dataclasses import dataclass diff --git a/message_passing/introduction/starter.py b/message_passing/introduction/starter.py index 13a48c3a..b71dd44d 100644 --- a/message_passing/introduction/starter.py +++ b/message_passing/introduction/starter.py @@ -9,6 +9,7 @@ GetLanguagesInput, GreetingWorkflow, Language, + SetLanguageInput, ) @@ -28,20 +29,20 @@ async def main(client: Optional[Client] = None): # 👉 Execute an Update previous_language = await wf_handle.execute_update( - GreetingWorkflow.set_language, Language.CHINESE + GreetingWorkflow.set_language, SetLanguageInput(language=Language.CHINESE) ) - current_language = await wf_handle.query(GreetingWorkflow.get_language) - print(f"language changed: {previous_language.name} -> {current_language.name}") + assert await wf_handle.query(GreetingWorkflow.get_language) == Language.CHINESE + print(f"language changed: {previous_language.name} -> {Language.CHINESE.name}") # 👉 Start an Update and then wait for it to complete update_handle = await wf_handle.start_update( GreetingWorkflow.set_language_using_activity, - Language.ARABIC, + SetLanguageInput(language=Language.ARABIC), wait_for_stage=WorkflowUpdateStage.ACCEPTED, ) previous_language = await update_handle.result() - current_language = await wf_handle.query(GreetingWorkflow.get_language) - print(f"language changed: {previous_language.name} -> {current_language.name}") + assert await wf_handle.query(GreetingWorkflow.get_language) == Language.ARABIC + print(f"language changed: {previous_language.name} -> {Language.ARABIC.name}") # 👉 Send a Signal await wf_handle.signal(GreetingWorkflow.approve, ApproveInput(name="")) diff --git a/message_passing/introduction/workflows.py b/message_passing/introduction/workflows.py index 97d2b874..8988d581 100644 --- a/message_passing/introduction/workflows.py +++ b/message_passing/introduction/workflows.py @@ -16,6 +16,11 @@ class GetLanguagesInput: include_unsupported: bool +@dataclass +class SetLanguageInput: + language: Language + + @dataclass class ApproveInput: name: str @@ -74,21 +79,21 @@ def approve(self, input: ApproveInput) -> None: self.approver_name = input.name @workflow.update - def set_language(self, language: Language) -> Language: + def set_language(self, input: SetLanguageInput) -> Language: # 👉 An Update handler can mutate the Workflow state and return a value. - previous_language, self.language = self.language, language + previous_language, self.language = self.language, input.language return previous_language @set_language.validator - def validate_language(self, language: Language) -> None: - if language not in self.greetings: + def validate_language(self, input: SetLanguageInput) -> None: + if input.language not in self.greetings: # 👉 In an Update validator you raise any exception to reject the Update. - raise ValueError(f"{language.name} is not supported") + raise ValueError(f"{input.language.name} is not supported") @workflow.update - async def set_language_using_activity(self, language: Language) -> Language: + async def set_language_using_activity(self, input: SetLanguageInput) -> Language: # 👉 This update handler is async, so it can execute an activity. - if language not in self.greetings: + if input.language not in self.greetings: # 👉 We use a lock so that, if this handler is executed multiple # times, each execution can schedule the activity only when the # previously scheduled activity has completed. This ensures that @@ -96,7 +101,7 @@ async def set_language_using_activity(self, language: Language) -> Language: async with self.lock: greeting = await workflow.execute_activity( call_greeting_service, - language, + input.language, start_to_close_timeout=timedelta(seconds=10), ) # 👉 The requested language might not be supported by the remote @@ -108,10 +113,10 @@ async def set_language_using_activity(self, language: Language) -> Language: # this purpose.) if greeting is None: raise ApplicationError( - f"Greeting service does not support {language.name}" + f"Greeting service does not support {input.language.name}" ) - self.greetings[language] = greeting - previous_language, self.language = self.language, language + self.greetings[input.language] = greeting + previous_language, self.language = self.language, input.language return previous_language @workflow.query diff --git a/nexus_sync_operations/README.md b/nexus_sync_operations/README.md new file mode 100644 index 00000000..10e266ec --- /dev/null +++ b/nexus_sync_operations/README.md @@ -0,0 +1,39 @@ +This sample shows how to create a Nexus service that is backed by a long-running workflow and +exposes operations that execute updates and queries against that workflow. The long-running +workflow, and the updates/queries are private implementation detail of the nexus service: the caller +does not know how the operations are implemented. + +### Sample directory structure + +- [service.py](./service.py) - shared Nexus service definition +- [caller](./caller) - a caller workflow that executes Nexus operations, together with a worker and starter code +- [handler](./handler) - Nexus operation handlers, together with a workflow used by one of the Nexus operations, and a worker that polls for both workflow, activity, and Nexus tasks. + + +### Instructions + +Start a Temporal server. (See the main samples repo [README](../README.md)). + +Run the following to create the caller and handler namespaces, and the Nexus endpoint: + +``` +temporal operator namespace create --namespace nexus-sync-operations-handler-namespace +temporal operator namespace create --namespace nexus-sync-operations-caller-namespace + +temporal operator nexus endpoint create \ + --name nexus-sync-operations-nexus-endpoint \ + --target-namespace nexus-sync-operations-handler-namespace \ + --target-task-queue nexus-sync-operations-handler-task-queue \ + --description-file nexus_sync_operations/endpoint_description.md +``` + +In one terminal, run the Temporal worker in the handler namespace: +``` +uv run nexus_sync_operations/handler/worker.py +``` + +In another terminal, run the Temporal worker in the caller namespace and start the caller +workflow: +``` +uv run nexus_sync_operations/caller/app.py +``` diff --git a/nexus_sync_operations/__init__.py b/nexus_sync_operations/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/nexus_sync_operations/caller/__init__.py b/nexus_sync_operations/caller/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/nexus_sync_operations/caller/app.py b/nexus_sync_operations/caller/app.py new file mode 100644 index 00000000..4966415c --- /dev/null +++ b/nexus_sync_operations/caller/app.py @@ -0,0 +1,41 @@ +import asyncio +import uuid +from typing import Optional + +from temporalio.client import Client +from temporalio.worker import Worker + +from nexus_sync_operations.caller.workflows import CallerWorkflow + +NAMESPACE = "nexus-sync-operations-caller-namespace" +TASK_QUEUE = "nexus-sync-operations-caller-task-queue" + + +async def execute_caller_workflow( + client: Optional[Client] = None, +) -> None: + client = client or await Client.connect( + "localhost:7233", + namespace=NAMESPACE, + ) + + async with Worker( + client, + task_queue=TASK_QUEUE, + workflows=[CallerWorkflow], + ): + log = await client.execute_workflow( + CallerWorkflow.run, + id=str(uuid.uuid4()), + task_queue=TASK_QUEUE, + ) + for line in log: + print(line) + + +if __name__ == "__main__": + loop = asyncio.new_event_loop() + try: + loop.run_until_complete(execute_caller_workflow()) + except KeyboardInterrupt: + loop.run_until_complete(loop.shutdown_asyncgens()) diff --git a/nexus_sync_operations/caller/workflows.py b/nexus_sync_operations/caller/workflows.py new file mode 100644 index 00000000..a358d764 --- /dev/null +++ b/nexus_sync_operations/caller/workflows.py @@ -0,0 +1,46 @@ +""" +This is a workflow that calls nexus operations. The caller does not have information about how these +operations are implemented by the nexus service. +""" + +from temporalio import workflow + +from message_passing.introduction import Language +from message_passing.introduction.workflows import GetLanguagesInput, SetLanguageInput + +with workflow.unsafe.imports_passed_through(): + from nexus_sync_operations.service import GreetingService + +NEXUS_ENDPOINT = "nexus-sync-operations-nexus-endpoint" + + +@workflow.defn +class CallerWorkflow: + @workflow.run + async def run(self) -> list[str]: + log = [] + nexus_client = workflow.create_nexus_client( + service=GreetingService, + endpoint=NEXUS_ENDPOINT, + ) + + # Get supported languages + supported_languages = await nexus_client.execute_operation( + GreetingService.get_languages, GetLanguagesInput(include_unsupported=False) + ) + log.append(f"supported languages: {supported_languages}") + + # Set language + previous_language = await nexus_client.execute_operation( + GreetingService.set_language, + SetLanguageInput(language=Language.ARABIC), + ) + assert ( + await nexus_client.execute_operation(GreetingService.get_language, None) + == Language.ARABIC + ) + log.append( + f"language changed: {previous_language.name} -> {Language.ARABIC.name}" + ) + + return log diff --git a/nexus_sync_operations/endpoint_description.md b/nexus_sync_operations/endpoint_description.md new file mode 100644 index 00000000..a33b60cf --- /dev/null +++ b/nexus_sync_operations/endpoint_description.md @@ -0,0 +1,4 @@ +## Service: [GreetingService](https://github.com/temporalio/samples-python/blob/main/nexus_sync_operations/service.py) +- operation: `get_languages` +- operation: `get_language` +- operation: `set_language` diff --git a/nexus_sync_operations/handler/__init__.py b/nexus_sync_operations/handler/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/nexus_sync_operations/handler/service_handler.py b/nexus_sync_operations/handler/service_handler.py new file mode 100644 index 00000000..626948f0 --- /dev/null +++ b/nexus_sync_operations/handler/service_handler.py @@ -0,0 +1,83 @@ +""" +This file demonstrates how to implement a Nexus service that is backed by a long-running workflow +and exposes operations that perform updates and queries against that workflow. +""" + +from __future__ import annotations + +import nexusrpc +from temporalio import nexus +from temporalio.client import Client, WorkflowHandle +from temporalio.common import WorkflowIDConflictPolicy + +from message_passing.introduction import Language +from message_passing.introduction.workflows import ( + GetLanguagesInput, + GreetingWorkflow, + SetLanguageInput, +) +from nexus_sync_operations.service import GreetingService + + +@nexusrpc.handler.service_handler(service=GreetingService) +class GreetingServiceHandler: + def __init__(self, workflow_id: str): + self.workflow_id = workflow_id + + @classmethod + async def create( + cls, workflow_id: str, client: Client, task_queue: str + ) -> GreetingServiceHandler: + # Start the long-running "entity" workflow, if it is not already running. + await client.start_workflow( + GreetingWorkflow.run, + id=workflow_id, + task_queue=task_queue, + id_conflict_policy=WorkflowIDConflictPolicy.USE_EXISTING, + ) + return cls(workflow_id) + + @property + def greeting_workflow_handle(self) -> WorkflowHandle[GreetingWorkflow, str]: + # In nexus operation handler code, nexus.client() is always available, returning a client + # connected to the handler namespace (it's the same client instance that your nexus worker + # is using to poll the server for nexus tasks). This client can be used to interact with the + # handler namespace, for example to send signals, queries, or updates. Remember however, + # that a sync_operation handler must return quickly (no more than a few seconds). To do + # long-running work in a nexus operation handler, use + # temporalio.nexus.workflow_run_operation (see the hello_nexus sample). + return nexus.client().get_workflow_handle_for( + GreetingWorkflow.run, self.workflow_id + ) + + # 👉 This is a handler for a nexus operation whose internal implementation involves executing a + # query against a long-running workflow that is private to the nexus service. + @nexusrpc.handler.sync_operation + async def get_languages( + self, ctx: nexusrpc.handler.StartOperationContext, input: GetLanguagesInput + ) -> list[Language]: + return await self.greeting_workflow_handle.query( + GreetingWorkflow.get_languages, input + ) + + # 👉 This is a handler for a nexus operation whose internal implementation involves executing a + # query against a long-running workflow that is private to the nexus service. + @nexusrpc.handler.sync_operation + async def get_language( + self, ctx: nexusrpc.handler.StartOperationContext, input: None + ) -> Language: + return await self.greeting_workflow_handle.query(GreetingWorkflow.get_language) + + # 👉 This is a handler for a nexus operation whose internal implementation involves executing an + # update against a long-running workflow that is private to the nexus service. Although updates + # can run for an arbitrarily long time, when exposing an update via a nexus sync operation the + # update should execute quickly (sync operations must complete in under 10s). + @nexusrpc.handler.sync_operation + async def set_language( + self, + ctx: nexusrpc.handler.StartOperationContext, + input: SetLanguageInput, + ) -> Language: + return await self.greeting_workflow_handle.execute_update( + GreetingWorkflow.set_language_using_activity, input + ) diff --git a/nexus_sync_operations/handler/worker.py b/nexus_sync_operations/handler/worker.py new file mode 100644 index 00000000..5545adc0 --- /dev/null +++ b/nexus_sync_operations/handler/worker.py @@ -0,0 +1,50 @@ +import asyncio +import logging +from typing import Optional + +from temporalio.client import Client +from temporalio.worker import Worker + +from message_passing.introduction.activities import call_greeting_service +from message_passing.introduction.workflows import GreetingWorkflow +from nexus_sync_operations.handler.service_handler import GreetingServiceHandler + +interrupt_event = asyncio.Event() + +NAMESPACE = "nexus-sync-operations-handler-namespace" +TASK_QUEUE = "nexus-sync-operations-handler-task-queue" + + +async def main(client: Optional[Client] = None): + logging.basicConfig(level=logging.INFO) + + client = client or await Client.connect( + "localhost:7233", + namespace=NAMESPACE, + ) + + # Create the nexus service handler instance, starting the long-running entity workflow that + # backs the Nexus service + greeting_service_handler = await GreetingServiceHandler.create( + "nexus-sync-operations-greeting-workflow", client, TASK_QUEUE + ) + + async with Worker( + client, + task_queue=TASK_QUEUE, + workflows=[GreetingWorkflow], + activities=[call_greeting_service], + nexus_service_handlers=[greeting_service_handler], + ): + logging.info("Worker started, ctrl+c to exit") + await interrupt_event.wait() + logging.info("Shutting down") + + +if __name__ == "__main__": + loop = asyncio.new_event_loop() + try: + loop.run_until_complete(main()) + except KeyboardInterrupt: + interrupt_event.set() + loop.run_until_complete(loop.shutdown_asyncgens()) diff --git a/nexus_sync_operations/service.py b/nexus_sync_operations/service.py new file mode 100644 index 00000000..3436d5f3 --- /dev/null +++ b/nexus_sync_operations/service.py @@ -0,0 +1,20 @@ +""" +This module defines a Nexus service that exposes three operations. + +It is used by the nexus service handler to validate that the operation handlers implement the +correct input and output types, and by the caller workflow to create a type-safe client. It does not +contain the implementation of the operations; see nexus_sync_operations.handler.service_handler for +that. +""" + +import nexusrpc + +from message_passing.introduction import Language +from message_passing.introduction.workflows import GetLanguagesInput, SetLanguageInput + + +@nexusrpc.service +class GreetingService: + get_languages: nexusrpc.Operation[GetLanguagesInput, list[Language]] + get_language: nexusrpc.Operation[None, Language] + set_language: nexusrpc.Operation[SetLanguageInput, Language] diff --git a/tests/message_passing/introduction/test_introduction_sample.py b/tests/message_passing/introduction/test_introduction_sample.py index de981dc2..17c1b14d 100644 --- a/tests/message_passing/introduction/test_introduction_sample.py +++ b/tests/message_passing/introduction/test_introduction_sample.py @@ -10,6 +10,7 @@ GetLanguagesInput, GreetingWorkflow, Language, + SetLanguageInput, call_greeting_service, ) @@ -63,7 +64,7 @@ async def test_set_language(client: Client, env: WorkflowEnvironment): ) assert await wf_handle.query(GreetingWorkflow.get_language) == Language.ENGLISH previous_language = await wf_handle.execute_update( - GreetingWorkflow.set_language, Language.CHINESE + GreetingWorkflow.set_language, SetLanguageInput(language=Language.CHINESE) ) assert previous_language == Language.ENGLISH assert await wf_handle.query(GreetingWorkflow.get_language) == Language.CHINESE @@ -88,7 +89,8 @@ async def test_set_invalid_language(client: Client, env: WorkflowEnvironment): with pytest.raises(WorkflowUpdateFailedError): await wf_handle.execute_update( - GreetingWorkflow.set_language, Language.ARABIC + GreetingWorkflow.set_language, + SetLanguageInput(language=Language.ARABIC), ) @@ -117,7 +119,7 @@ async def test_set_language_that_is_only_available_via_remote_service( assert await wf_handle.query(GreetingWorkflow.get_language) == Language.ENGLISH previous_language = await wf_handle.execute_update( GreetingWorkflow.set_language_using_activity, - Language.ARABIC, + SetLanguageInput(language=Language.ARABIC), ) assert previous_language == Language.ENGLISH assert await wf_handle.query(GreetingWorkflow.get_language) == Language.ARABIC diff --git a/tests/nexus_sync_operations/nexus_sync_operations_test.py b/tests/nexus_sync_operations/nexus_sync_operations_test.py new file mode 100644 index 00000000..d74168cb --- /dev/null +++ b/tests/nexus_sync_operations/nexus_sync_operations_test.py @@ -0,0 +1,118 @@ +import asyncio +import uuid +from typing import Type + +import pytest +from temporalio import workflow +from temporalio.client import Client +from temporalio.testing import WorkflowEnvironment +from temporalio.worker import Worker + +import nexus_sync_operations.handler.service_handler +import nexus_sync_operations.handler.worker +from message_passing.introduction import Language +from message_passing.introduction.workflows import GetLanguagesInput, SetLanguageInput +from nexus_sync_operations.caller.workflows import CallerWorkflow +from tests.helpers.nexus import create_nexus_endpoint, delete_nexus_endpoint + +with workflow.unsafe.imports_passed_through(): + from nexus_sync_operations.service import GreetingService + + +NEXUS_ENDPOINT = "nexus-sync-operations-nexus-endpoint" + + +@workflow.defn +class TestCallerWorkflow: + """Test workflow that calls Nexus operations and makes assertions.""" + + @workflow.run + async def run(self) -> None: + nexus_client = workflow.create_nexus_client( + service=GreetingService, + endpoint=NEXUS_ENDPOINT, + ) + + supported_languages = await nexus_client.execute_operation( + GreetingService.get_languages, GetLanguagesInput(include_unsupported=False) + ) + assert supported_languages == [Language.CHINESE, Language.ENGLISH] + + initial_language = await nexus_client.execute_operation( + GreetingService.get_language, None + ) + assert initial_language == Language.ENGLISH + + previous_language = await nexus_client.execute_operation( + GreetingService.set_language, + SetLanguageInput(language=Language.CHINESE), + ) + assert previous_language == Language.ENGLISH + + current_language = await nexus_client.execute_operation( + GreetingService.get_language, None + ) + assert current_language == Language.CHINESE + + previous_language = await nexus_client.execute_operation( + GreetingService.set_language, + SetLanguageInput(language=Language.ARABIC), + ) + assert previous_language == Language.CHINESE + + current_language = await nexus_client.execute_operation( + GreetingService.get_language, None + ) + assert current_language == Language.ARABIC + + +async def test_nexus_sync_operations(client: Client, env: WorkflowEnvironment): + if env.supports_time_skipping: + pytest.skip("Nexus tests don't work under the Java test server") + + await _run_caller_workflow(client, TestCallerWorkflow) + + +async def test_nexus_sync_operations_caller_workflow( + client: Client, env: WorkflowEnvironment +): + """ + Runs the CallerWorkflow from the sample to ensure it executes without errors. + """ + if env.supports_time_skipping: + pytest.skip("Nexus tests don't work under the Java test server") + + await _run_caller_workflow(client, CallerWorkflow) + + +async def _run_caller_workflow(client: Client, workflow: Type): + create_response = await create_nexus_endpoint( + name=NEXUS_ENDPOINT, + task_queue=nexus_sync_operations.handler.worker.TASK_QUEUE, + client=client, + ) + try: + handler_worker_task = asyncio.create_task( + nexus_sync_operations.handler.worker.main(client) + ) + try: + async with Worker( + client, + task_queue="test-caller-task-queue", + workflows=[workflow], + ): + await client.execute_workflow( + workflow.run, + id=str(uuid.uuid4()), + task_queue="test-caller-task-queue", + ) + finally: + nexus_sync_operations.handler.worker.interrupt_event.set() + await handler_worker_task + nexus_sync_operations.handler.worker.interrupt_event.clear() + finally: + await delete_nexus_endpoint( + id=create_response.endpoint.id, + version=create_response.endpoint.version, + client=client, + ) From 7b437d5c70f574df233013f5b00ab29f7e952fca Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Tue, 30 Sep 2025 10:28:56 -0700 Subject: [PATCH 45/68] OpenAI Agents SDK - MCP Samples (#250) * file system mcp server example * typo * stateful and stateless demos * wip * update to provider * provider * title * add more examples * Update SDK version to 1.18 * Update openai breaking change * cleanup + formatting * cleanup * WIP sequential thinking * memory stateful mcp * cleanup * interface updates * minimize dependency version changes * naming consistency * openai agents upgrade --------- Co-authored-by: Tim Conley --- openai_agents/README.md | 2 +- openai_agents/mcp/README.md | 91 ++++++ openai_agents/mcp/run_file_system_worker.py | 62 ++++ openai_agents/mcp/run_file_system_workflow.py | 29 ++ .../run_memory_research_scratchpad_worker.py | 59 ++++ ...run_memory_research_scratchpad_workflow.py | 29 ++ openai_agents/mcp/run_prompt_server_worker.py | 64 ++++ .../mcp/run_prompt_server_workflow.py | 29 ++ openai_agents/mcp/run_sse_worker.py | 64 ++++ openai_agents/mcp/run_sse_workflow.py | 29 ++ .../mcp/run_streamable_http_worker.py | 64 ++++ .../mcp/run_streamable_http_workflow.py | 29 ++ .../mcp/sample_files/favorite_books.txt | 20 ++ .../mcp/sample_files/favorite_cities.txt | 4 + .../mcp/sample_files/favorite_songs.txt | 10 + openai_agents/mcp/servers/prompt_server.py | 58 ++++ openai_agents/mcp/servers/tools_server.py | 44 +++ .../mcp/workflows/file_system_workflow.py | 40 +++ .../memory_research_scratchpad_workflow.py | 122 +++++++ .../mcp/workflows/prompt_server_workflow.py | 79 +++++ openai_agents/mcp/workflows/sse_workflow.py | 38 +++ .../mcp/workflows/streamable_http_workflow.py | 40 +++ pyproject.toml | 5 +- uv.lock | 300 +++++++++--------- 24 files changed, 1159 insertions(+), 152 deletions(-) create mode 100644 openai_agents/mcp/README.md create mode 100644 openai_agents/mcp/run_file_system_worker.py create mode 100644 openai_agents/mcp/run_file_system_workflow.py create mode 100644 openai_agents/mcp/run_memory_research_scratchpad_worker.py create mode 100644 openai_agents/mcp/run_memory_research_scratchpad_workflow.py create mode 100644 openai_agents/mcp/run_prompt_server_worker.py create mode 100644 openai_agents/mcp/run_prompt_server_workflow.py create mode 100644 openai_agents/mcp/run_sse_worker.py create mode 100644 openai_agents/mcp/run_sse_workflow.py create mode 100644 openai_agents/mcp/run_streamable_http_worker.py create mode 100644 openai_agents/mcp/run_streamable_http_workflow.py create mode 100644 openai_agents/mcp/sample_files/favorite_books.txt create mode 100644 openai_agents/mcp/sample_files/favorite_cities.txt create mode 100644 openai_agents/mcp/sample_files/favorite_songs.txt create mode 100644 openai_agents/mcp/servers/prompt_server.py create mode 100644 openai_agents/mcp/servers/tools_server.py create mode 100644 openai_agents/mcp/workflows/file_system_workflow.py create mode 100644 openai_agents/mcp/workflows/memory_research_scratchpad_workflow.py create mode 100644 openai_agents/mcp/workflows/prompt_server_workflow.py create mode 100644 openai_agents/mcp/workflows/sse_workflow.py create mode 100644 openai_agents/mcp/workflows/streamable_http_workflow.py diff --git a/openai_agents/README.md b/openai_agents/README.md index 8a51246d..9404278f 100644 --- a/openai_agents/README.md +++ b/openai_agents/README.md @@ -30,9 +30,9 @@ Each directory contains a complete example with its own README for detailed inst - **[Tools](./tools/README.md)** - Demonstrates available tools such as file search, image generation, and others. - **[Handoffs](./handoffs/README.md)** - Agents collaborating via handoffs. - **[Hosted MCP](./hosted_mcp/README.md)** - Using the MCP client functionality of the OpenAI Responses API. +- **[MCP](./mcp/README.md)** - Local MCP servers (filesystem/stdio, streamable HTTP, SSE, prompt server) integrated with Temporal workflows. - **[Model Providers](./model_providers/README.md)** - Using custom LLM providers (e.g., Anthropic via LiteLLM). - **[Research Bot](./research_bot/README.md)** - Multi-agent research system with specialized roles: a planner agent, search agent, and writer agent working together to conduct comprehensive research. - **[Customer Service](./customer_service/README.md)** - Interactive customer service agent with escalation capabilities, demonstrating conversational workflows. - **[Reasoning Content](./reasoning_content/README.md)** - Example of how to retrieve the thought process of reasoning models. - **[Financial Research Agent](./financial_research_agent/README.md)** - Multi-agent financial research system with planner, search, analyst, writer, and verifier agents collaborating. - diff --git a/openai_agents/mcp/README.md b/openai_agents/mcp/README.md new file mode 100644 index 00000000..d9a172f3 --- /dev/null +++ b/openai_agents/mcp/README.md @@ -0,0 +1,91 @@ +# MCP Examples + +Integration with MCP (Model Context Protocol) servers using OpenAI agents in Temporal workflows. + +*Adapted from [OpenAI Agents SDK MCP examples](https://github.com/openai/openai-agents-python/tree/main/examples/mcp)* + +Before running these examples, be sure to review the [prerequisites and background on the integration](../README.md). + + +## Running the Examples + +### Stdio MCP + +First, start the worker: +```bash +uv run openai_agents/mcp/run_file_system_worker.py +``` + +Run the workflow: +```bash +uv run openai_agents/mcp/run_file_system_workflow.py +``` + +This sample assumes that the worker and `run_file_system_workflow.py` are on the same machine. + + +### Streamable HTTP MCP + +First, start the worker: +```bash +uv run openai_agents/mcp/servers/tools_server.py --transport=streamable-http +``` + +Then start the worker: +```bash +uv run openai_agents/mcp/run_streamable_http_worker.py +``` + +Finally, run the workflow: +```bash +uv run openai_agents/mcp/run_streamable_http_workflow.py +``` + +### SSE MCP + +First, start the MCP server: +```bash +uv run openai_agents/mcp/servers/tools_server.py --transport=sse +``` + +Then start the worker: +```bash +uv run openai_agents/mcp/run_sse_worker.py +``` + +Finally, run the workflow: +```bash +uv run openai_agents/mcp/run_sse_workflow.py +``` + +### Prompt Server MCP + +First, start the MCP server: +```bash +uv run openai_agents/mcp/servers/prompt_server.py +``` + +Then start the worker: +```bash +uv run openai_agents/mcp/run_prompt_server_worker.py +``` + +Finally, run the workflow: +```bash +uv run openai_agents/mcp/run_prompt_server_workflow.py +``` + + +### Memory MCP (Research Scratchpad) + +Demonstrates durable note-taking with the Memory MCP server: write seed notes, query by tags, synthesize a brief with citations, then update and delete notes. + +Start the worker: +```bash +uv run openai_agents/mcp/run_memory_research_scratchpad_worker.py +``` + +Run the research scratchpad workflow: +```bash +uv run openai_agents/mcp/run_memory_research_scratchpad_workflow.py +``` diff --git a/openai_agents/mcp/run_file_system_worker.py b/openai_agents/mcp/run_file_system_worker.py new file mode 100644 index 00000000..0eb440bb --- /dev/null +++ b/openai_agents/mcp/run_file_system_worker.py @@ -0,0 +1,62 @@ +from __future__ import annotations + +import asyncio +import logging +import os +from datetime import timedelta + +from agents.mcp import MCPServerStdio +from temporalio.client import Client +from temporalio.contrib.openai_agents import ( + ModelActivityParameters, + OpenAIAgentsPlugin, + StatelessMCPServerProvider, +) +from temporalio.worker import Worker + +from openai_agents.mcp.workflows.file_system_workflow import FileSystemWorkflow + + +async def main(): + logging.basicConfig(level=logging.INFO) + current_dir = os.path.dirname(os.path.abspath(__file__)) + samples_dir = os.path.join(current_dir, "sample_files") + + file_system_server = StatelessMCPServerProvider( + lambda: MCPServerStdio( + name="FileSystemServer", + params={ + "command": "npx", + "args": ["-y", "@modelcontextprotocol/server-filesystem", samples_dir], + }, + ) + ) + + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin( + model_params=ModelActivityParameters( + start_to_close_timeout=timedelta(seconds=60) + ), + mcp_server_providers=[file_system_server], + ), + ], + ) + + worker = Worker( + client, + task_queue=f"openai-agents-mcp-filesystem-task-queue", + workflows=[ + FileSystemWorkflow, + ], + activities=[ + # No custom activities needed for these workflows + ], + ) + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/mcp/run_file_system_workflow.py b/openai_agents/mcp/run_file_system_workflow.py new file mode 100644 index 00000000..a52e7d56 --- /dev/null +++ b/openai_agents/mcp/run_file_system_workflow.py @@ -0,0 +1,29 @@ +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.mcp.workflows.file_system_workflow import FileSystemWorkflow + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin(), + ], + ) + + # Execute a workflow + result = await client.execute_workflow( + FileSystemWorkflow.run, + id="file-system-workflow", + task_queue="openai-agents-mcp-filesystem-task-queue", + ) + + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/mcp/run_memory_research_scratchpad_worker.py b/openai_agents/mcp/run_memory_research_scratchpad_worker.py new file mode 100644 index 00000000..fb1d8494 --- /dev/null +++ b/openai_agents/mcp/run_memory_research_scratchpad_worker.py @@ -0,0 +1,59 @@ +from __future__ import annotations + +import asyncio +import logging +from datetime import timedelta + +from agents.mcp import MCPServerStdio +from temporalio.client import Client +from temporalio.contrib.openai_agents import ( + ModelActivityParameters, + OpenAIAgentsPlugin, + StatefulMCPServerProvider, +) +from temporalio.worker import Worker + +from openai_agents.mcp.workflows.memory_research_scratchpad_workflow import ( + MemoryResearchScratchpadWorkflow, +) + + +async def main(): + logging.basicConfig(level=logging.INFO) + + memory_server_provider = StatefulMCPServerProvider( + lambda: MCPServerStdio( + name="MemoryServer", + params={ + "command": "npx", + "args": ["-y", "@modelcontextprotocol/server-memory"], + }, + ) + ) + + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin( + model_params=ModelActivityParameters( + start_to_close_timeout=timedelta(seconds=60) + ), + mcp_server_providers=[memory_server_provider], + ), + ], + ) + + worker = Worker( + client, + task_queue="openai-agents-mcp-memory-task-queue", + workflows=[ + MemoryResearchScratchpadWorkflow, + ], + activities=[], + ) + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/mcp/run_memory_research_scratchpad_workflow.py b/openai_agents/mcp/run_memory_research_scratchpad_workflow.py new file mode 100644 index 00000000..03969fb4 --- /dev/null +++ b/openai_agents/mcp/run_memory_research_scratchpad_workflow.py @@ -0,0 +1,29 @@ +from __future__ import annotations + +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.mcp.workflows.memory_research_scratchpad_workflow import ( + MemoryResearchScratchpadWorkflow, +) + + +async def main(): + client = await Client.connect( + "localhost:7233", + plugins=[OpenAIAgentsPlugin()], + ) + + result = await client.execute_workflow( + MemoryResearchScratchpadWorkflow.run, + id="memory-research-scratchpad-workflow", + task_queue="openai-agents-mcp-memory-task-queue", + ) + + print(f"Result:\n{result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/mcp/run_prompt_server_worker.py b/openai_agents/mcp/run_prompt_server_worker.py new file mode 100644 index 00000000..e390c0ac --- /dev/null +++ b/openai_agents/mcp/run_prompt_server_worker.py @@ -0,0 +1,64 @@ +from __future__ import annotations + +import asyncio +import logging +from datetime import timedelta + +from agents.mcp import MCPServerStreamableHttp +from temporalio.client import Client +from temporalio.contrib.openai_agents import ( + ModelActivityParameters, + OpenAIAgentsPlugin, + StatelessMCPServerProvider, +) +from temporalio.worker import Worker + +from openai_agents.mcp.workflows.prompt_server_workflow import PromptServerWorkflow + + +async def main(): + logging.basicConfig(level=logging.INFO) + + print("Setting up worker...\n") + + try: + prompt_server_provider = StatelessMCPServerProvider( + lambda: MCPServerStreamableHttp( + name="PromptServer", + params={ + "url": "http://localhost:8000/mcp", + }, + ) + ) + + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin( + model_params=ModelActivityParameters( + start_to_close_timeout=timedelta(seconds=120) + ), + mcp_server_providers=[prompt_server_provider], + ), + ], + ) + + worker = Worker( + client, + task_queue="openai-agents-mcp-prompt-task-queue", + workflows=[ + PromptServerWorkflow, + ], + activities=[ + # No custom activities needed for these workflows + ], + ) + await worker.run() + except Exception as e: + print(f"Worker failed: {e}") + raise + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/mcp/run_prompt_server_workflow.py b/openai_agents/mcp/run_prompt_server_workflow.py new file mode 100644 index 00000000..79e4bf65 --- /dev/null +++ b/openai_agents/mcp/run_prompt_server_workflow.py @@ -0,0 +1,29 @@ +from __future__ import annotations + +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.mcp.workflows.prompt_server_workflow import PromptServerWorkflow + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[OpenAIAgentsPlugin()], + ) + + # Execute a workflow + result = await client.execute_workflow( + PromptServerWorkflow.run, + id="prompt-server-workflow", + task_queue="openai-agents-mcp-prompt-task-queue", + ) + + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/mcp/run_sse_worker.py b/openai_agents/mcp/run_sse_worker.py new file mode 100644 index 00000000..406e65bf --- /dev/null +++ b/openai_agents/mcp/run_sse_worker.py @@ -0,0 +1,64 @@ +from __future__ import annotations + +import asyncio +import logging +from datetime import timedelta + +from agents.mcp import MCPServerSse +from temporalio.client import Client +from temporalio.contrib.openai_agents import ( + ModelActivityParameters, + OpenAIAgentsPlugin, + StatelessMCPServerProvider, +) +from temporalio.worker import Worker + +from openai_agents.mcp.workflows.sse_workflow import SseWorkflow + + +async def main(): + logging.basicConfig(level=logging.INFO) + + print("Setting up worker...\n") + + try: + sse_server_provider = StatelessMCPServerProvider( + lambda: MCPServerSse( + name="SseServer", + params={ + "url": "http://localhost:8000/sse", + }, + ) + ) + + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin( + model_params=ModelActivityParameters( + start_to_close_timeout=timedelta(seconds=60) + ), + mcp_server_providers=[sse_server_provider], + ), + ], + ) + + worker = Worker( + client, + task_queue="openai-agents-mcp-sse-task-queue", + workflows=[ + SseWorkflow, + ], + activities=[ + # No custom activities needed for these workflows + ], + ) + await worker.run() + except Exception as e: + print(f"Worker failed: {e}") + raise + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/mcp/run_sse_workflow.py b/openai_agents/mcp/run_sse_workflow.py new file mode 100644 index 00000000..42a45596 --- /dev/null +++ b/openai_agents/mcp/run_sse_workflow.py @@ -0,0 +1,29 @@ +from __future__ import annotations + +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.mcp.workflows.sse_workflow import SseWorkflow + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[OpenAIAgentsPlugin()], + ) + + # Execute a workflow + result = await client.execute_workflow( + SseWorkflow.run, + id="sse-workflow", + task_queue="openai-agents-mcp-sse-task-queue", + ) + + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/mcp/run_streamable_http_worker.py b/openai_agents/mcp/run_streamable_http_worker.py new file mode 100644 index 00000000..9c178b6f --- /dev/null +++ b/openai_agents/mcp/run_streamable_http_worker.py @@ -0,0 +1,64 @@ +from __future__ import annotations + +import asyncio +import logging +from datetime import timedelta + +from agents.mcp import MCPServerStreamableHttp +from temporalio.client import Client +from temporalio.contrib.openai_agents import ( + ModelActivityParameters, + OpenAIAgentsPlugin, + StatelessMCPServerProvider, +) +from temporalio.worker import Worker + +from openai_agents.mcp.workflows.streamable_http_workflow import StreamableHttpWorkflow + + +async def main(): + logging.basicConfig(level=logging.INFO) + + print("Setting up worker...\n") + + try: + streamable_http_server_provider = StatelessMCPServerProvider( + lambda: MCPServerStreamableHttp( + name="StreamableHttpServer", + params={ + "url": "http://localhost:8000/mcp", + }, + ) + ) + + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[ + OpenAIAgentsPlugin( + model_params=ModelActivityParameters( + start_to_close_timeout=timedelta(seconds=60) + ), + mcp_server_providers=[streamable_http_server_provider], + ), + ], + ) + + worker = Worker( + client, + task_queue="openai-agents-mcp-streamable-http-task-queue", + workflows=[ + StreamableHttpWorkflow, + ], + activities=[ + # No custom activities needed for these workflows + ], + ) + await worker.run() + except Exception as e: + print(f"Worker failed: {e}") + raise + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/mcp/run_streamable_http_workflow.py b/openai_agents/mcp/run_streamable_http_workflow.py new file mode 100644 index 00000000..aa5d1bac --- /dev/null +++ b/openai_agents/mcp/run_streamable_http_workflow.py @@ -0,0 +1,29 @@ +from __future__ import annotations + +import asyncio + +from temporalio.client import Client +from temporalio.contrib.openai_agents import OpenAIAgentsPlugin + +from openai_agents.mcp.workflows.streamable_http_workflow import StreamableHttpWorkflow + + +async def main(): + # Create client connected to server at the given address + client = await Client.connect( + "localhost:7233", + plugins=[OpenAIAgentsPlugin()], + ) + + # Execute a workflow + result = await client.execute_workflow( + StreamableHttpWorkflow.run, + id="streamable-http-workflow", + task_queue="openai-agents-mcp-streamable-http-task-queue", + ) + + print(f"Result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/openai_agents/mcp/sample_files/favorite_books.txt b/openai_agents/mcp/sample_files/favorite_books.txt new file mode 100644 index 00000000..c55f457e --- /dev/null +++ b/openai_agents/mcp/sample_files/favorite_books.txt @@ -0,0 +1,20 @@ +1. To Kill a Mockingbird – Harper Lee +2. Pride and Prejudice – Jane Austen +3. 1984 – George Orwell +4. The Hobbit – J.R.R. Tolkien +5. Harry Potter and the Sorcerer’s Stone – J.K. Rowling +6. The Great Gatsby – F. Scott Fitzgerald +7. Charlotte’s Web – E.B. White +8. Anne of Green Gables – Lucy Maud Montgomery +9. The Alchemist – Paulo Coelho +10. Little Women – Louisa May Alcott +11. The Catcher in the Rye – J.D. Salinger +12. Animal Farm – George Orwell +13. The Chronicles of Narnia: The Lion, the Witch, and the Wardrobe – C.S. Lewis +14. The Book Thief – Markus Zusak +15. A Wrinkle in Time – Madeleine L’Engle +16. The Secret Garden – Frances Hodgson Burnett +17. Moby-Dick – Herman Melville +18. Fahrenheit 451 – Ray Bradbury +19. Jane Eyre – Charlotte Brontë +20. The Little Prince – Antoine de Saint-Exupéry \ No newline at end of file diff --git a/openai_agents/mcp/sample_files/favorite_cities.txt b/openai_agents/mcp/sample_files/favorite_cities.txt new file mode 100644 index 00000000..1d3354f2 --- /dev/null +++ b/openai_agents/mcp/sample_files/favorite_cities.txt @@ -0,0 +1,4 @@ +- In the summer, I love visiting London. +- In the winter, Tokyo is great. +- In the spring, San Francisco. +- In the fall, New York is the best. \ No newline at end of file diff --git a/openai_agents/mcp/sample_files/favorite_songs.txt b/openai_agents/mcp/sample_files/favorite_songs.txt new file mode 100644 index 00000000..d659bb58 --- /dev/null +++ b/openai_agents/mcp/sample_files/favorite_songs.txt @@ -0,0 +1,10 @@ +1. "Here Comes the Sun" – The Beatles +2. "Imagine" – John Lennon +3. "Bohemian Rhapsody" – Queen +4. "Shake It Off" – Taylor Swift +5. "Billie Jean" – Michael Jackson +6. "Uptown Funk" – Mark Ronson ft. Bruno Mars +7. "Don’t Stop Believin’" – Journey +8. "Dancing Queen" – ABBA +9. "Happy" – Pharrell Williams +10. "Wonderwall" – Oasis diff --git a/openai_agents/mcp/servers/prompt_server.py b/openai_agents/mcp/servers/prompt_server.py new file mode 100644 index 00000000..07f025ce --- /dev/null +++ b/openai_agents/mcp/servers/prompt_server.py @@ -0,0 +1,58 @@ +from mcp.server.fastmcp import FastMCP + +# Create server +mcp = FastMCP("Prompt Server") + + +# Instruction-generating prompts (user-controlled) +@mcp.prompt() +def generate_code_review_instructions( + focus: str = "general code quality", language: str = "python" +) -> str: + """Generate agent instructions for code review tasks""" + print(f"[debug-server] generate_code_review_instructions({focus}, {language})") + + return f"""You are a senior {language} code review specialist. Your role is to provide comprehensive code analysis with focus on {focus}. + +INSTRUCTIONS: +- Analyze code for quality, security, performance, and best practices +- Provide specific, actionable feedback with examples +- Identify potential bugs, vulnerabilities, and optimization opportunities +- Suggest improvements with code examples when applicable +- Be constructive and educational in your feedback +- Focus particularly on {focus} aspects + +RESPONSE FORMAT: +1. Overall Assessment +2. Specific Issues Found +3. Security Considerations +4. Performance Notes +5. Recommended Improvements +6. Best Practices Suggestions + +Use the available tools to check current time if you need timestamps for your analysis.""" + + +@mcp.prompt() +def generate_review_rubric(target: str = "application code") -> str: + """Generate a scoring rubric for reviewing code or plans""" + return f"""You are evaluating {target}. Score each category 1-5 and justify briefly. + +CATEGORIES: +- Correctness and Reliability +- Security and Risk +- Performance and Efficiency +- Readability and Maintainability +- Testability and Coverage +- Compliance with Style/Guidelines + +FORMAT: +- Overall Score (1-5) +- Category Scores (bulleted) +- Top 3 Issues (with impact level and suggested fix) +- Quick Wins (3 bullets) +""" + + +if __name__ == "__main__": + mcp.run(transport="streamable-http") diff --git a/openai_agents/mcp/servers/tools_server.py b/openai_agents/mcp/servers/tools_server.py new file mode 100644 index 00000000..a329c7ee --- /dev/null +++ b/openai_agents/mcp/servers/tools_server.py @@ -0,0 +1,44 @@ +import argparse +import random + +import requests +from mcp.server.fastmcp import FastMCP + +# Create server +mcp = FastMCP("Tools Server") + + +@mcp.tool() +def add(a: int, b: int) -> int: + """Add two numbers""" + print(f"[debug-server] add({a}, {b})") + return a + b + + +@mcp.tool() +def get_secret_word() -> str: + print("[debug-server] get_secret_word()") + return random.choice(["apple", "banana", "cherry"]) + + +@mcp.tool() +def get_current_weather(city: str) -> str: + print(f"[debug-server] get_current_weather({city})") + + endpoint = "https://wttr.in" + response = requests.get(f"{endpoint}/{city}") + return response.text + + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description="MCP Tools Server") + parser.add_argument( + "--transport", + choices=["streamable-http", "sse"], + default="streamable-http", + help="Transport type (default: streamable-http)", + ) + args = parser.parse_args() + + print(f"Starting Tools Server with {args.transport} transport...") + mcp.run(transport=args.transport) diff --git a/openai_agents/mcp/workflows/file_system_workflow.py b/openai_agents/mcp/workflows/file_system_workflow.py new file mode 100644 index 00000000..b3528c18 --- /dev/null +++ b/openai_agents/mcp/workflows/file_system_workflow.py @@ -0,0 +1,40 @@ +from __future__ import annotations + +from agents import Agent, Runner, trace +from agents.mcp import MCPServer +from temporalio import workflow +from temporalio.contrib import openai_agents + + +@workflow.defn +class FileSystemWorkflow: + @workflow.run + async def run(self) -> str: + with trace(workflow_name="MCP File System Example"): + server: MCPServer = openai_agents.workflow.stateless_mcp_server( + "FileSystemServer" + ) + agent = Agent( + name="Assistant", + instructions="Use the tools to read the filesystem and answer questions based on those files.", + mcp_servers=[server], + ) + + # List the files it can read + message = "Read the files and list them." + workflow.logger.info(f"Running: {message}") + result1 = await Runner.run(starting_agent=agent, input=message) + + # Ask about books + message = "What is my #1 favorite book?" + workflow.logger.info(f"Running: {message}") + result2 = await Runner.run(starting_agent=agent, input=message) + + # Ask a question that reads then reasons. + message = ( + "Look at my favorite songs. Suggest one new song that I might like." + ) + workflow.logger.info(f"Running: {message}") + result3 = await Runner.run(starting_agent=agent, input=message) + + return f"{result1.final_output}\n\n{result2.final_output}\n\n{result3.final_output}" diff --git a/openai_agents/mcp/workflows/memory_research_scratchpad_workflow.py b/openai_agents/mcp/workflows/memory_research_scratchpad_workflow.py new file mode 100644 index 00000000..1812a452 --- /dev/null +++ b/openai_agents/mcp/workflows/memory_research_scratchpad_workflow.py @@ -0,0 +1,122 @@ +from __future__ import annotations + +from agents import Agent, Runner, trace +from agents.model_settings import ModelSettings +from temporalio import workflow +from temporalio.contrib import openai_agents as temporal_openai_agents + +SEED_NOTES = [ + ( + "scratchpad/ai-sum/001", + "Study A (2024-04)", + "Summaries reduced triage time by 22% (n=60).", + ["ai-summarization", "email", "kpi"], + ), + ( + "scratchpad/ai-sum/002", + "User preference", + "Users prefer action-first summaries with 5–8 bullets max.", + ["ai-summarization", "email", "ux"], + ), + ( + "scratchpad/ai-sum/003", + "Risk: misleading summaries", + "Hallucination risk; mitigation: confidence thresholds + easy fallback to original email.", + ["ai-summarization", "email", "risk"], + ), + ( + "scratchpad/ai-sum/004", + "Latency consideration", + "Cold-start latency noticeable on first open; can cache or precompute in background.", + ["ai-summarization", "email", "perf"], + ), + ( + "scratchpad/ai-sum/005", + "Adoption insight", + "Admin controls improve enterprise adoption; opt-in increases trust and perceived control.", + ["ai-summarization", "email", "adoption"], + ), +] + + +@workflow.defn +class MemoryResearchScratchpadWorkflow: + @workflow.run + async def run(self) -> str: + async with temporal_openai_agents.workflow.stateful_mcp_server( + "MemoryServer", + ) as server: + with trace(workflow_name="MCP Memory Scratchpad Example"): + agent = Agent( + name="Research Scratchpad Agent", + instructions=( + "Use the Memory MCP tools to persist, query, update, and delete notes." + " Keep IDs short and consistent. Synthesis must rely only on recalled notes and include simple" + " citations of the form '(Note: id)'. Keep the brief to 5 bullets." + ), + mcp_servers=[server], + model_settings=ModelSettings(tool_choice="required"), + ) + + # Step 1: Write seed notes to memory + write_prompt_lines = [ + "Store the following notes in memory. Use the given id and tags for each entry.", + "After storing, confirm each (id, tags) that was written.", + "", + ] + for note_id, title, content, tags in SEED_NOTES: + # Store tags as separate observation lines so search can reliably match them + tag_obs = ", ".join([f"tag: {t}" for t in tags]) + write_prompt_lines.append( + f"- id: {note_id}; title: {title}; content: {content}; observations: [{tag_obs}]" + ) + write_prompt = "\n".join(write_prompt_lines) + workflow.logger.info("Writing seed notes to memory") + r1 = await Runner.run(starting_agent=agent, input=write_prompt) + + # Step 2: Query by tags + query_prompt = ( + "Search memory for notes that contain BOTH observations 'tag: ai-summarization' and 'tag: email'. " + "If the search returns empty, list entities with the name prefix 'scratchpad/ai-sum/' and filter to those that have both tag observations. " + "For the resulting ids, call retrieve_entities to fetch their observations, then return a normalized list of (id, title, 1–2 key points) based on the retrieved entities." + ) + workflow.logger.info("Querying notes by tags") + r2 = await Runner.run( + starting_agent=agent, + input=query_prompt, + previous_response_id=r1.last_response_id, + ) + + # Step 3: Synthesis with citations + synth_prompt = ( + "Using only the recalled notes, produce a 5-bullet brief. " + "Include one citation per bullet in the form '(Note: id)'. Do not introduce new facts." + ) + workflow.logger.info("Synthesizing brief from recalled notes") + r3 = await Runner.run( + starting_agent=agent, + input=synth_prompt, + previous_response_id=r2.last_response_id, + ) + + # Step 4: Update and re-query (optional demonstration) + update_prompt = ( + "Update the note 'scratchpad/ai-sum/003' to include more precise mitigation:" + " 'threshold=0.7; fallback to full email on low confidence'. Then delete the note" + " 'scratchpad/ai-sum/005'. Finally, list only the remaining 'risk' notes with (id, updated content)." + ) + workflow.logger.info( + "Updating one note and deleting another, then re-listing risk notes" + ) + r4 = await Runner.run( + starting_agent=agent, + input=update_prompt, + previous_response_id=r3.last_response_id, + ) + + return ( + f"WRITE CONFIRMATIONS:\n{r1.final_output}\n\n" + f"QUERY RESULTS:\n{r2.final_output}\n\n" + f"SYNTHESIS:\n{r3.final_output}\n\n" + f"UPDATES:\n{r4.final_output}" + ) diff --git a/openai_agents/mcp/workflows/prompt_server_workflow.py b/openai_agents/mcp/workflows/prompt_server_workflow.py new file mode 100644 index 00000000..0a873561 --- /dev/null +++ b/openai_agents/mcp/workflows/prompt_server_workflow.py @@ -0,0 +1,79 @@ +from __future__ import annotations + +from agents import Agent, Runner, trace +from agents.mcp import MCPServer +from temporalio import workflow +from temporalio.contrib import openai_agents + + +@workflow.defn +class PromptServerWorkflow: + @workflow.run + async def run(self) -> str: + with trace(workflow_name="Prompt Server Example"): + outputs: list[str] = [] + server: MCPServer = openai_agents.workflow.stateless_mcp_server( + "PromptServer" + ) + + # Show available prompts + workflow.logger.info("=== AVAILABLE PROMPTS ===") + outputs.append("=== AVAILABLE PROMPTS ===") + prompts_result = await server.list_prompts() + workflow.logger.info("User can select from these prompts:") + outputs.append("User can select from these prompts:") + for i, prompt in enumerate(prompts_result.prompts, 1): + line = f" {i}. {prompt.name} - {prompt.description}" + workflow.logger.info(line) + outputs.append(line) + workflow.logger.info("") + outputs.append("") + + # Demo code review with user-selected prompt + workflow.logger.info("=== CODE REVIEW DEMO ===") + + # Get instructions from prompt + workflow.logger.info( + "Getting instructions from prompt: generate_code_review_instructions" + ) + try: + prompt_result = await server.get_prompt( + "generate_code_review_instructions", + {"focus": "security vulnerabilities", "language": "python"}, + ) + content = prompt_result.messages[0].content + instructions = ( + content.text if hasattr(content, "text") else str(content) + ) + workflow.logger.info("Generated instructions") + preview = instructions[:200].replace("\n", " ") + ( + "..." if len(instructions) > 200 else "" + ) + outputs.append("=== INSTRUCTIONS (PREVIEW) ===") + outputs.append(preview) + except Exception as e: + workflow.logger.info(f"Failed to get instructions: {e}") + instructions = f"You are a helpful assistant. Error: {e}" + outputs.append(f"Failed to get instructions: {e}") + + agent = Agent( + name="Code Reviewer Agent", + instructions=instructions, + ) + + message = """Please review this code: + +def process_user_input(user_input): + command = f"echo {user_input}" + os.system(command) + return "Command executed" + +""" + + workflow.logger.info(f"Running: {message[:60]}...") + outputs.append("=== REVIEW OUTPUT ===") + result = await Runner.run(starting_agent=agent, input=message) + workflow.logger.info(result.final_output) + outputs.append(result.final_output) + workflow.logger.info("\n" + "=" * 50 + "\n") + return "\n".join(outputs) diff --git a/openai_agents/mcp/workflows/sse_workflow.py b/openai_agents/mcp/workflows/sse_workflow.py new file mode 100644 index 00000000..c8b80e03 --- /dev/null +++ b/openai_agents/mcp/workflows/sse_workflow.py @@ -0,0 +1,38 @@ +from __future__ import annotations + +from agents import Agent, Runner, trace +from agents.mcp import MCPServer +from agents.model_settings import ModelSettings +from temporalio import workflow +from temporalio.contrib import openai_agents + + +@workflow.defn +class SseWorkflow: + @workflow.run + async def run(self) -> str: + with trace(workflow_name="SSE Example"): + server: MCPServer = openai_agents.workflow.stateless_mcp_server("SseServer") + agent = Agent( + name="Assistant", + instructions="Use the tools to answer the questions.", + mcp_servers=[server], + model_settings=ModelSettings(tool_choice="required"), + ) + + # Use the `add` tool to add two numbers + message = "Add these numbers: 7 and 22." + workflow.logger.info(f"Running: {message}") + result1 = await Runner.run(starting_agent=agent, input=message) + + # Run the `get_weather` tool + message = "What's the weather in Tokyo?" + workflow.logger.info(f"Running: {message}") + result2 = await Runner.run(starting_agent=agent, input=message) + + # Run the `get_secret_word` tool + message = "What's the secret word?" + workflow.logger.info(f"Running: {message}") + result3 = await Runner.run(starting_agent=agent, input=message) + + return f"{result1.final_output}\n\n{result2.final_output}\n\n{result3.final_output}" diff --git a/openai_agents/mcp/workflows/streamable_http_workflow.py b/openai_agents/mcp/workflows/streamable_http_workflow.py new file mode 100644 index 00000000..98b7d576 --- /dev/null +++ b/openai_agents/mcp/workflows/streamable_http_workflow.py @@ -0,0 +1,40 @@ +from __future__ import annotations + +from agents import Agent, Runner, trace +from agents.mcp import MCPServer +from agents.model_settings import ModelSettings +from temporalio import workflow +from temporalio.contrib import openai_agents + + +@workflow.defn +class StreamableHttpWorkflow: + @workflow.run + async def run(self) -> str: + with trace(workflow_name="Streamable HTTP Example"): + server: MCPServer = openai_agents.workflow.stateless_mcp_server( + "StreamableHttpServer" + ) + agent = Agent( + name="Assistant", + instructions="Use the tools to answer the questions.", + mcp_servers=[server], + model_settings=ModelSettings(tool_choice="required"), + ) + + # Use the `add` tool to add two numbers + message = "Add these numbers: 7 and 22." + workflow.logger.info(f"Running: {message}") + result1 = await Runner.run(starting_agent=agent, input=message) + + # Run the `get_weather` tool + message = "What's the weather in Tokyo?" + workflow.logger.info(f"Running: {message}") + result2 = await Runner.run(starting_agent=agent, input=message) + + # Run the `get_secret_word` tool + message = "What's the secret word?" + workflow.logger.info(f"Running: {message}") + result3 = await Runner.run(starting_agent=agent, input=message) + + return f"{result1.final_output}\n\n{result2.final_output}\n\n{result3.final_output}" diff --git a/pyproject.toml b/pyproject.toml index 3a73a8d1..73007250 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -55,8 +55,9 @@ open-telemetry = [ "opentelemetry-exporter-otlp-proto-grpc", ] openai-agents = [ - "openai-agents[litellm] >= 0.2.3", + "openai-agents[litellm] == 0.3.2", "temporalio[openai-agents] >= 1.18.0", + "requests>=2.32.0,<3", ] pydantic-converter = ["pydantic>=2.10.6,<3"] sentry = ["sentry-sdk>=2.13.0"] @@ -143,4 +144,4 @@ ignore_errors = true [[tool.mypy.overrides]] module = "opentelemetry.*" -ignore_errors = true \ No newline at end of file +ignore_errors = true diff --git a/uv.lock b/uv.lock index 374d5c99..73424b77 100644 --- a/uv.lock +++ b/uv.lock @@ -12,7 +12,7 @@ resolution-markers = [ [[package]] name = "aiohappyeyeballs" version = "2.6.1" -source = { registry = "https://pypi.org/simple/" } +source = { registry = "https://pypi.org/simple" } sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760, upload-time = "2025-03-12T01:42:48.764Z" } wheels = [ { url = "https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8", size = 15265, upload-time = "2025-03-12T01:42:47.083Z" }, @@ -21,7 +21,7 @@ wheels = [ [[package]] name = "aiohttp" version = "3.12.14" -source = { registry = "https://pypi.org/simple/" } +source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "aiohappyeyeballs" }, { name = "aiosignal" }, @@ -107,7 +107,7 @@ wheels = [ [[package]] name = "aiosignal" version = "1.4.0" -source = { registry = "https://pypi.org/simple/" } +source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "frozenlist" }, { name = "typing-extensions", marker = "python_full_version < '3.13'" }, @@ -120,7 +120,7 @@ wheels = [ [[package]] name = "annotated-types" version = "0.7.0" -source = { registry = "https://pypi.org/simple/" } +source = { 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* Formatting * Update README --- README.md | 1 + eager_wf_start/README.md | 16 ++++++++++ eager_wf_start/__init__.py | 0 eager_wf_start/activities.py | 6 ++++ eager_wf_start/run.py | 42 +++++++++++++++++++++++++++ eager_wf_start/workflows.py | 15 ++++++++++ tests/conftest.py | 2 ++ tests/eager_wf_start/__init__.py | 0 tests/eager_wf_start/workflow_test.py | 29 ++++++++++++++++++ 9 files changed, 111 insertions(+) create mode 100644 eager_wf_start/README.md create mode 100644 eager_wf_start/__init__.py create mode 100644 eager_wf_start/activities.py create mode 100644 eager_wf_start/run.py create mode 100644 eager_wf_start/workflows.py create mode 100644 tests/eager_wf_start/__init__.py create mode 100644 tests/eager_wf_start/workflow_test.py diff --git a/README.md b/README.md index 43d2cba6..d9ae57a3 100644 --- a/README.md +++ b/README.md @@ -65,6 +65,7 @@ Some examples require extra dependencies. See each sample's directory for specif * [custom_decorator](custom_decorator) - Custom decorator to auto-heartbeat a long-running activity. * [custom_metric](custom_metric) - Custom metric to record the workflow type in the activity schedule to start latency. * [dsl](dsl) - DSL workflow that executes steps defined in a YAML file. +* [eager_wf_start](eager_wf_start) - Run a workflow using Eager Workflow Start * [encryption](encryption) - Apply end-to-end encryption for all input/output. * [env_config](env_config) - Load client configuration from TOML files with programmatic overrides. * [gevent_async](gevent_async) - Combine gevent and Temporal. diff --git a/eager_wf_start/README.md b/eager_wf_start/README.md new file mode 100644 index 00000000..834c6a55 --- /dev/null +++ b/eager_wf_start/README.md @@ -0,0 +1,16 @@ +# Eager Workflow Start + +This sample shows how to create a workflow that uses Eager Workflow Start. + +The target use case is workflows whose first task needs to execute quickly (ex: payment verification in an online checkout workflow). That work typically can't be done directly in the workflow (ex: using web APIs, databases, etc.), and also needs to avoid the overhead of dispatching another task. Using a Local Activity suffices both needs, which this sample demonstrates. + +You can read more about Eager Workflow Start in our: + +- [Eager Workflow Start blog](https://temporal.io/blog/improving-latency-with-eager-workflow-start) +- [Worker Performance Docs](https://docs.temporal.io/develop/worker-performance#eager-workflow-start) + +To run, first see the main [README.md](../README.md) for prerequisites. + +Then run the sample via: + + uv run eager_wf_start/run.py \ No newline at end of file diff --git a/eager_wf_start/__init__.py b/eager_wf_start/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/eager_wf_start/activities.py b/eager_wf_start/activities.py new file mode 100644 index 00000000..6533140f --- /dev/null +++ b/eager_wf_start/activities.py @@ -0,0 +1,6 @@ +from temporalio import activity + + +@activity.defn() +async def greeting(name: str) -> str: + return f"Hello {name}!" diff --git a/eager_wf_start/run.py b/eager_wf_start/run.py new file mode 100644 index 00000000..c1daf82a --- /dev/null +++ b/eager_wf_start/run.py @@ -0,0 +1,42 @@ +import asyncio +import uuid + +from temporalio.client import Client +from temporalio.worker import Worker + +from eager_wf_start.activities import greeting +from eager_wf_start.workflows import EagerWorkflow + +TASK_QUEUE = "eager-wf-start-task-queue" + + +async def main(): + + # Note that the worker and client run in the same process and share the same client connection. + client = await Client.connect("localhost:7233") + worker = Worker( + client, + task_queue=TASK_QUEUE, + workflows=[EagerWorkflow], + activities=[greeting], + ) + + # Run worker in the background + async with worker: + # Start workflow(s) while worker is running + wf_handle = await client.start_workflow( + EagerWorkflow.run, + "Temporal", + id=f"eager-workflow-id-{uuid.uuid4()}", + task_queue=TASK_QUEUE, + request_eager_start=True, + ) + + # This is an internal flag not intended to be used publicly. + # It is used here purely to display that the workflow was eagerly started. + print(f"Workflow eagerly started: {wf_handle.__temporal_eagerly_started}") + print(await wf_handle.result()) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/eager_wf_start/workflows.py b/eager_wf_start/workflows.py new file mode 100644 index 00000000..9107d402 --- /dev/null +++ b/eager_wf_start/workflows.py @@ -0,0 +1,15 @@ +from datetime import timedelta + +from temporalio import workflow + +with workflow.unsafe.imports_passed_through(): + from eager_wf_start.activities import greeting + + +@workflow.defn +class EagerWorkflow: + @workflow.run + async def run(self, name: str) -> str: + return await workflow.execute_local_activity( + greeting, name, schedule_to_close_timeout=timedelta(seconds=5) + ) diff --git a/tests/conftest.py b/tests/conftest.py index e63a059b..65de246e 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -45,6 +45,8 @@ async def env(request) -> AsyncGenerator[WorkflowEnvironment, None]: dev_server_extra_args=[ "--dynamic-config-value", "frontend.enableExecuteMultiOperation=true", + "--dynamic-config-value", + "system.enableEagerWorkflowStart=true", ] ) elif env_type == "time-skipping": diff --git a/tests/eager_wf_start/__init__.py b/tests/eager_wf_start/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/eager_wf_start/workflow_test.py b/tests/eager_wf_start/workflow_test.py new file mode 100644 index 00000000..1080f5bc --- /dev/null +++ b/tests/eager_wf_start/workflow_test.py @@ -0,0 +1,29 @@ +import uuid + +from temporalio.client import Client +from temporalio.worker import Worker + +from eager_wf_start.activities import greeting +from eager_wf_start.workflows import EagerWorkflow + + +async def test_eager_wf_start(client: Client): + task_queue_name = str(uuid.uuid4()) + + async with Worker( + client, + task_queue=task_queue_name, + workflows=[EagerWorkflow], + activities=[greeting], + ): + handle = await client.start_workflow( + EagerWorkflow.run, + "Temporal", + id=f"workflow-{uuid.uuid4()}", + task_queue=task_queue_name, + request_eager_start=True, + ) + print("HANDLE", handle.__temporal_eagerly_started) + assert handle.__temporal_eagerly_started + result = await handle.result() + assert result == "Hello Temporal!" From b9614573c9637b55a834a4e0741ed580dd75ba53 Mon Sep 17 00:00:00 2001 From: Andrew Yuan Date: Mon, 20 Oct 2025 15:07:16 -0700 Subject: [PATCH 47/68] Replace references to tctl with Temporal CLI (#260) --- resource_pool/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/resource_pool/README.md b/resource_pool/README.md index fe48e1ab..5b746d7b 100644 --- a/resource_pool/README.md +++ b/resource_pool/README.md @@ -16,7 +16,7 @@ You should see output indicating that the `ResourcePoolWorkflow` serialized acce You can query the set of current resource resource holders with: - tctl wf query -w resource_pool --qt get_current_holders + temporal workflow query --workflow-id resource_pool --name get_current_holders # Other approaches @@ -41,7 +41,7 @@ Temporal's durable execution guarantees, this can only happen if: If a leak were to happen, you could discover the identity of the leaker using the query above, then: - tctl wf signal -w resource_pool --name release_resource --input '{ "release_key": "" } + temporal workflow signal --workflow-id resource_pool --name release_resource --input '{ "release_key": "" }' Performance: A single ResourcePoolWorkflow scales to tens, but not hundreds, of request/release events per second. It is best suited for allocating resources to long-running workflows. Actual performance will depend on your temporal server's From 092eaad2802b631724a0535ee0550f8653fd3369 Mon Sep 17 00:00:00 2001 From: Kent Gruber Date: Tue, 28 Oct 2025 12:32:10 -0400 Subject: [PATCH 48/68] Set explicit permissions for GitHub Actions workflows (#261) This change was made by an automated process to ensure all GitHub Actions workflows have explicitly defined permissions as per best practices. --- .github/workflows/ci.yml | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 8ed53fe1..f41c09d1 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -1,4 +1,7 @@ name: Continuous Integration +permissions: + contents: read + actions: write on: # rebuild any PRs and main branch changes pull_request: push: From ff0f1343822e532a5c377f02003002d2dcac4f79 Mon Sep 17 00:00:00 2001 From: Thomas Hardy Date: Mon, 10 Nov 2025 18:52:45 -0800 Subject: [PATCH 49/68] update samples to use environment configuration for client (#233) * update samples to use environment configuration for client * linting fixes * update to direct profile mutation * mutate config as dict * update client config usage * Update temporalio dependency (includes optional profile commit) * remove unused toml & util * Update SDK version to 1.18 (#247) * Update SDK version to 1.18 * Update openai breaking change * update samples to use environment configuration for client * linting fixes * update to direct profile mutation * update new samples to use envconfig * linting again * remove redundant files/code --------- Co-authored-by: tconley1428 --- activity_worker/activity_worker.py | 5 +- batch_sliding_window/starter.py | 5 +- batch_sliding_window/worker.py | 5 +- bedrock/basic/run_worker.py | 6 +- bedrock/basic/send_message.py | 5 +- bedrock/entity/end_chat.py | 5 +- bedrock/entity/get_history.py | 6 +- bedrock/entity/run_worker.py | 6 +- bedrock/entity/send_message.py | 5 +- bedrock/signals_and_queries/get_history.py | 6 +- bedrock/signals_and_queries/run_worker.py | 6 +- bedrock/signals_and_queries/send_message.py | 5 +- cloud_export_to_parquet/create_schedule.py | 6 +- cloud_export_to_parquet/run_worker.py | 5 +- context_propagation/starter.py | 6 +- context_propagation/worker.py | 6 +- custom_converter/starter.py | 6 +- custom_converter/worker.py | 6 +- custom_decorator/starter.py | 5 +- custom_decorator/worker.py | 5 +- custom_metric/starter.py | 8 +- custom_metric/worker.py | 5 +- dsl/starter.py | 5 +- dsl/worker.py | 5 +- eager_wf_start/run.py | 6 +- encryption/starter.py | 6 +- encryption/worker.py | 5 +- gevent_async/starter.py | 5 +- gevent_async/worker.py | 5 +- hello/hello_activity.py | 7 +- hello/hello_activity_async.py | 5 +- hello/hello_activity_choice.py | 6 +- hello/hello_activity_heartbeat.py | 5 +- hello/hello_activity_method.py | 5 +- hello/hello_activity_multiprocess.py | 5 +- hello/hello_activity_retry.py | 5 +- hello/hello_async_activity_completion.py | 5 +- hello/hello_cancellation.py | 6 +- hello/hello_change_log_level.py | 6 +- hello/hello_child_workflow.py | 6 +- hello/hello_continue_as_new.py | 5 +- hello/hello_cron.py | 5 +- hello/hello_exception.py | 5 +- hello/hello_local_activity.py | 5 +- hello/hello_parallel_activity.py | 5 +- hello/hello_patch.py | 5 +- hello/hello_query.py | 6 +- hello/hello_search_attributes.py | 5 +- hello/hello_signal.py | 6 +- hello/hello_update.py | 5 +- hello_nexus/caller/app.py | 11 +- hello_nexus/handler/worker.py | 11 +- langchain/starter.py | 9 +- langchain/worker.py | 6 +- message_passing/introduction/starter.py | 7 +- message_passing/introduction/worker.py | 5 +- .../safe_message_handlers/starter.py | 5 +- .../safe_message_handlers/worker.py | 5 +- .../lazy_initialization/starter.py | 13 +- .../lazy_initialization/worker.py | 5 +- .../waiting_for_handlers/starter.py | 6 +- .../waiting_for_handlers/worker.py | 5 +- .../starter.py | 6 +- .../worker.py | 6 +- nexus_multiple_args/caller/app.py | 10 +- nexus_multiple_args/handler/worker.py | 10 +- nexus_sync_operations/caller/app.py | 10 +- nexus_sync_operations/handler/worker.py | 10 +- open_telemetry/starter.py | 5 +- open_telemetry/worker.py | 6 +- .../basic/run_agent_lifecycle_workflow.py | 5 +- .../basic/run_remote_image_workflow.py | 10 +- .../handoffs/run_message_filter_workflow.py | 6 +- openai_agents/mcp/run_file_system_worker.py | 5 +- openai_agents/mcp/run_file_system_workflow.py | 5 +- .../run_memory_research_scratchpad_worker.py | 5 +- ...run_memory_research_scratchpad_workflow.py | 9 +- openai_agents/mcp/run_prompt_server_worker.py | 5 +- .../mcp/run_prompt_server_workflow.py | 5 +- openai_agents/mcp/run_sse_worker.py | 5 +- openai_agents/mcp/run_sse_workflow.py | 5 +- .../mcp/run_streamable_http_worker.py | 5 +- .../mcp/run_streamable_http_workflow.py | 5 +- patching/starter.py | 5 +- patching/worker.py | 5 +- polling/frequent/run_frequent.py | 6 +- polling/frequent/run_worker.py | 5 +- polling/infrequent/run_infrequent.py | 6 +- polling/infrequent/run_worker.py | 5 +- polling/periodic_sequence/run_periodic.py | 6 +- polling/periodic_sequence/run_worker.py | 5 +- prometheus/starter.py | 6 +- prometheus/worker.py | 6 +- pydantic_converter/starter.py | 9 +- pydantic_converter/worker.py | 8 +- pydantic_converter_v1/starter.py | 9 +- pydantic_converter_v1/worker.py | 8 +- replay/replayer.py | 5 +- replay/starter.py | 5 +- replay/worker.py | 5 +- resource_pool/starter.py | 5 +- resource_pool/worker.py | 5 +- schedules/backfill_schedule.py | 6 +- schedules/delete_schedule.py | 6 +- schedules/describe_schedule.py | 6 +- schedules/list_schedule.py | 5 +- schedules/pause_schedule.py | 6 +- schedules/run_worker.py | 6 +- schedules/start_schedule.py | 6 +- schedules/trigger_schedule.py | 6 +- schedules/update_schedule.py | 6 +- sentry/starter.py | 6 +- sentry/worker.py | 6 +- sleep_for_days/starter.py | 7 +- sleep_for_days/worker.py | 5 +- trio_async/starter.py | 5 +- trio_async/worker.py | 5 +- updatable_timer/starter.py | 6 +- updatable_timer/wake_up_time_updater.py | 7 +- updatable_timer/worker.py | 6 +- uv.lock | 274 +++++++++--------- worker_specific_task_queues/starter.py | 5 +- worker_specific_task_queues/worker.py | 5 +- worker_versioning/app.py | 5 +- worker_versioning/workerv1.py | 3 + worker_versioning/workerv1_1.py | 5 +- worker_versioning/workerv2.py | 5 +- 127 files changed, 728 insertions(+), 293 deletions(-) diff --git a/activity_worker/activity_worker.py b/activity_worker/activity_worker.py index 3e613169..986b0ae9 100644 --- a/activity_worker/activity_worker.py +++ b/activity_worker/activity_worker.py @@ -4,6 +4,7 @@ from temporalio import activity from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker task_queue = "say-hello-task-queue" @@ -18,7 +19,9 @@ async def say_hello_activity(name: str) -> str: async def main(): # Create client to localhost on default namespace - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run activity worker async with Worker(client, task_queue=task_queue, activities=[say_hello_activity]): diff --git a/batch_sliding_window/starter.py b/batch_sliding_window/starter.py index d9a24971..7e3b1fb3 100644 --- a/batch_sliding_window/starter.py +++ b/batch_sliding_window/starter.py @@ -6,6 +6,7 @@ import logging from temporalio.client import Client +from temporalio.envconfig import ClientConfig from batch_sliding_window.batch_workflow import ( ProcessBatchWorkflow, @@ -19,7 +20,9 @@ async def main(): logging.basicConfig(level=logging.INFO) # Create client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Create unique workflow ID with timestamp timestamp = datetime.datetime.now().strftime("%Y%m%d_%H%M%S") diff --git a/batch_sliding_window/worker.py b/batch_sliding_window/worker.py index c0968bc3..a72ed96c 100644 --- a/batch_sliding_window/worker.py +++ b/batch_sliding_window/worker.py @@ -6,6 +6,7 @@ from temporalio import worker from temporalio.client import Client +from temporalio.envconfig import ClientConfig from batch_sliding_window.batch_workflow import ProcessBatchWorkflow from batch_sliding_window.record_loader_activity import RecordLoader @@ -19,7 +20,9 @@ async def main(): logging.basicConfig(level=logging.INFO) # Create client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Create RecordLoader activity with sample data record_loader = RecordLoader(record_count=90) diff --git a/bedrock/basic/run_worker.py b/bedrock/basic/run_worker.py index fee8aa5d..085b695c 100644 --- a/bedrock/basic/run_worker.py +++ b/bedrock/basic/run_worker.py @@ -3,6 +3,7 @@ import logging from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from workflows import BasicBedrockWorkflow @@ -11,7 +12,10 @@ async def main(): # Create client connected to server at the given address - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + activities = BedrockActivities() # Run the worker diff --git a/bedrock/basic/send_message.py b/bedrock/basic/send_message.py index 1b4cc995..692a4927 100644 --- a/bedrock/basic/send_message.py +++ b/bedrock/basic/send_message.py @@ -2,12 +2,15 @@ import sys from temporalio.client import Client +from temporalio.envconfig import ClientConfig from workflows import BasicBedrockWorkflow async def main(prompt: str) -> str: # Create client connected to server at the given address - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Start the workflow workflow_id = "basic-bedrock-workflow" diff --git a/bedrock/entity/end_chat.py b/bedrock/entity/end_chat.py index 49125306..19984202 100644 --- a/bedrock/entity/end_chat.py +++ b/bedrock/entity/end_chat.py @@ -2,12 +2,15 @@ import sys from temporalio.client import Client +from temporalio.envconfig import ClientConfig from workflows import EntityBedrockWorkflow async def main(): # Create client connected to server at the given address - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) workflow_id = "entity-bedrock-workflow" diff --git a/bedrock/entity/get_history.py b/bedrock/entity/get_history.py index 1600886e..ffcfa31e 100644 --- a/bedrock/entity/get_history.py +++ b/bedrock/entity/get_history.py @@ -1,12 +1,16 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from workflows import EntityBedrockWorkflow async def main(): # Create client connected to server at the given address - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + workflow_id = "entity-bedrock-workflow" handle = client.get_workflow_handle(workflow_id) diff --git a/bedrock/entity/run_worker.py b/bedrock/entity/run_worker.py index 3e3b1e64..ecc76c52 100644 --- a/bedrock/entity/run_worker.py +++ b/bedrock/entity/run_worker.py @@ -3,6 +3,7 @@ import logging from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from workflows import EntityBedrockWorkflow @@ -11,7 +12,10 @@ async def main(): # Create client connected to server at the given address - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + activities = BedrockActivities() # Run the worker diff --git a/bedrock/entity/send_message.py b/bedrock/entity/send_message.py index 177b4b69..be7897f0 100644 --- a/bedrock/entity/send_message.py +++ b/bedrock/entity/send_message.py @@ -2,12 +2,15 @@ import sys from temporalio.client import Client +from temporalio.envconfig import ClientConfig from workflows import BedrockParams, EntityBedrockWorkflow async def main(prompt): # Create client connected to server at the given address - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) workflow_id = "entity-bedrock-workflow" diff --git a/bedrock/signals_and_queries/get_history.py b/bedrock/signals_and_queries/get_history.py index 0bdf0861..2bd6049f 100644 --- a/bedrock/signals_and_queries/get_history.py +++ b/bedrock/signals_and_queries/get_history.py @@ -1,12 +1,16 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from workflows import SignalQueryBedrockWorkflow async def main(): # Create client connected to server at the given address - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + workflow_id = "bedrock-workflow-with-signals" handle = client.get_workflow_handle(workflow_id) diff --git a/bedrock/signals_and_queries/run_worker.py b/bedrock/signals_and_queries/run_worker.py index b3e709a9..9d611588 100644 --- a/bedrock/signals_and_queries/run_worker.py +++ b/bedrock/signals_and_queries/run_worker.py @@ -3,6 +3,7 @@ import logging from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from workflows import SignalQueryBedrockWorkflow @@ -11,7 +12,10 @@ async def main(): # Create client connected to server at the given address - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + activities = BedrockActivities() # Run the worker diff --git a/bedrock/signals_and_queries/send_message.py b/bedrock/signals_and_queries/send_message.py index 67b8b37e..35a9df1c 100644 --- a/bedrock/signals_and_queries/send_message.py +++ b/bedrock/signals_and_queries/send_message.py @@ -2,12 +2,15 @@ import sys from temporalio.client import Client +from temporalio.envconfig import ClientConfig from workflows import SignalQueryBedrockWorkflow async def main(prompt): # Create client connected to server at the given address - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) workflow_id = "bedrock-workflow-with-signals" inactivity_timeout_minutes = 1 diff --git a/cloud_export_to_parquet/create_schedule.py b/cloud_export_to_parquet/create_schedule.py index f425d4c6..1f40a3ed 100644 --- a/cloud_export_to_parquet/create_schedule.py +++ b/cloud_export_to_parquet/create_schedule.py @@ -10,6 +10,7 @@ ScheduleSpec, WorkflowFailureError, ) +from temporalio.envconfig import ClientConfig from cloud_export_to_parquet.workflows import ( ProtoToParquet, @@ -20,7 +21,10 @@ async def main() -> None: """Main function to run temporal workflow.""" # Create client connected to server at the given address - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + # TODO: update s3_bucket and namespace to the actual usecase wf_input = ProtoToParquetWorkflowInput( num_delay_hour=2, diff --git a/cloud_export_to_parquet/run_worker.py b/cloud_export_to_parquet/run_worker.py index df02de11..6062abcd 100644 --- a/cloud_export_to_parquet/run_worker.py +++ b/cloud_export_to_parquet/run_worker.py @@ -2,6 +2,7 @@ from concurrent.futures import ThreadPoolExecutor from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from temporalio.worker.workflow_sandbox import ( SandboxedWorkflowRunner, @@ -18,7 +19,9 @@ async def main() -> None: """Main worker function.""" # Create client connected to server at the given address - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run the worker worker: Worker = Worker( diff --git a/context_propagation/starter.py b/context_propagation/starter.py index 2865eee2..4d141dc0 100644 --- a/context_propagation/starter.py +++ b/context_propagation/starter.py @@ -2,6 +2,7 @@ import logging from temporalio.client import Client +from temporalio.envconfig import ClientConfig from context_propagation import interceptor, shared, workflows @@ -12,9 +13,12 @@ async def main(): # Set the user ID shared.user_id.set("some-user") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Connect client client = await Client.connect( - "localhost:7233", + **config, # Use our interceptor interceptors=[interceptor.ContextPropagationInterceptor()], ) diff --git a/context_propagation/worker.py b/context_propagation/worker.py index 14d954da..70ffa368 100644 --- a/context_propagation/worker.py +++ b/context_propagation/worker.py @@ -2,6 +2,7 @@ import logging from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from context_propagation import activities, interceptor, workflows @@ -12,9 +13,12 @@ async def main(): logging.basicConfig(level=logging.INFO) + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Connect client client = await Client.connect( - "localhost:7233", + **config, # Use our interceptor interceptors=[interceptor.ContextPropagationInterceptor()], ) diff --git a/custom_converter/starter.py b/custom_converter/starter.py index 54fdf162..cc500ae4 100644 --- a/custom_converter/starter.py +++ b/custom_converter/starter.py @@ -1,6 +1,7 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from custom_converter.shared import ( GreetingInput, @@ -11,9 +12,12 @@ async def main(): + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Connect client client = await Client.connect( - "localhost:7233", + **config, # Without this we get: # TypeError: Object of type GreetingInput is not JSON serializable data_converter=greeting_data_converter, diff --git a/custom_converter/worker.py b/custom_converter/worker.py index 96214cdd..17186aee 100644 --- a/custom_converter/worker.py +++ b/custom_converter/worker.py @@ -1,6 +1,7 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from custom_converter.shared import greeting_data_converter @@ -10,9 +11,12 @@ async def main(): + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Connect client client = await Client.connect( - "localhost:7233", + **config, # Without this, when trying to run a workflow, we get: # KeyError: 'Unknown payload encoding my-greeting-encoding data_converter=greeting_data_converter, diff --git a/custom_decorator/starter.py b/custom_decorator/starter.py index 98bf542f..aff675da 100644 --- a/custom_decorator/starter.py +++ b/custom_decorator/starter.py @@ -1,13 +1,16 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from custom_decorator.worker import WaitForCancelWorkflow async def main(): # Connect client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Start the workflow handle = await client.start_workflow( diff --git a/custom_decorator/worker.py b/custom_decorator/worker.py index 7d0d25ca..0d25145b 100644 --- a/custom_decorator/worker.py +++ b/custom_decorator/worker.py @@ -4,6 +4,7 @@ from temporalio import activity, workflow from temporalio.client import Client from temporalio.common import RetryPolicy +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from custom_decorator.activity_utils import auto_heartbeater @@ -51,7 +52,9 @@ def cancel_activity(self) -> None: async def main(): # Connect client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/custom_metric/starter.py b/custom_metric/starter.py index ded3a626..aeb6d2b7 100644 --- a/custom_metric/starter.py +++ b/custom_metric/starter.py @@ -2,15 +2,15 @@ import uuid from temporalio.client import Client +from temporalio.envconfig import ClientConfig from custom_metric.workflow import StartTwoActivitiesWorkflow async def main(): - - client = await Client.connect( - "localhost:7233", - ) + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) await client.start_workflow( StartTwoActivitiesWorkflow.run, diff --git a/custom_metric/worker.py b/custom_metric/worker.py index 9ffad207..6a3be69a 100644 --- a/custom_metric/worker.py +++ b/custom_metric/worker.py @@ -3,6 +3,7 @@ from temporalio import activity from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.runtime import PrometheusConfig, Runtime, TelemetryConfig from temporalio.worker import ( ActivityInboundInterceptor, @@ -48,8 +49,10 @@ async def main(): runtime = Runtime( telemetry=TelemetryConfig(metrics=PrometheusConfig(bind_address="0.0.0.0:9090")) ) + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") client = await Client.connect( - "localhost:7233", + **config, runtime=runtime, ) worker = Worker( diff --git a/dsl/starter.py b/dsl/starter.py index e530b10e..eb0f328d 100644 --- a/dsl/starter.py +++ b/dsl/starter.py @@ -6,6 +6,7 @@ import dacite import yaml from temporalio.client import Client +from temporalio.envconfig import ClientConfig from dsl.workflow import DSLInput, DSLWorkflow @@ -16,7 +17,9 @@ async def main(dsl_yaml: str) -> None: dsl_input = dacite.from_dict(DSLInput, yaml.safe_load(dsl_yaml)) # Connect client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run workflow result = await client.execute_workflow( diff --git a/dsl/worker.py b/dsl/worker.py index 9945492e..e52ec872 100644 --- a/dsl/worker.py +++ b/dsl/worker.py @@ -2,6 +2,7 @@ import logging from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from dsl.activities import DSLActivities @@ -12,7 +13,9 @@ async def main(): # Connect client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker for the activities and workflow activities = DSLActivities() diff --git a/eager_wf_start/run.py b/eager_wf_start/run.py index c1daf82a..51a1ddf6 100644 --- a/eager_wf_start/run.py +++ b/eager_wf_start/run.py @@ -2,6 +2,7 @@ import uuid from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from eager_wf_start.activities import greeting @@ -13,7 +14,10 @@ async def main(): # Note that the worker and client run in the same process and share the same client connection. - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + worker = Worker( client, task_queue=TASK_QUEUE, diff --git a/encryption/starter.py b/encryption/starter.py index 4c39f553..f2570936 100644 --- a/encryption/starter.py +++ b/encryption/starter.py @@ -3,15 +3,19 @@ import temporalio.converter from temporalio.client import Client +from temporalio.envconfig import ClientConfig from encryption.codec import EncryptionCodec from encryption.worker import GreetingWorkflow async def main(): + # Load configuration + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") # Connect client client = await Client.connect( - "localhost:7233", + **config, # Use the default converter, but change the codec data_converter=dataclasses.replace( temporalio.converter.default(), payload_codec=EncryptionCodec() diff --git a/encryption/worker.py b/encryption/worker.py index b99a2eab..d3387c70 100644 --- a/encryption/worker.py +++ b/encryption/worker.py @@ -4,6 +4,7 @@ import temporalio.converter from temporalio import workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from encryption.codec import EncryptionCodec @@ -20,9 +21,11 @@ async def run(self, name: str) -> str: async def main(): + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") # Connect client client = await Client.connect( - "localhost:7233", + **config, # Use the default converter, but change the codec data_converter=dataclasses.replace( temporalio.converter.default(), payload_codec=EncryptionCodec() diff --git a/gevent_async/starter.py b/gevent_async/starter.py index 43e8356b..010803e5 100644 --- a/gevent_async/starter.py +++ b/gevent_async/starter.py @@ -7,6 +7,7 @@ import logging from temporalio.client import Client +from temporalio.envconfig import ClientConfig from gevent_async import workflow from gevent_async.executor import GeventExecutor @@ -24,7 +25,9 @@ def main(): async def async_main(): # Connect client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run workflow result = await client.execute_workflow( diff --git a/gevent_async/worker.py b/gevent_async/worker.py index 9b4945cf..219908af 100644 --- a/gevent_async/worker.py +++ b/gevent_async/worker.py @@ -9,6 +9,7 @@ import gevent from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from gevent_async import activity, workflow @@ -39,7 +40,9 @@ async def async_main(): ) # Connect client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Create an executor for use by Temporal. This cannot be the outer one # running this async main. The max_workers here needs to have enough room to diff --git a/hello/hello_activity.py b/hello/hello_activity.py index 13b5fcbb..69226772 100644 --- a/hello/hello_activity.py +++ b/hello/hello_activity.py @@ -5,6 +5,7 @@ from temporalio import activity, workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker @@ -42,8 +43,12 @@ async def main(): # import logging # logging.basicConfig(level=logging.INFO) + # Load configuration + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Start client - client = await Client.connect("localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/hello/hello_activity_async.py b/hello/hello_activity_async.py index fd14a2cf..6c1e195a 100644 --- a/hello/hello_activity_async.py +++ b/hello/hello_activity_async.py @@ -4,6 +4,7 @@ from temporalio import activity, workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker @@ -42,7 +43,9 @@ async def main(): # logging.basicConfig(level=logging.INFO) # Start client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/hello/hello_activity_choice.py b/hello/hello_activity_choice.py index 7d01b019..139d4006 100644 --- a/hello/hello_activity_choice.py +++ b/hello/hello_activity_choice.py @@ -7,6 +7,7 @@ from temporalio import activity, workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker # Activities that will be called by the workflow @@ -80,8 +81,11 @@ async def run(self, shopping_list: ShoppingList) -> str: async def main(): + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Start client - client = await Client.connect("localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/hello/hello_activity_heartbeat.py b/hello/hello_activity_heartbeat.py index 230621d3..a7a8ffe9 100644 --- a/hello/hello_activity_heartbeat.py +++ b/hello/hello_activity_heartbeat.py @@ -6,6 +6,7 @@ from temporalio import activity, workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker @@ -41,7 +42,9 @@ async def run(self, name: str) -> str: async def main(): # Start client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/hello/hello_activity_method.py b/hello/hello_activity_method.py index db527263..0073ae45 100644 --- a/hello/hello_activity_method.py +++ b/hello/hello_activity_method.py @@ -3,6 +3,7 @@ from temporalio import activity, workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker @@ -32,7 +33,9 @@ async def run(self) -> None: async def main(): # Start client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Create our database client that can then be used in the activity db_client = MyDatabaseClient() diff --git a/hello/hello_activity_multiprocess.py b/hello/hello_activity_multiprocess.py index 6630234d..5751a210 100644 --- a/hello/hello_activity_multiprocess.py +++ b/hello/hello_activity_multiprocess.py @@ -8,6 +8,7 @@ from temporalio import activity, workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import SharedStateManager, Worker @@ -43,7 +44,9 @@ async def run(self, name: str) -> str: async def main(): # Start client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/hello/hello_activity_retry.py b/hello/hello_activity_retry.py index f1acd529..c5007dfb 100644 --- a/hello/hello_activity_retry.py +++ b/hello/hello_activity_retry.py @@ -6,6 +6,7 @@ from temporalio import activity, workflow from temporalio.client import Client from temporalio.common import RetryPolicy +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker @@ -45,7 +46,9 @@ async def run(self, name: str) -> str: async def main(): # Start client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/hello/hello_async_activity_completion.py b/hello/hello_async_activity_completion.py index 10aa89df..21a003df 100644 --- a/hello/hello_async_activity_completion.py +++ b/hello/hello_async_activity_completion.py @@ -4,6 +4,7 @@ from temporalio import activity, workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker @@ -68,7 +69,9 @@ async def run(self, name: str) -> str: async def main(): # Start client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow composer = GreetingComposer(client) diff --git a/hello/hello_cancellation.py b/hello/hello_cancellation.py index 5bf38a66..aaf0aa90 100644 --- a/hello/hello_cancellation.py +++ b/hello/hello_cancellation.py @@ -7,6 +7,7 @@ from temporalio import activity, workflow from temporalio.client import Client, WorkflowFailureError +from temporalio.envconfig import ClientConfig from temporalio.exceptions import CancelledError from temporalio.worker import Worker @@ -50,8 +51,11 @@ async def run(self) -> None: async def main(): + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Start client - client = await Client.connect("localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/hello/hello_change_log_level.py b/hello/hello_change_log_level.py index 89bb2e1d..4b7697f4 100644 --- a/hello/hello_change_log_level.py +++ b/hello/hello_change_log_level.py @@ -11,6 +11,7 @@ from temporalio import workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker # --- Begin logging set‑up ---------------------------------------------------------- @@ -50,7 +51,10 @@ async def run(self): async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + async with Worker( client, task_queue="hello-change-log-level-task-queue", diff --git a/hello/hello_child_workflow.py b/hello/hello_child_workflow.py index 2be0bc1b..6f99af5b 100644 --- a/hello/hello_child_workflow.py +++ b/hello/hello_child_workflow.py @@ -3,6 +3,7 @@ from temporalio import workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker @@ -31,8 +32,11 @@ async def run(self, name: str) -> str: async def main(): + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Start client - client = await Client.connect("localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/hello/hello_continue_as_new.py b/hello/hello_continue_as_new.py index 586aac1d..a4947019 100644 --- a/hello/hello_continue_as_new.py +++ b/hello/hello_continue_as_new.py @@ -3,6 +3,7 @@ from temporalio import workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker @@ -22,7 +23,9 @@ async def main(): logging.basicConfig(level=logging.INFO) # Start client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/hello/hello_cron.py b/hello/hello_cron.py index dbb5cba6..cf1bc4b1 100644 --- a/hello/hello_cron.py +++ b/hello/hello_cron.py @@ -5,6 +5,7 @@ from temporalio import activity, workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker @@ -33,7 +34,9 @@ async def run(self, name: str) -> None: async def main(): # Start client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/hello/hello_exception.py b/hello/hello_exception.py index 628c10c5..a2d49633 100644 --- a/hello/hello_exception.py +++ b/hello/hello_exception.py @@ -8,6 +8,7 @@ from temporalio import activity, workflow from temporalio.client import Client, WorkflowFailureError from temporalio.common import RetryPolicy +from temporalio.envconfig import ClientConfig from temporalio.exceptions import FailureError from temporalio.worker import Worker @@ -39,7 +40,9 @@ async def run(self, name: str) -> str: async def main(): # Start client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/hello/hello_local_activity.py b/hello/hello_local_activity.py index 374c29c5..a1dd08ed 100644 --- a/hello/hello_local_activity.py +++ b/hello/hello_local_activity.py @@ -5,6 +5,7 @@ from temporalio import activity, workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker @@ -32,7 +33,9 @@ async def run(self, name: str) -> str: async def main(): # Start client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/hello/hello_parallel_activity.py b/hello/hello_parallel_activity.py index b32b02bb..680534ab 100644 --- a/hello/hello_parallel_activity.py +++ b/hello/hello_parallel_activity.py @@ -5,6 +5,7 @@ from temporalio import activity, workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker @@ -41,7 +42,9 @@ async def run(self) -> List[str]: async def main(): # Start client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/hello/hello_patch.py b/hello/hello_patch.py index e511ad5b..a26e5474 100644 --- a/hello/hello_patch.py +++ b/hello/hello_patch.py @@ -6,6 +6,7 @@ from temporalio import activity, exceptions, workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker @@ -101,7 +102,9 @@ async def main(): # logging.basicConfig(level=logging.INFO) # Start client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Set workflow_class to the proper class based on version workflow_class = "" diff --git a/hello/hello_query.py b/hello/hello_query.py index 8deb30ba..7ed132d1 100644 --- a/hello/hello_query.py +++ b/hello/hello_query.py @@ -2,6 +2,7 @@ from temporalio import workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker @@ -26,8 +27,11 @@ def greeting(self) -> str: async def main(): + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Start client - client = await Client.connect("localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/hello/hello_search_attributes.py b/hello/hello_search_attributes.py index 8b504ea6..c858692a 100644 --- a/hello/hello_search_attributes.py +++ b/hello/hello_search_attributes.py @@ -2,6 +2,7 @@ from temporalio import workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker @@ -16,7 +17,9 @@ async def run(self) -> None: async def main(): # Start client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/hello/hello_signal.py b/hello/hello_signal.py index a4f9b554..ed7ce7b3 100644 --- a/hello/hello_signal.py +++ b/hello/hello_signal.py @@ -3,6 +3,7 @@ from temporalio import workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker @@ -40,8 +41,11 @@ def exit(self) -> None: async def main(): + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Start client - client = await Client.connect("localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/hello/hello_update.py b/hello/hello_update.py index 111d95b1..4daa250a 100644 --- a/hello/hello_update.py +++ b/hello/hello_update.py @@ -2,6 +2,7 @@ from temporalio import workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker @@ -22,7 +23,9 @@ async def update_workflow_status(self) -> str: async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/hello_nexus/caller/app.py b/hello_nexus/caller/app.py index 40785b90..639456fa 100644 --- a/hello_nexus/caller/app.py +++ b/hello_nexus/caller/app.py @@ -3,6 +3,7 @@ from typing import Optional from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from hello_nexus.caller.workflows import CallerWorkflow @@ -15,10 +16,12 @@ async def execute_caller_workflow( client: Optional[Client] = None, ) -> tuple[MyOutput, MyOutput]: - client = client or await Client.connect( - "localhost:7233", - namespace=NAMESPACE, - ) + if not client: + config = ClientConfig.load_client_connect_config() + # Override the namespace from config file. + config.setdefault("target_host", "localhost:7233") + config.setdefault("namespace", NAMESPACE) + client = await Client.connect(**config) async with Worker( client, diff --git a/hello_nexus/handler/worker.py b/hello_nexus/handler/worker.py index 0bdd6c01..ded9c5ab 100644 --- a/hello_nexus/handler/worker.py +++ b/hello_nexus/handler/worker.py @@ -3,6 +3,7 @@ from typing import Optional from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from hello_nexus.handler.service_handler import MyNexusServiceHandler @@ -17,10 +18,12 @@ async def main(client: Optional[Client] = None): logging.basicConfig(level=logging.INFO) - client = client or await Client.connect( - "localhost:7233", - namespace=NAMESPACE, - ) + if not client: + config = ClientConfig.load_client_connect_config() + # Override the address and namespace from the config file. + config.setdefault("target_host", "localhost:7233") + config.setdefault("namespace", NAMESPACE) + client = await Client.connect(**config) # Start the worker, passing the Nexus service handler instance, in addition to the # workflow classes that are started by your nexus operations, and any activities diff --git a/langchain/starter.py b/langchain/starter.py index 2e3d0d5a..6d9e00c2 100644 --- a/langchain/starter.py +++ b/langchain/starter.py @@ -7,13 +7,18 @@ from fastapi import FastAPI, HTTPException from langchain_interceptor import LangChainContextPropagationInterceptor from temporalio.client import Client +from temporalio.envconfig import ClientConfig from workflow import LangChainWorkflow, TranslateWorkflowParams @asynccontextmanager async def lifespan(app: FastAPI): - app.state.temporal_client = await Client.connect( - "localhost:7233", interceptors=[LangChainContextPropagationInterceptor()] + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + + client = await Client.connect( + **config, + interceptors=[LangChainContextPropagationInterceptor()], ) yield diff --git a/langchain/worker.py b/langchain/worker.py index 1b680432..b7fb7741 100644 --- a/langchain/worker.py +++ b/langchain/worker.py @@ -3,6 +3,7 @@ from activities import translate_phrase from langchain_interceptor import LangChainContextPropagationInterceptor from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from workflow import LangChainChildWorkflow, LangChainWorkflow @@ -10,7 +11,10 @@ async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + worker = Worker( client, task_queue="langchain-task-queue", diff --git a/message_passing/introduction/starter.py b/message_passing/introduction/starter.py index b71dd44d..aa5b8967 100644 --- a/message_passing/introduction/starter.py +++ b/message_passing/introduction/starter.py @@ -2,6 +2,7 @@ from typing import Optional from temporalio.client import Client, WorkflowUpdateStage +from temporalio.envconfig import ClientConfig from message_passing.introduction import TASK_QUEUE from message_passing.introduction.workflows import ( @@ -14,7 +15,11 @@ async def main(client: Optional[Client] = None): - client = client or await Client.connect("localhost:7233") + if not client: + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + wf_handle = await client.start_workflow( GreetingWorkflow.run, id="greeting-workflow-1234", diff --git a/message_passing/introduction/worker.py b/message_passing/introduction/worker.py index 25f4121f..34974801 100644 --- a/message_passing/introduction/worker.py +++ b/message_passing/introduction/worker.py @@ -2,6 +2,7 @@ import logging from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from message_passing.introduction import TASK_QUEUE @@ -14,7 +15,9 @@ async def main(): logging.basicConfig(level=logging.INFO) - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) async with Worker( client, diff --git a/message_passing/safe_message_handlers/starter.py b/message_passing/safe_message_handlers/starter.py index 7ffe13d9..9bc5c661 100644 --- a/message_passing/safe_message_handlers/starter.py +++ b/message_passing/safe_message_handlers/starter.py @@ -6,6 +6,7 @@ from temporalio import common from temporalio.client import Client, WorkflowHandle +from temporalio.envconfig import ClientConfig from message_passing.safe_message_handlers.workflow import ( ClusterManagerAssignNodesToJobInput, @@ -54,7 +55,9 @@ async def do_cluster_lifecycle(wf: WorkflowHandle, delay_seconds: Optional[int] async def main(should_test_continue_as_new: bool): # Connect to Temporal - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) print("Starting cluster") cluster_manager_handle = await client.start_workflow( diff --git a/message_passing/safe_message_handlers/worker.py b/message_passing/safe_message_handlers/worker.py index 34e71290..31e538d4 100644 --- a/message_passing/safe_message_handlers/worker.py +++ b/message_passing/safe_message_handlers/worker.py @@ -2,6 +2,7 @@ import logging from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from message_passing.safe_message_handlers.workflow import ( @@ -16,7 +17,9 @@ async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) async with Worker( client, diff --git a/message_passing/update_with_start/lazy_initialization/starter.py b/message_passing/update_with_start/lazy_initialization/starter.py index b3274f9d..ec874939 100644 --- a/message_passing/update_with_start/lazy_initialization/starter.py +++ b/message_passing/update_with_start/lazy_initialization/starter.py @@ -9,6 +9,7 @@ WorkflowHandle, WorkflowUpdateFailedError, ) +from temporalio.envconfig import ClientConfig from temporalio.exceptions import ApplicationError from message_passing.update_with_start.lazy_initialization import TASK_QUEUE @@ -61,12 +62,14 @@ async def handle_add_item_request( async def main(): print("🛒") session_id = f"session-{uuid.uuid4()}" - temporal_client = await Client.connect("localhost:7233") - subtotal_1, _ = await handle_add_item_request( - session_id, "sku-123", 1, temporal_client - ) + + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + + subtotal_1, _ = await handle_add_item_request(session_id, "sku-123", 1, client) subtotal_2, wf_handle = await handle_add_item_request( - session_id, "sku-456", 1, temporal_client + session_id, "sku-456", 1, client ) print(f"subtotals were, {[subtotal_1, subtotal_2]}") await wf_handle.signal(ShoppingCartWorkflow.checkout) diff --git a/message_passing/update_with_start/lazy_initialization/worker.py b/message_passing/update_with_start/lazy_initialization/worker.py index 1964b43e..1cc4f6ff 100644 --- a/message_passing/update_with_start/lazy_initialization/worker.py +++ b/message_passing/update_with_start/lazy_initialization/worker.py @@ -2,6 +2,7 @@ import logging from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from message_passing.update_with_start.lazy_initialization import TASK_QUEUE, workflows @@ -13,7 +14,9 @@ async def main(): logging.basicConfig(level=logging.INFO) - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) async with Worker( client, diff --git a/message_passing/waiting_for_handlers/starter.py b/message_passing/waiting_for_handlers/starter.py index 908095c5..76829e0b 100644 --- a/message_passing/waiting_for_handlers/starter.py +++ b/message_passing/waiting_for_handlers/starter.py @@ -1,6 +1,7 @@ import asyncio from temporalio import client, common +from temporalio.envconfig import ClientConfig from message_passing.waiting_for_handlers import ( TASK_QUEUE, @@ -12,7 +13,10 @@ async def starter(exit_type: WorkflowExitType): - cl = await client.Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + cl = await client.Client.connect(**config) + wf_handle = await cl.start_workflow( WaitingForHandlersWorkflow.run, WorkflowInput(exit_type=exit_type), diff --git a/message_passing/waiting_for_handlers/worker.py b/message_passing/waiting_for_handlers/worker.py index 9eea60a3..e32a2dcb 100644 --- a/message_passing/waiting_for_handlers/worker.py +++ b/message_passing/waiting_for_handlers/worker.py @@ -2,6 +2,7 @@ import logging from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from message_passing.waiting_for_handlers import TASK_QUEUE @@ -16,7 +17,9 @@ async def main(): logging.basicConfig(level=logging.INFO) - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) async with Worker( client, diff --git a/message_passing/waiting_for_handlers_and_compensation/starter.py b/message_passing/waiting_for_handlers_and_compensation/starter.py index 812bee5f..fbc5ae04 100644 --- a/message_passing/waiting_for_handlers_and_compensation/starter.py +++ b/message_passing/waiting_for_handlers_and_compensation/starter.py @@ -1,6 +1,7 @@ import asyncio from temporalio import client, common +from temporalio.envconfig import ClientConfig from message_passing.waiting_for_handlers_and_compensation import ( TASK_QUEUE, @@ -14,7 +15,10 @@ async def starter(exit_type: WorkflowExitType): - cl = await client.Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + cl = await client.Client.connect(**config) + wf_handle = await cl.start_workflow( WaitingForHandlersAndCompensationWorkflow.run, WorkflowInput(exit_type=exit_type), diff --git a/message_passing/waiting_for_handlers_and_compensation/worker.py b/message_passing/waiting_for_handlers_and_compensation/worker.py index 7daf768f..2a27769d 100644 --- a/message_passing/waiting_for_handlers_and_compensation/worker.py +++ b/message_passing/waiting_for_handlers_and_compensation/worker.py @@ -2,6 +2,7 @@ import logging from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from message_passing.waiting_for_handlers_and_compensation import TASK_QUEUE @@ -19,8 +20,9 @@ async def main(): logging.basicConfig(level=logging.INFO) - - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) async with Worker( client, diff --git a/nexus_multiple_args/caller/app.py b/nexus_multiple_args/caller/app.py index 88aadbf9..b4d7ebc3 100644 --- a/nexus_multiple_args/caller/app.py +++ b/nexus_multiple_args/caller/app.py @@ -3,6 +3,7 @@ from typing import Optional from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from nexus_multiple_args.caller.workflows import CallerWorkflow @@ -14,10 +15,11 @@ async def execute_caller_workflow( client: Optional[Client] = None, ) -> tuple[str, str]: - client = client or await Client.connect( - "localhost:7233", - namespace=NAMESPACE, - ) + if client is None: + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + config.setdefault("namespace", NAMESPACE) + client = await Client.connect(**config) async with Worker( client, diff --git a/nexus_multiple_args/handler/worker.py b/nexus_multiple_args/handler/worker.py index d12a7ee1..079d08ae 100644 --- a/nexus_multiple_args/handler/worker.py +++ b/nexus_multiple_args/handler/worker.py @@ -3,6 +3,7 @@ from typing import Optional from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from nexus_multiple_args.handler.service_handler import MyNexusServiceHandler @@ -17,10 +18,11 @@ async def main(client: Optional[Client] = None): logging.basicConfig(level=logging.INFO) - client = client or await Client.connect( - "localhost:7233", - namespace=NAMESPACE, - ) + if client is None: + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + config.setdefault("namespace", NAMESPACE) + client = await Client.connect(**config) # Start the worker, passing the Nexus service handler instance, in addition to the # workflow classes that are started by your nexus operations, and any activities diff --git a/nexus_sync_operations/caller/app.py b/nexus_sync_operations/caller/app.py index 4966415c..375628d2 100644 --- a/nexus_sync_operations/caller/app.py +++ b/nexus_sync_operations/caller/app.py @@ -3,6 +3,7 @@ from typing import Optional from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from nexus_sync_operations.caller.workflows import CallerWorkflow @@ -14,10 +15,11 @@ async def execute_caller_workflow( client: Optional[Client] = None, ) -> None: - client = client or await Client.connect( - "localhost:7233", - namespace=NAMESPACE, - ) + if client is None: + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + config.setdefault("namespace", NAMESPACE) + client = await Client.connect(**config) async with Worker( client, diff --git a/nexus_sync_operations/handler/worker.py b/nexus_sync_operations/handler/worker.py index 5545adc0..7783055a 100644 --- a/nexus_sync_operations/handler/worker.py +++ b/nexus_sync_operations/handler/worker.py @@ -3,6 +3,7 @@ from typing import Optional from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from message_passing.introduction.activities import call_greeting_service @@ -18,10 +19,11 @@ async def main(client: Optional[Client] = None): logging.basicConfig(level=logging.INFO) - client = client or await Client.connect( - "localhost:7233", - namespace=NAMESPACE, - ) + if client is None: + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + config.setdefault("namespace", NAMESPACE), + client = await Client.connect(**config) # Create the nexus service handler instance, starting the long-running entity workflow that # backs the Nexus service diff --git a/open_telemetry/starter.py b/open_telemetry/starter.py index 86360368..9e8650b0 100644 --- a/open_telemetry/starter.py +++ b/open_telemetry/starter.py @@ -2,6 +2,7 @@ from temporalio.client import Client from temporalio.contrib.opentelemetry import TracingInterceptor +from temporalio.envconfig import ClientConfig from open_telemetry.worker import GreetingWorkflow, init_runtime_with_telemetry @@ -9,9 +10,11 @@ async def main(): runtime = init_runtime_with_telemetry() + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") # Connect client client = await Client.connect( - "localhost:7233", + **config, # Use OpenTelemetry interceptor interceptors=[TracingInterceptor()], runtime=runtime, diff --git a/open_telemetry/worker.py b/open_telemetry/worker.py index 04095ca7..631bd008 100644 --- a/open_telemetry/worker.py +++ b/open_telemetry/worker.py @@ -9,6 +9,7 @@ from temporalio import activity, workflow from temporalio.client import Client from temporalio.contrib.opentelemetry import TracingInterceptor +from temporalio.envconfig import ClientConfig from temporalio.runtime import OpenTelemetryConfig, Runtime, TelemetryConfig from temporalio.worker import Worker @@ -50,9 +51,12 @@ def init_runtime_with_telemetry() -> Runtime: async def main(): runtime = init_runtime_with_telemetry() + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Connect client client = await Client.connect( - "localhost:7233", + **config, # Use OpenTelemetry interceptor interceptors=[TracingInterceptor()], runtime=runtime, diff --git a/openai_agents/basic/run_agent_lifecycle_workflow.py b/openai_agents/basic/run_agent_lifecycle_workflow.py index 7d3d8619..2cd16c60 100644 --- a/openai_agents/basic/run_agent_lifecycle_workflow.py +++ b/openai_agents/basic/run_agent_lifecycle_workflow.py @@ -1,6 +1,7 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from openai_agents.basic.workflows.agent_lifecycle_workflow import ( AgentLifecycleWorkflow, @@ -8,7 +9,9 @@ async def main() -> None: - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) user_input = input("Enter a max number: ") max_number = int(user_input) diff --git a/openai_agents/basic/run_remote_image_workflow.py b/openai_agents/basic/run_remote_image_workflow.py index f7c41b9a..f2175f7f 100644 --- a/openai_agents/basic/run_remote_image_workflow.py +++ b/openai_agents/basic/run_remote_image_workflow.py @@ -2,16 +2,18 @@ from temporalio.client import Client from temporalio.contrib.openai_agents import OpenAIAgentsPlugin +from temporalio.envconfig import ClientConfig from openai_agents.basic.workflows.remote_image_workflow import RemoteImageWorkflow async def main(): + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect( - "localhost:7233", - plugins=[ - OpenAIAgentsPlugin(), - ], + **config, + plugins=[OpenAIAgentsPlugin()], ) # Use the URL from the original example diff --git a/openai_agents/handoffs/run_message_filter_workflow.py b/openai_agents/handoffs/run_message_filter_workflow.py index 7ecb9f47..c2b2ba3d 100644 --- a/openai_agents/handoffs/run_message_filter_workflow.py +++ b/openai_agents/handoffs/run_message_filter_workflow.py @@ -3,6 +3,7 @@ from temporalio.client import Client from temporalio.contrib.openai_agents import OpenAIAgentsPlugin +from temporalio.envconfig import ClientConfig from openai_agents.handoffs.workflows.message_filter_workflow import ( MessageFilterWorkflow, @@ -10,9 +11,12 @@ async def main(): + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Create client connected to server at the given address client = await Client.connect( - "localhost:7233", + **config, plugins=[ OpenAIAgentsPlugin(), ], diff --git a/openai_agents/mcp/run_file_system_worker.py b/openai_agents/mcp/run_file_system_worker.py index 0eb440bb..f7bd2909 100644 --- a/openai_agents/mcp/run_file_system_worker.py +++ b/openai_agents/mcp/run_file_system_worker.py @@ -12,6 +12,7 @@ OpenAIAgentsPlugin, StatelessMCPServerProvider, ) +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from openai_agents.mcp.workflows.file_system_workflow import FileSystemWorkflow @@ -33,8 +34,10 @@ async def main(): ) # Create client connected to server at the given address + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") client = await Client.connect( - "localhost:7233", + **config, plugins=[ OpenAIAgentsPlugin( model_params=ModelActivityParameters( diff --git a/openai_agents/mcp/run_file_system_workflow.py b/openai_agents/mcp/run_file_system_workflow.py index a52e7d56..d076d3d5 100644 --- a/openai_agents/mcp/run_file_system_workflow.py +++ b/openai_agents/mcp/run_file_system_workflow.py @@ -2,14 +2,17 @@ from temporalio.client import Client from temporalio.contrib.openai_agents import OpenAIAgentsPlugin +from temporalio.envconfig import ClientConfig from openai_agents.mcp.workflows.file_system_workflow import FileSystemWorkflow async def main(): # Create client connected to server at the given address + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") client = await Client.connect( - "localhost:7233", + **config, plugins=[ OpenAIAgentsPlugin(), ], diff --git a/openai_agents/mcp/run_memory_research_scratchpad_worker.py b/openai_agents/mcp/run_memory_research_scratchpad_worker.py index fb1d8494..5e5f4b00 100644 --- a/openai_agents/mcp/run_memory_research_scratchpad_worker.py +++ b/openai_agents/mcp/run_memory_research_scratchpad_worker.py @@ -11,6 +11,7 @@ OpenAIAgentsPlugin, StatefulMCPServerProvider, ) +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from openai_agents.mcp.workflows.memory_research_scratchpad_workflow import ( @@ -32,8 +33,10 @@ async def main(): ) # Create client connected to server at the given address + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") client = await Client.connect( - "localhost:7233", + **config, plugins=[ OpenAIAgentsPlugin( model_params=ModelActivityParameters( diff --git a/openai_agents/mcp/run_memory_research_scratchpad_workflow.py b/openai_agents/mcp/run_memory_research_scratchpad_workflow.py index 03969fb4..bf724f9a 100644 --- a/openai_agents/mcp/run_memory_research_scratchpad_workflow.py +++ b/openai_agents/mcp/run_memory_research_scratchpad_workflow.py @@ -4,6 +4,7 @@ from temporalio.client import Client from temporalio.contrib.openai_agents import OpenAIAgentsPlugin +from temporalio.envconfig import ClientConfig from openai_agents.mcp.workflows.memory_research_scratchpad_workflow import ( MemoryResearchScratchpadWorkflow, @@ -11,9 +12,13 @@ async def main(): + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") client = await Client.connect( - "localhost:7233", - plugins=[OpenAIAgentsPlugin()], + **config, + plugins=[ + OpenAIAgentsPlugin(), + ], ) result = await client.execute_workflow( diff --git a/openai_agents/mcp/run_prompt_server_worker.py b/openai_agents/mcp/run_prompt_server_worker.py index e390c0ac..cff8d1d7 100644 --- a/openai_agents/mcp/run_prompt_server_worker.py +++ b/openai_agents/mcp/run_prompt_server_worker.py @@ -11,6 +11,7 @@ OpenAIAgentsPlugin, StatelessMCPServerProvider, ) +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from openai_agents.mcp.workflows.prompt_server_workflow import PromptServerWorkflow @@ -32,8 +33,10 @@ async def main(): ) # Create client connected to server at the given address + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") client = await Client.connect( - "localhost:7233", + **config, plugins=[ OpenAIAgentsPlugin( model_params=ModelActivityParameters( diff --git a/openai_agents/mcp/run_prompt_server_workflow.py b/openai_agents/mcp/run_prompt_server_workflow.py index 79e4bf65..9cad2725 100644 --- a/openai_agents/mcp/run_prompt_server_workflow.py +++ b/openai_agents/mcp/run_prompt_server_workflow.py @@ -4,14 +4,17 @@ from temporalio.client import Client from temporalio.contrib.openai_agents import OpenAIAgentsPlugin +from temporalio.envconfig import ClientConfig from openai_agents.mcp.workflows.prompt_server_workflow import PromptServerWorkflow async def main(): # Create client connected to server at the given address + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") client = await Client.connect( - "localhost:7233", + **config, plugins=[OpenAIAgentsPlugin()], ) diff --git a/openai_agents/mcp/run_sse_worker.py b/openai_agents/mcp/run_sse_worker.py index 406e65bf..d9f9dd38 100644 --- a/openai_agents/mcp/run_sse_worker.py +++ b/openai_agents/mcp/run_sse_worker.py @@ -11,6 +11,7 @@ OpenAIAgentsPlugin, StatelessMCPServerProvider, ) +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from openai_agents.mcp.workflows.sse_workflow import SseWorkflow @@ -32,8 +33,10 @@ async def main(): ) # Create client connected to server at the given address + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") client = await Client.connect( - "localhost:7233", + **config, plugins=[ OpenAIAgentsPlugin( model_params=ModelActivityParameters( diff --git a/openai_agents/mcp/run_sse_workflow.py b/openai_agents/mcp/run_sse_workflow.py index 42a45596..8effd5fe 100644 --- a/openai_agents/mcp/run_sse_workflow.py +++ b/openai_agents/mcp/run_sse_workflow.py @@ -4,14 +4,17 @@ from temporalio.client import Client from temporalio.contrib.openai_agents import OpenAIAgentsPlugin +from temporalio.envconfig import ClientConfig from openai_agents.mcp.workflows.sse_workflow import SseWorkflow async def main(): # Create client connected to server at the given address + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") client = await Client.connect( - "localhost:7233", + **config, plugins=[OpenAIAgentsPlugin()], ) diff --git a/openai_agents/mcp/run_streamable_http_worker.py b/openai_agents/mcp/run_streamable_http_worker.py index 9c178b6f..210634bb 100644 --- a/openai_agents/mcp/run_streamable_http_worker.py +++ b/openai_agents/mcp/run_streamable_http_worker.py @@ -11,6 +11,7 @@ OpenAIAgentsPlugin, StatelessMCPServerProvider, ) +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from openai_agents.mcp.workflows.streamable_http_workflow import StreamableHttpWorkflow @@ -32,8 +33,10 @@ async def main(): ) # Create client connected to server at the given address + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") client = await Client.connect( - "localhost:7233", + **config, plugins=[ OpenAIAgentsPlugin( model_params=ModelActivityParameters( diff --git a/openai_agents/mcp/run_streamable_http_workflow.py b/openai_agents/mcp/run_streamable_http_workflow.py index aa5d1bac..b691e456 100644 --- a/openai_agents/mcp/run_streamable_http_workflow.py +++ b/openai_agents/mcp/run_streamable_http_workflow.py @@ -4,14 +4,17 @@ from temporalio.client import Client from temporalio.contrib.openai_agents import OpenAIAgentsPlugin +from temporalio.envconfig import ClientConfig from openai_agents.mcp.workflows.streamable_http_workflow import StreamableHttpWorkflow async def main(): # Create client connected to server at the given address + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") client = await Client.connect( - "localhost:7233", + **config, plugins=[OpenAIAgentsPlugin()], ) diff --git a/patching/starter.py b/patching/starter.py index 9e6d7f31..f1b92f32 100644 --- a/patching/starter.py +++ b/patching/starter.py @@ -2,6 +2,7 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig # Since it's just used for typing purposes, it doesn't matter which one we # import @@ -17,7 +18,9 @@ async def main(): raise RuntimeError("Either --start-workflow or --query-workflow is required") # Connect client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) if args.start_workflow: handle = await client.start_workflow( diff --git a/patching/worker.py b/patching/worker.py index 8f1e3c82..417c8ef9 100644 --- a/patching/worker.py +++ b/patching/worker.py @@ -2,6 +2,7 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from patching.activities import post_patch_activity, pre_patch_activity @@ -30,7 +31,9 @@ async def main(): raise RuntimeError("Unrecognized workflow") # Connect client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/polling/frequent/run_frequent.py b/polling/frequent/run_frequent.py index 664a677c..42048092 100644 --- a/polling/frequent/run_frequent.py +++ b/polling/frequent/run_frequent.py @@ -1,12 +1,16 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from polling.frequent.workflows import GreetingWorkflow async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + result = await client.execute_workflow( GreetingWorkflow.run, "World", diff --git a/polling/frequent/run_worker.py b/polling/frequent/run_worker.py index 00fcc27e..cf5ccb78 100644 --- a/polling/frequent/run_worker.py +++ b/polling/frequent/run_worker.py @@ -1,6 +1,7 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from polling.frequent.activities import compose_greeting @@ -8,7 +9,9 @@ async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) worker = Worker( client, diff --git a/polling/infrequent/run_infrequent.py b/polling/infrequent/run_infrequent.py index 7cf206f2..8a0ea871 100644 --- a/polling/infrequent/run_infrequent.py +++ b/polling/infrequent/run_infrequent.py @@ -1,12 +1,16 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from polling.infrequent.workflows import GreetingWorkflow async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + result = await client.execute_workflow( GreetingWorkflow.run, "World", diff --git a/polling/infrequent/run_worker.py b/polling/infrequent/run_worker.py index f600b949..f52a8082 100644 --- a/polling/infrequent/run_worker.py +++ b/polling/infrequent/run_worker.py @@ -1,6 +1,7 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from polling.infrequent.activities import compose_greeting @@ -8,7 +9,9 @@ async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) worker = Worker( client, diff --git a/polling/periodic_sequence/run_periodic.py b/polling/periodic_sequence/run_periodic.py index f2ddcf7a..393fb8be 100644 --- a/polling/periodic_sequence/run_periodic.py +++ b/polling/periodic_sequence/run_periodic.py @@ -1,12 +1,16 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from polling.periodic_sequence.workflows import GreetingWorkflow async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + result = await client.execute_workflow( GreetingWorkflow.run, "World", diff --git a/polling/periodic_sequence/run_worker.py b/polling/periodic_sequence/run_worker.py index e04ac4dc..9689ef2f 100644 --- a/polling/periodic_sequence/run_worker.py +++ b/polling/periodic_sequence/run_worker.py @@ -1,6 +1,7 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from polling.periodic_sequence.activities import compose_greeting @@ -8,7 +9,9 @@ async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) worker = Worker( client, diff --git a/prometheus/starter.py b/prometheus/starter.py index b94f5601..571aee07 100644 --- a/prometheus/starter.py +++ b/prometheus/starter.py @@ -1,6 +1,7 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from prometheus.worker import GreetingWorkflow, init_runtime_with_prometheus @@ -10,9 +11,12 @@ async def main(): runtime = init_runtime_with_prometheus(9001) + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Connect client client = await Client.connect( - "localhost:7233", + **config, runtime=runtime, ) diff --git a/prometheus/worker.py b/prometheus/worker.py index 5e7d64ab..b41b75c5 100644 --- a/prometheus/worker.py +++ b/prometheus/worker.py @@ -3,6 +3,7 @@ from temporalio import activity, workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.runtime import PrometheusConfig, Runtime, TelemetryConfig from temporalio.worker import Worker @@ -38,9 +39,12 @@ def init_runtime_with_prometheus(port: int) -> Runtime: async def main(): runtime = init_runtime_with_prometheus(9000) + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Connect client client = await Client.connect( - "localhost:7233", + **config, runtime=runtime, ) diff --git a/pydantic_converter/starter.py b/pydantic_converter/starter.py index 7cc4cc2d..47766be6 100644 --- a/pydantic_converter/starter.py +++ b/pydantic_converter/starter.py @@ -5,15 +5,22 @@ from temporalio.client import Client from temporalio.contrib.pydantic import pydantic_data_converter +from temporalio.envconfig import ClientConfig from pydantic_converter.worker import MyPydanticModel, MyWorkflow async def main(): logging.basicConfig(level=logging.INFO) + + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Connect client using the Pydantic converter + client = await Client.connect( - "localhost:7233", data_converter=pydantic_data_converter + **config, + data_converter=pydantic_data_converter, ) # Run workflow diff --git a/pydantic_converter/worker.py b/pydantic_converter/worker.py index eac0966c..8acc1125 100644 --- a/pydantic_converter/worker.py +++ b/pydantic_converter/worker.py @@ -6,6 +6,7 @@ from temporalio import activity, workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker # Always pass through external modules to the sandbox that you know are safe for @@ -41,9 +42,14 @@ async def run(self, models: List[MyPydanticModel]) -> List[MyPydanticModel]: async def main(): logging.basicConfig(level=logging.INFO) + + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Connect client using the Pydantic converter client = await Client.connect( - "localhost:7233", data_converter=pydantic_data_converter + **config, + data_converter=pydantic_data_converter, ) # Run a worker for the workflow diff --git a/pydantic_converter_v1/starter.py b/pydantic_converter_v1/starter.py index 8ab58bdc..33b0ad28 100644 --- a/pydantic_converter_v1/starter.py +++ b/pydantic_converter_v1/starter.py @@ -4,6 +4,7 @@ from ipaddress import IPv4Address from temporalio.client import Client +from temporalio.envconfig import ClientConfig from pydantic_converter_v1.converter import pydantic_data_converter from pydantic_converter_v1.worker import MyPydanticModel, MyWorkflow @@ -11,9 +12,15 @@ async def main(): logging.basicConfig(level=logging.INFO) + + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Connect client using the Pydantic converter + client = await Client.connect( - "localhost:7233", data_converter=pydantic_data_converter + **config, + data_converter=pydantic_data_converter, ) # Run workflow diff --git a/pydantic_converter_v1/worker.py b/pydantic_converter_v1/worker.py index 5c22b6f1..5ff65e1e 100644 --- a/pydantic_converter_v1/worker.py +++ b/pydantic_converter_v1/worker.py @@ -7,6 +7,7 @@ from temporalio import activity, workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from temporalio.worker.workflow_sandbox import ( SandboxedWorkflowRunner, @@ -70,9 +71,14 @@ def new_sandbox_runner() -> SandboxedWorkflowRunner: async def main(): logging.basicConfig(level=logging.INFO) + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Connect client using the Pydantic converter + client = await Client.connect( - "localhost:7233", data_converter=pydantic_data_converter + **config, + data_converter=pydantic_data_converter, ) # Run a worker for the workflow diff --git a/replay/replayer.py b/replay/replayer.py index 49f16313..4787b33b 100644 --- a/replay/replayer.py +++ b/replay/replayer.py @@ -1,6 +1,7 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Replayer from replay.worker import JustActivity, JustTimer, TimerThenActivity @@ -8,7 +9,9 @@ async def main(): # Connect client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Fetch the histories of the workflows to be replayed workflows = client.list_workflows('WorkflowId="replayer-workflow-id"') diff --git a/replay/starter.py b/replay/starter.py index daf07098..228e50c3 100644 --- a/replay/starter.py +++ b/replay/starter.py @@ -1,13 +1,16 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from replay.worker import JustActivity, JustTimer, TimerThenActivity async def main(): # Connect client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a few workflows # Importantly, normally we would *not* advise re-using the same workflow ID for all of these, diff --git a/replay/worker.py b/replay/worker.py index 3aebc099..4ac57da2 100644 --- a/replay/worker.py +++ b/replay/worker.py @@ -5,6 +5,7 @@ from temporalio import activity, workflow from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker @@ -71,7 +72,9 @@ async def main(): logging.basicConfig(level=logging.INFO) # Start client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/resource_pool/starter.py b/resource_pool/starter.py index 2ae1ab44..2a50357a 100644 --- a/resource_pool/starter.py +++ b/resource_pool/starter.py @@ -3,6 +3,7 @@ from temporalio.client import Client, WorkflowFailureError, WorkflowHandle from temporalio.common import WorkflowIDConflictPolicy +from temporalio.envconfig import ClientConfig from resource_pool.pool_client.resource_pool_workflow import ( ResourcePoolWorkflow, @@ -17,7 +18,9 @@ async def main() -> None: # Connect client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Initialize the resource pool resource_pool_handle = await client.start_workflow( diff --git a/resource_pool/worker.py b/resource_pool/worker.py index cb3a06dd..253e5f8e 100644 --- a/resource_pool/worker.py +++ b/resource_pool/worker.py @@ -2,6 +2,7 @@ import logging from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from resource_pool.pool_client.resource_pool_workflow import ResourcePoolWorkflow @@ -12,7 +13,9 @@ async def main() -> None: logging.basicConfig(level=logging.INFO) # Start client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow worker = Worker( diff --git a/schedules/backfill_schedule.py b/schedules/backfill_schedule.py index 769b6a78..708ad07f 100644 --- a/schedules/backfill_schedule.py +++ b/schedules/backfill_schedule.py @@ -2,10 +2,14 @@ from datetime import datetime, timedelta from temporalio.client import Client, ScheduleBackfill, ScheduleOverlapPolicy +from temporalio.envconfig import ClientConfig async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + handle = client.get_schedule_handle( "workflow-schedule-id", ) diff --git a/schedules/delete_schedule.py b/schedules/delete_schedule.py index b6265636..d7b64394 100644 --- a/schedules/delete_schedule.py +++ b/schedules/delete_schedule.py @@ -1,10 +1,14 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + handle = client.get_schedule_handle( "workflow-schedule-id", ) diff --git a/schedules/describe_schedule.py b/schedules/describe_schedule.py index 22bb832d..0db3fba5 100644 --- a/schedules/describe_schedule.py +++ b/schedules/describe_schedule.py @@ -1,10 +1,14 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + handle = client.get_schedule_handle( "workflow-schedule-id", ) diff --git a/schedules/list_schedule.py b/schedules/list_schedule.py index a863aeee..15c0fd6a 100644 --- a/schedules/list_schedule.py +++ b/schedules/list_schedule.py @@ -1,10 +1,13 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig async def main() -> None: - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) async for schedule in await client.list_schedules(): print(f"List Schedule Info: {schedule.info}.") diff --git a/schedules/pause_schedule.py b/schedules/pause_schedule.py index a6f8721c..79a9ca03 100644 --- a/schedules/pause_schedule.py +++ b/schedules/pause_schedule.py @@ -1,10 +1,14 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + handle = client.get_schedule_handle( "workflow-schedule-id", ) diff --git a/schedules/run_worker.py b/schedules/run_worker.py index 5252b1f7..00d14aaa 100644 --- a/schedules/run_worker.py +++ b/schedules/run_worker.py @@ -1,13 +1,17 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from your_activities import your_activity from your_workflows import YourSchedulesWorkflow async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + worker = Worker( client, task_queue="schedules-task-queue", diff --git a/schedules/start_schedule.py b/schedules/start_schedule.py index 6089be95..ead6202b 100644 --- a/schedules/start_schedule.py +++ b/schedules/start_schedule.py @@ -9,11 +9,15 @@ ScheduleSpec, ScheduleState, ) +from temporalio.envconfig import ClientConfig from your_workflows import YourSchedulesWorkflow async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + await client.create_schedule( "workflow-schedule-id", Schedule( diff --git a/schedules/trigger_schedule.py b/schedules/trigger_schedule.py index ca1f38f1..30939d32 100644 --- a/schedules/trigger_schedule.py +++ b/schedules/trigger_schedule.py @@ -1,10 +1,14 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + handle = client.get_schedule_handle( "workflow-schedule-id", ) diff --git a/schedules/update_schedule.py b/schedules/update_schedule.py index 979c23a8..709eeda3 100644 --- a/schedules/update_schedule.py +++ b/schedules/update_schedule.py @@ -6,10 +6,14 @@ ScheduleUpdate, ScheduleUpdateInput, ) +from temporalio.envconfig import ClientConfig async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + handle = client.get_schedule_handle( "workflow-schedule-id", ) diff --git a/sentry/starter.py b/sentry/starter.py index 372a732c..aa3f6271 100644 --- a/sentry/starter.py +++ b/sentry/starter.py @@ -1,13 +1,17 @@ import asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from sentry.workflow import SentryExampleWorkflow, SentryExampleWorkflowInput async def main(): + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Connect client - client = await Client.connect("localhost:7233") + client = await Client.connect(**config) # Run workflow try: diff --git a/sentry/worker.py b/sentry/worker.py index 723b8e52..1bcd153e 100644 --- a/sentry/worker.py +++ b/sentry/worker.py @@ -5,6 +5,7 @@ from sentry_sdk.integrations.asyncio import AsyncioIntegration from sentry_sdk.types import Event, Hint from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from temporalio.worker.workflow_sandbox import ( SandboxedWorkflowRunner, @@ -51,8 +52,11 @@ async def main(): # Initialize the Sentry SDK initialise_sentry() + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + # Start client - client = await Client.connect("localhost:7233") + client = await Client.connect(**config) # Run a worker for the workflow async with Worker( diff --git a/sleep_for_days/starter.py b/sleep_for_days/starter.py index 765842b2..98dc083d 100644 --- a/sleep_for_days/starter.py +++ b/sleep_for_days/starter.py @@ -3,13 +3,18 @@ from typing import Optional from temporalio.client import Client +from temporalio.envconfig import ClientConfig from sleep_for_days import TASK_QUEUE from sleep_for_days.workflows import SleepForDaysWorkflow async def main(client: Optional[Client] = None): - client = client or await Client.connect("localhost:7233") + if not client: + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + wf_handle = await client.start_workflow( SleepForDaysWorkflow.run, id=f"sleep-for-days-workflow-id-{uuid.uuid4()}", diff --git a/sleep_for_days/worker.py b/sleep_for_days/worker.py index d03ec726..59799607 100644 --- a/sleep_for_days/worker.py +++ b/sleep_for_days/worker.py @@ -2,6 +2,7 @@ import logging from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from sleep_for_days import TASK_QUEUE @@ -10,7 +11,9 @@ async def main(): - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) worker = Worker( client, diff --git a/trio_async/starter.py b/trio_async/starter.py index 67f7568b..6535ca98 100644 --- a/trio_async/starter.py +++ b/trio_async/starter.py @@ -2,6 +2,7 @@ import trio_asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from trio_async import workflows @@ -11,7 +12,9 @@ async def main(): logging.basicConfig(level=logging.INFO) # Connect client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Execute the workflow result = await client.execute_workflow( diff --git a/trio_async/worker.py b/trio_async/worker.py index 29f059b4..f1c2a30b 100644 --- a/trio_async/worker.py +++ b/trio_async/worker.py @@ -5,6 +5,7 @@ import trio_asyncio from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from trio_async import activities, workflows @@ -15,7 +16,9 @@ async def main(): logging.basicConfig(level=logging.INFO) # Connect client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Temporal runs threaded activities and workflow tasks via run_in_executor. # Due to how trio_asyncio works, you can only do run_in_executor with their diff --git a/updatable_timer/starter.py b/updatable_timer/starter.py index 88b4d0d4..8ce0f4f9 100644 --- a/updatable_timer/starter.py +++ b/updatable_timer/starter.py @@ -5,6 +5,7 @@ from temporalio import exceptions from temporalio.client import Client +from temporalio.envconfig import ClientConfig from updatable_timer import TASK_QUEUE from updatable_timer.workflow import Workflow @@ -13,7 +14,10 @@ async def main(client: Optional[Client] = None): logging.basicConfig(level=logging.INFO) - client = client or await Client.connect("localhost:7233") + if not client: + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) try: handle = await client.start_workflow( Workflow.run, diff --git a/updatable_timer/wake_up_time_updater.py b/updatable_timer/wake_up_time_updater.py index f406c186..43d24838 100644 --- a/updatable_timer/wake_up_time_updater.py +++ b/updatable_timer/wake_up_time_updater.py @@ -4,6 +4,7 @@ from typing import Optional from temporalio.client import Client +from temporalio.envconfig import ClientConfig from updatable_timer.workflow import Workflow @@ -11,7 +12,11 @@ async def main(client: Optional[Client] = None): logging.basicConfig(level=logging.INFO) - client = client or await Client.connect("localhost:7233") + if not client: + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + handle = client.get_workflow_handle(workflow_id="updatable-timer-workflow") # signal workflow about the wake up time change await handle.signal( diff --git a/updatable_timer/worker.py b/updatable_timer/worker.py index 096fa1ff..8bb3d47a 100644 --- a/updatable_timer/worker.py +++ b/updatable_timer/worker.py @@ -2,6 +2,7 @@ import logging from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from updatable_timer import TASK_QUEUE @@ -13,7 +14,10 @@ async def main(): logging.basicConfig(level=logging.INFO) - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + async with Worker( client, task_queue=TASK_QUEUE, diff --git a/uv.lock b/uv.lock index 73424b77..7ec7d623 100644 --- a/uv.lock +++ b/uv.lock @@ -1,5 +1,5 @@ version = 1 -revision = 2 +revision = 3 requires-python = ">=3.10" resolution-markers = [ "python_full_version >= '3.13'", @@ -12,7 +12,7 @@ resolution-markers = [ [[package]] name = "aiohappyeyeballs" version = "2.6.1" -source = { registry = "https://pypi.org/simple" } +source = { registry = "https://pypi.org/simple/" } sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760, upload-time = "2025-03-12T01:42:48.764Z" } wheels = [ { url = "https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8", size = 15265, upload-time = "2025-03-12T01:42:47.083Z" }, @@ -21,7 +21,7 @@ wheels = [ [[package]] name = "aiohttp" version = "3.12.14" -source = { registry = "https://pypi.org/simple" } +source = { registry = "https://pypi.org/simple/" } dependencies = [ { name = "aiohappyeyeballs" }, { name = "aiosignal" }, @@ -107,7 +107,7 @@ wheels = [ [[package]] name = "aiosignal" 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+3333,7 @@ wheels = [ [[package]] name = "zope-interface" version = "7.2" -source = { registry = "https://pypi.org/simple" } +source = { registry = "https://pypi.org/simple/" } dependencies = [ { name = "setuptools" }, ] diff --git a/worker_specific_task_queues/starter.py b/worker_specific_task_queues/starter.py index c55c63be..61009436 100644 --- a/worker_specific_task_queues/starter.py +++ b/worker_specific_task_queues/starter.py @@ -2,13 +2,16 @@ from uuid import uuid4 from temporalio.client import Client +from temporalio.envconfig import ClientConfig from worker_specific_task_queues.tasks import FileProcessing async def main(): # Connect client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Start 10 concurrent workflows futures = [] diff --git a/worker_specific_task_queues/worker.py b/worker_specific_task_queues/worker.py index 30ea18b6..95824cfd 100644 --- a/worker_specific_task_queues/worker.py +++ b/worker_specific_task_queues/worker.py @@ -6,6 +6,7 @@ from temporalio import activity from temporalio.client import Client +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker from worker_specific_task_queues import tasks @@ -31,7 +32,9 @@ async def select_task_queue() -> str: return task_queue # Start client - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Run a worker to distribute the workflows run_futures = [] diff --git a/worker_versioning/app.py b/worker_versioning/app.py index 8b32aa94..78e1d641 100644 --- a/worker_versioning/app.py +++ b/worker_versioning/app.py @@ -5,6 +5,7 @@ import uuid from temporalio.client import Client +from temporalio.envconfig import ClientConfig TASK_QUEUE = "worker-versioning" DEPLOYMENT_NAME = "my-deployment" @@ -13,7 +14,9 @@ async def main() -> None: - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Wait for v1 worker and set as current version logging.info( diff --git a/worker_versioning/workerv1.py b/worker_versioning/workerv1.py index 13c4ed4b..221b5ca9 100644 --- a/worker_versioning/workerv1.py +++ b/worker_versioning/workerv1.py @@ -5,6 +5,7 @@ from temporalio.client import Client from temporalio.common import WorkerDeploymentVersion +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker, WorkerDeploymentConfig from worker_versioning.activities import some_activity, some_incompatible_activity @@ -16,6 +17,8 @@ async def main() -> None: """Run worker v1.""" + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") client = await Client.connect("localhost:7233") # Create worker v1 diff --git a/worker_versioning/workerv1_1.py b/worker_versioning/workerv1_1.py index 779db3f9..4f21d616 100644 --- a/worker_versioning/workerv1_1.py +++ b/worker_versioning/workerv1_1.py @@ -5,6 +5,7 @@ from temporalio.client import Client from temporalio.common import WorkerDeploymentVersion +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker, WorkerDeploymentConfig from worker_versioning.activities import some_activity, some_incompatible_activity @@ -16,7 +17,9 @@ async def main() -> None: """Run worker v1.1.""" - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Create worker v1.1 worker = Worker( diff --git a/worker_versioning/workerv2.py b/worker_versioning/workerv2.py index 107e1a52..557f70ab 100644 --- a/worker_versioning/workerv2.py +++ b/worker_versioning/workerv2.py @@ -5,6 +5,7 @@ from temporalio.client import Client from temporalio.common import WorkerDeploymentVersion +from temporalio.envconfig import ClientConfig from temporalio.worker import Worker, WorkerDeploymentConfig from worker_versioning.activities import some_activity, some_incompatible_activity @@ -16,7 +17,9 @@ async def main() -> None: """Run worker v2.""" - client = await Client.connect("localhost:7233") + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) # Create worker v2 worker = Worker( From 74fdf502e0d646dc18ab60a304b472f3460be2ef Mon Sep 17 00:00:00 2001 From: Alex Mazzeo Date: Thu, 13 Nov 2025 15:11:31 -0800 Subject: [PATCH 50/68] Update to Temporal SDK 1.19.0 (#262) * update to temporal sdk 1.19.0 * Fix breaking changes from 1.19.0 in MCP samples --- openai_agents/mcp/run_file_system_worker.py | 3 +- .../run_memory_research_scratchpad_worker.py | 5 +- openai_agents/mcp/run_prompt_server_worker.py | 3 +- openai_agents/mcp/run_sse_worker.py | 3 +- .../mcp/run_streamable_http_worker.py | 3 +- pyproject.toml | 2 +- uv.lock | 287 +++++++++--------- 7 files changed, 155 insertions(+), 151 deletions(-) diff --git a/openai_agents/mcp/run_file_system_worker.py b/openai_agents/mcp/run_file_system_worker.py index f7bd2909..2ed8dffd 100644 --- a/openai_agents/mcp/run_file_system_worker.py +++ b/openai_agents/mcp/run_file_system_worker.py @@ -24,13 +24,14 @@ async def main(): samples_dir = os.path.join(current_dir, "sample_files") file_system_server = StatelessMCPServerProvider( + "FileSystemServer", lambda: MCPServerStdio( name="FileSystemServer", params={ "command": "npx", "args": ["-y", "@modelcontextprotocol/server-filesystem", samples_dir], }, - ) + ), ) # Create client connected to server at the given address diff --git a/openai_agents/mcp/run_memory_research_scratchpad_worker.py b/openai_agents/mcp/run_memory_research_scratchpad_worker.py index 5e5f4b00..536ab974 100644 --- a/openai_agents/mcp/run_memory_research_scratchpad_worker.py +++ b/openai_agents/mcp/run_memory_research_scratchpad_worker.py @@ -23,13 +23,14 @@ async def main(): logging.basicConfig(level=logging.INFO) memory_server_provider = StatefulMCPServerProvider( - lambda: MCPServerStdio( + "MemoryServer", + lambda _: MCPServerStdio( name="MemoryServer", params={ "command": "npx", "args": ["-y", "@modelcontextprotocol/server-memory"], }, - ) + ), ) # Create client connected to server at the given address diff --git a/openai_agents/mcp/run_prompt_server_worker.py b/openai_agents/mcp/run_prompt_server_worker.py index cff8d1d7..08b68fae 100644 --- a/openai_agents/mcp/run_prompt_server_worker.py +++ b/openai_agents/mcp/run_prompt_server_worker.py @@ -24,12 +24,13 @@ async def main(): try: prompt_server_provider = StatelessMCPServerProvider( + "PromptServer", lambda: MCPServerStreamableHttp( name="PromptServer", params={ "url": "http://localhost:8000/mcp", }, - ) + ), ) # Create client connected to server at the given address diff --git a/openai_agents/mcp/run_sse_worker.py b/openai_agents/mcp/run_sse_worker.py index d9f9dd38..8ed719bd 100644 --- a/openai_agents/mcp/run_sse_worker.py +++ b/openai_agents/mcp/run_sse_worker.py @@ -24,12 +24,13 @@ async def main(): try: sse_server_provider = StatelessMCPServerProvider( + "SseServer", lambda: MCPServerSse( name="SseServer", params={ "url": "http://localhost:8000/sse", }, - ) + ), ) # Create client connected to server at the given address diff --git a/openai_agents/mcp/run_streamable_http_worker.py b/openai_agents/mcp/run_streamable_http_worker.py index 210634bb..72414727 100644 --- a/openai_agents/mcp/run_streamable_http_worker.py +++ b/openai_agents/mcp/run_streamable_http_worker.py @@ -24,12 +24,13 @@ async def main(): try: streamable_http_server_provider = StatelessMCPServerProvider( + "StreamableHttpServer", lambda: MCPServerStreamableHttp( name="StreamableHttpServer", params={ "url": "http://localhost:8000/mcp", }, - ) + ), ) # Create client connected to server at the given address diff --git a/pyproject.toml b/pyproject.toml index 73007250..ed007f47 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ authors = [{ name = "Temporal Technologies Inc", email = "sdk@temporal.io" }] requires-python = ">=3.10" readme = "README.md" license = "MIT" -dependencies = ["temporalio>=1.18.0,<2"] +dependencies = ["temporalio>=1.19.0,<2"] [project.urls] Homepage = "https://github.com/temporalio/samples-python" diff --git a/uv.lock b/uv.lock index 7ec7d623..b2c83a73 100644 --- a/uv.lock +++ b/uv.lock @@ -12,7 +12,7 @@ resolution-markers = [ [[package]] name = "aiohappyeyeballs" version = "2.6.1" -source = { registry = "https://pypi.org/simple/" } +source = { registry = "https://pypi.org/simple" } sdist = { url = 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"https://pypi.org/simple" } dependencies = [ { name = "setuptools" }, ] From 6de4916879ea7fa2f4da0dd7d224be1643521175 Mon Sep 17 00:00:00 2001 From: Andrew Yuan Date: Fri, 5 Dec 2025 09:21:25 -0800 Subject: [PATCH 51/68] Update Python SDK to 1.20.0 (#264) * v1.20.0 * Use new mac runners, run CI against 3.14 instead of 3.13 * update uv.lock * upgrade uv.lock for pyarrow for 3.14 support * upgrade uv.lock for orjson for 3.14 support * pydantic should be the last package to upgrade * tiktoken * loosen ver for gevent * grpcio * Skip test for trio-async for Python 3.14 and newer, add to README * Didn't place the skip high enough * Put it too high * black to ruff * Add to readme for 3.14 for Sentry * format --- .github/workflows/ci.yml | 6 +- bedrock/basic/workflows.py | 1 - bedrock/entity/workflows.py | 1 - cloud_export_to_parquet/workflows.py | 2 +- custom_converter/shared.py | 2 +- custom_metric/worker.py | 1 - eager_wf_start/run.py | 1 - env_config/__init__.py | 1 - gevent_async/worker.py | 2 - hello/hello_activity.py | 1 - hello/hello_activity_async.py | 1 - hello/hello_activity_choice.py | 1 - hello/hello_activity_heartbeat.py | 1 - hello/hello_activity_method.py | 1 - hello/hello_activity_multiprocess.py | 1 - hello/hello_activity_retry.py | 1 - hello/hello_async_activity_completion.py | 1 - hello/hello_cancellation.py | 1 - hello/hello_child_workflow.py | 1 - hello/hello_continue_as_new.py | 1 - hello/hello_cron.py | 1 - hello/hello_exception.py | 1 - hello/hello_local_activity.py | 1 - hello/hello_mtls.py | 1 - hello/hello_parallel_activity.py | 1 - hello/hello_query.py | 1 - hello/hello_search_attributes.py | 1 - hello/hello_signal.py | 1 - .../waiting_for_handlers/starter.py | 4 +- .../starter.py | 4 +- nexus_sync_operations/handler/worker.py | 2 +- .../workflows/forcing_tool_use_workflow.py | 7 +- .../workflows/agent_lifecycle_workflow.py | 1 - .../dynamic_system_prompt_workflow.py | 6 +- .../customer_service/customer_service.py | 6 +- pyproject.toml | 16 +- sentry/README.md | 2 + tests/hello/hello_change_log_level_test.py | 1 - tests/resource_pool/workflow_test.py | 8 +- tests/sentry/test_interceptor.py | 8 + tests/trio_async/workflow_test.py | 5 + trio_async/README.md | 2 + trio_async/worker.py | 1 - uv.lock | 821 ++++++++++-------- 44 files changed, 501 insertions(+), 429 deletions(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index f41c09d1..4443cbdd 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -15,13 +15,13 @@ jobs: strategy: fail-fast: true matrix: - python: ["3.10", "3.13"] + python: ["3.10", "3.14"] os: [ubuntu-latest, macos-intel, macos-arm, windows-latest] include: - os: macos-intel - runsOn: macos-13 + runsOn: macos-15-intel - os: macos-arm - runsOn: macos-14 + runsOn: macos-latest runs-on: ${{ matrix.runsOn || matrix.os }} steps: - uses: astral-sh/setup-uv@v5 diff --git a/bedrock/basic/workflows.py b/bedrock/basic/workflows.py index 9968704d..0ebf0216 100644 --- a/bedrock/basic/workflows.py +++ b/bedrock/basic/workflows.py @@ -10,7 +10,6 @@ class BasicBedrockWorkflow: @workflow.run async def run(self, prompt: str) -> str: - workflow.logger.info("Prompt: %s" % prompt) response = await workflow.execute_activity_method( diff --git a/bedrock/entity/workflows.py b/bedrock/entity/workflows.py index 3dfdf530..710f0916 100644 --- a/bedrock/entity/workflows.py +++ b/bedrock/entity/workflows.py @@ -31,7 +31,6 @@ async def run( self, params: BedrockParams, ) -> str: - if params and params.conversation_summary: self.conversation_history.append( ("conversation_summary", params.conversation_summary) diff --git a/cloud_export_to_parquet/workflows.py b/cloud_export_to_parquet/workflows.py index 2d3edd88..3c9fe270 100644 --- a/cloud_export_to_parquet/workflows.py +++ b/cloud_export_to_parquet/workflows.py @@ -7,9 +7,9 @@ with workflow.unsafe.imports_passed_through(): from cloud_export_to_parquet.data_trans_activities import ( DataTransAndLandActivityInput, + GetObjectKeysActivityInput, data_trans_and_land, get_object_keys, - GetObjectKeysActivityInput, ) from dataclasses import dataclass diff --git a/custom_converter/shared.py b/custom_converter/shared.py index c94b8dbb..2aa71f16 100644 --- a/custom_converter/shared.py +++ b/custom_converter/shared.py @@ -54,7 +54,7 @@ def __init__(self) -> None: # Just add ours as first before the defaults super().__init__( GreetingEncodingPayloadConverter(), - *DefaultPayloadConverter.default_encoding_payload_converters + *DefaultPayloadConverter.default_encoding_payload_converters, ) diff --git a/custom_metric/worker.py b/custom_metric/worker.py index 6a3be69a..38793985 100644 --- a/custom_metric/worker.py +++ b/custom_metric/worker.py @@ -25,7 +25,6 @@ def intercept_activity( class CustomScheduleToStartInterceptor(ActivityInboundInterceptor): async def execute_activity(self, input: ExecuteActivityInput): - schedule_to_start = ( activity.info().started_time - activity.info().current_attempt_scheduled_time diff --git a/eager_wf_start/run.py b/eager_wf_start/run.py index 51a1ddf6..34d807e0 100644 --- a/eager_wf_start/run.py +++ b/eager_wf_start/run.py @@ -12,7 +12,6 @@ async def main(): - # Note that the worker and client run in the same process and share the same client connection. config = ClientConfig.load_client_connect_config() config.setdefault("target_host", "localhost:7233") diff --git a/env_config/__init__.py b/env_config/__init__.py index 0519ecba..e69de29b 100644 --- a/env_config/__init__.py +++ b/env_config/__init__.py @@ -1 +0,0 @@ - \ No newline at end of file diff --git a/gevent_async/worker.py b/gevent_async/worker.py index 219908af..db419399 100644 --- a/gevent_async/worker.py +++ b/gevent_async/worker.py @@ -48,7 +48,6 @@ async def async_main(): # running this async main. The max_workers here needs to have enough room to # support the max concurrent activities/workflows settings. with GeventExecutor(max_workers=200) as executor: - # Run a worker for the workflow and activities async with Worker( client, @@ -68,7 +67,6 @@ async def async_main(): max_concurrent_activities=100, max_concurrent_workflow_tasks=100, ): - # Wait until interrupted logging.info("Worker started, ctrl+c to exit") await interrupt_event.wait() diff --git a/hello/hello_activity.py b/hello/hello_activity.py index 69226772..c7972c2e 100644 --- a/hello/hello_activity.py +++ b/hello/hello_activity.py @@ -61,7 +61,6 @@ async def main(): # This same thread pool could be passed to multiple workers if desired. activity_executor=ThreadPoolExecutor(5), ): - # While the worker is running, use the client to run the workflow and # print out its result. Note, in many production setups, the client # would be in a completely separate process from the worker. diff --git a/hello/hello_activity_async.py b/hello/hello_activity_async.py index 6c1e195a..47b5bd79 100644 --- a/hello/hello_activity_async.py +++ b/hello/hello_activity_async.py @@ -57,7 +57,6 @@ async def main(): # to supply an activity executor because they run in # the worker's event loop. ): - # While the worker is running, use the client to run the workflow and # print out its result. Note, in many production setups, the client # would be in a completely separate process from the worker. diff --git a/hello/hello_activity_choice.py b/hello/hello_activity_choice.py index 139d4006..6da9fe69 100644 --- a/hello/hello_activity_choice.py +++ b/hello/hello_activity_choice.py @@ -95,7 +95,6 @@ async def main(): activities=[order_apples, order_bananas, order_cherries, order_oranges], activity_executor=ThreadPoolExecutor(5), ): - # While the worker is running, use the client to run the workflow and # print out its result. Note, in many production setups, the client # would be in a completely separate process from the worker. diff --git a/hello/hello_activity_heartbeat.py b/hello/hello_activity_heartbeat.py index a7a8ffe9..2b80f9a6 100644 --- a/hello/hello_activity_heartbeat.py +++ b/hello/hello_activity_heartbeat.py @@ -54,7 +54,6 @@ async def main(): activities=[compose_greeting], activity_executor=ThreadPoolExecutor(5), ): - # While the worker is running, use the client to run the workflow and # print out its result. Note, in many production setups, the client # would be in a completely separate process from the worker. diff --git a/hello/hello_activity_method.py b/hello/hello_activity_method.py index 0073ae45..d87bc8e7 100644 --- a/hello/hello_activity_method.py +++ b/hello/hello_activity_method.py @@ -50,7 +50,6 @@ async def main(): workflows=[MyWorkflow], activities=[my_activities.do_database_thing], ): - # While the worker is running, use the client to run the workflow and # print out its result. Note, in many production setups, the client # would be in a completely separate process from the worker. diff --git a/hello/hello_activity_multiprocess.py b/hello/hello_activity_multiprocess.py index 5751a210..c7793c2c 100644 --- a/hello/hello_activity_multiprocess.py +++ b/hello/hello_activity_multiprocess.py @@ -68,7 +68,6 @@ async def main(): multiprocessing.Manager() ), ): - # While the worker is running, use the client to run the workflow and # print out its result. Note, in many production setups, the client # would be in a completely separate process from the worker. diff --git a/hello/hello_activity_retry.py b/hello/hello_activity_retry.py index c5007dfb..105aa847 100644 --- a/hello/hello_activity_retry.py +++ b/hello/hello_activity_retry.py @@ -58,7 +58,6 @@ async def main(): activities=[compose_greeting], activity_executor=ThreadPoolExecutor(5), ): - # While the worker is running, use the client to run the workflow and # print out its result. Note, in many production setups, the client # would be in a completely separate process from the worker. diff --git a/hello/hello_async_activity_completion.py b/hello/hello_async_activity_completion.py index 21a003df..e777c49f 100644 --- a/hello/hello_async_activity_completion.py +++ b/hello/hello_async_activity_completion.py @@ -81,7 +81,6 @@ async def main(): workflows=[GreetingWorkflow], activities=[composer.compose_greeting], ): - # While the worker is running, use the client to run the workflow and # print out its result. Note, in many production setups, the client # would be in a completely separate process from the worker. diff --git a/hello/hello_cancellation.py b/hello/hello_cancellation.py index aaf0aa90..a74bc2b4 100644 --- a/hello/hello_cancellation.py +++ b/hello/hello_cancellation.py @@ -65,7 +65,6 @@ async def main(): activities=[never_complete_activity, cleanup_activity], activity_executor=ThreadPoolExecutor(5), ): - # While the worker is running, use the client to start the workflow. # Note, in many production setups, the client would be in a completely # separate process from the worker. diff --git a/hello/hello_child_workflow.py b/hello/hello_child_workflow.py index 6f99af5b..136b788f 100644 --- a/hello/hello_child_workflow.py +++ b/hello/hello_child_workflow.py @@ -44,7 +44,6 @@ async def main(): task_queue="hello-child-workflow-task-queue", workflows=[GreetingWorkflow, ComposeGreetingWorkflow], ): - # While the worker is running, use the client to run the workflow and # print out its result. Note, in many production setups, the client # would be in a completely separate process from the worker. diff --git a/hello/hello_continue_as_new.py b/hello/hello_continue_as_new.py index a4947019..a899c7fc 100644 --- a/hello/hello_continue_as_new.py +++ b/hello/hello_continue_as_new.py @@ -33,7 +33,6 @@ async def main(): task_queue="hello-continue-as-new-task-queue", workflows=[LoopingWorkflow], ): - # While the worker is running, use the client to run the workflow. Note, # in many production setups, the client would be in a completely # separate process from the worker. diff --git a/hello/hello_cron.py b/hello/hello_cron.py index cf1bc4b1..1ca29ea1 100644 --- a/hello/hello_cron.py +++ b/hello/hello_cron.py @@ -46,7 +46,6 @@ async def main(): activities=[compose_greeting], activity_executor=ThreadPoolExecutor(5), ): - print("Running workflow once a minute") # While the worker is running, use the client to start the workflow. diff --git a/hello/hello_exception.py b/hello/hello_exception.py index a2d49633..6e94bf7c 100644 --- a/hello/hello_exception.py +++ b/hello/hello_exception.py @@ -52,7 +52,6 @@ async def main(): activities=[compose_greeting], activity_executor=ThreadPoolExecutor(5), ): - # While the worker is running, use the client to run the workflow and # print out its result. Note, in many production setups, the client # would be in a completely separate process from the worker. diff --git a/hello/hello_local_activity.py b/hello/hello_local_activity.py index a1dd08ed..8954ea42 100644 --- a/hello/hello_local_activity.py +++ b/hello/hello_local_activity.py @@ -45,7 +45,6 @@ async def main(): activities=[compose_greeting], activity_executor=ThreadPoolExecutor(5), ): - # While the worker is running, use the client to run the workflow and # print out its result. Note, in many production setups, the client # would be in a completely separate process from the worker. diff --git a/hello/hello_mtls.py b/hello/hello_mtls.py index 3ed15354..b88c5f85 100644 --- a/hello/hello_mtls.py +++ b/hello/hello_mtls.py @@ -82,7 +82,6 @@ async def main(): activities=[compose_greeting], activity_executor=ThreadPoolExecutor(5), ): - # While the worker is running, use the client to run the workflow and # print out its result. Note, in many production setups, the client # would be in a completely separate process from the worker. diff --git a/hello/hello_parallel_activity.py b/hello/hello_parallel_activity.py index 680534ab..42931a70 100644 --- a/hello/hello_parallel_activity.py +++ b/hello/hello_parallel_activity.py @@ -54,7 +54,6 @@ async def main(): activities=[say_hello_activity], activity_executor=ThreadPoolExecutor(10), ): - # While the worker is running, use the client to run the workflow and # print out its result. Note, in many production setups, the client # would be in a completely separate process from the worker. diff --git a/hello/hello_query.py b/hello/hello_query.py index 7ed132d1..d1bc54aa 100644 --- a/hello/hello_query.py +++ b/hello/hello_query.py @@ -39,7 +39,6 @@ async def main(): task_queue="hello-query-task-queue", workflows=[GreetingWorkflow], ): - # While the worker is running, use the client to start the workflow. # Note, in many production setups, the client would be in a completely # separate process from the worker. diff --git a/hello/hello_search_attributes.py b/hello/hello_search_attributes.py index c858692a..d6d1a205 100644 --- a/hello/hello_search_attributes.py +++ b/hello/hello_search_attributes.py @@ -27,7 +27,6 @@ async def main(): task_queue="hello-search-attributes-task-queue", workflows=[GreetingWorkflow], ): - # While the worker is running, use the client to start the workflow. # Note, in many production setups, the client would be in a completely # separate process from the worker. diff --git a/hello/hello_signal.py b/hello/hello_signal.py index ed7ce7b3..02b9d3ce 100644 --- a/hello/hello_signal.py +++ b/hello/hello_signal.py @@ -53,7 +53,6 @@ async def main(): task_queue="hello-signal-task-queue", workflows=[GreetingWorkflow], ): - # While the worker is running, use the client to start the workflow. # Note, in many production setups, the client would be in a completely # separate process from the worker. diff --git a/message_passing/waiting_for_handlers/starter.py b/message_passing/waiting_for_handlers/starter.py index 76829e0b..9d3fbc0c 100644 --- a/message_passing/waiting_for_handlers/starter.py +++ b/message_passing/waiting_for_handlers/starter.py @@ -37,7 +37,9 @@ async def _check_run( wait_for_stage=client.WorkflowUpdateStage.ACCEPTED, ) except Exception as e: - print(f" 🔴 caught exception while starting update: {e}: {e.__cause__ or ''}") + print( + f" 🔴 caught exception while starting update: {e}: {e.__cause__ or ''}" + ) if exit_type == WorkflowExitType.CANCELLATION: await wf_handle.cancel() diff --git a/message_passing/waiting_for_handlers_and_compensation/starter.py b/message_passing/waiting_for_handlers_and_compensation/starter.py index fbc5ae04..6f25c9a5 100644 --- a/message_passing/waiting_for_handlers_and_compensation/starter.py +++ b/message_passing/waiting_for_handlers_and_compensation/starter.py @@ -39,7 +39,9 @@ async def _check_run( wait_for_stage=client.WorkflowUpdateStage.ACCEPTED, ) except Exception as e: - print(f" 🔴 caught exception while starting update: {e}: {e.__cause__ or ''}") + print( + f" 🔴 caught exception while starting update: {e}: {e.__cause__ or ''}" + ) if exit_type == WorkflowExitType.CANCELLATION: await wf_handle.cancel() diff --git a/nexus_sync_operations/handler/worker.py b/nexus_sync_operations/handler/worker.py index 7783055a..97c8eb04 100644 --- a/nexus_sync_operations/handler/worker.py +++ b/nexus_sync_operations/handler/worker.py @@ -22,7 +22,7 @@ async def main(client: Optional[Client] = None): if client is None: config = ClientConfig.load_client_connect_config() config.setdefault("target_host", "localhost:7233") - config.setdefault("namespace", NAMESPACE), + config.setdefault("namespace", NAMESPACE) client = await Client.connect(**config) # Create the nexus service handler instance, starting the long-running entity workflow that diff --git a/openai_agents/agent_patterns/workflows/forcing_tool_use_workflow.py b/openai_agents/agent_patterns/workflows/forcing_tool_use_workflow.py index a8eaedd6..9d3aee3b 100644 --- a/openai_agents/agent_patterns/workflows/forcing_tool_use_workflow.py +++ b/openai_agents/agent_patterns/workflows/forcing_tool_use_workflow.py @@ -59,9 +59,10 @@ async def run(self, tool_use_behavior: str = "default") -> str: config = RunConfig() if tool_use_behavior == "default": - behavior: Literal[ - "run_llm_again", "stop_on_first_tool" - ] | ToolsToFinalOutputFunction = "run_llm_again" + behavior: ( + Literal["run_llm_again", "stop_on_first_tool"] + | ToolsToFinalOutputFunction + ) = "run_llm_again" elif tool_use_behavior == "first_tool": behavior = "stop_on_first_tool" elif tool_use_behavior == "custom": diff --git a/openai_agents/basic/workflows/agent_lifecycle_workflow.py b/openai_agents/basic/workflows/agent_lifecycle_workflow.py index 61cdad90..c016d150 100644 --- a/openai_agents/basic/workflows/agent_lifecycle_workflow.py +++ b/openai_agents/basic/workflows/agent_lifecycle_workflow.py @@ -71,7 +71,6 @@ class FinalResult(BaseModel): class AgentLifecycleWorkflow: @workflow.run async def run(self, max_number: int) -> FinalResult: - multiply_agent = Agent( name="Multiply Agent", instructions="Multiply the number by 2 and then return the final result.", diff --git a/openai_agents/basic/workflows/dynamic_system_prompt_workflow.py b/openai_agents/basic/workflows/dynamic_system_prompt_workflow.py index 00e77fbb..fb7ce109 100644 --- a/openai_agents/basic/workflows/dynamic_system_prompt_workflow.py +++ b/openai_agents/basic/workflows/dynamic_system_prompt_workflow.py @@ -26,9 +26,9 @@ class DynamicSystemPromptWorkflow: @workflow.run async def run(self, user_message: str, style: Optional[str] = None) -> str: if style is None: - selected_style: Literal[ - "haiku", "pirate", "robot" - ] = workflow.random().choice(["haiku", "pirate", "robot"]) + selected_style: Literal["haiku", "pirate", "robot"] = ( + workflow.random().choice(["haiku", "pirate", "robot"]) + ) else: # Validate that the provided style is one of the allowed values if style not in ["haiku", "pirate", "robot"]: diff --git a/openai_agents/customer_service/customer_service.py b/openai_agents/customer_service/customer_service.py index 88f6e3cd..45997033 100644 --- a/openai_agents/customer_service/customer_service.py +++ b/openai_agents/customer_service/customer_service.py @@ -77,9 +77,9 @@ async def on_seat_booking_handoff( ### AGENTS -def init_agents() -> Tuple[ - Agent[AirlineAgentContext], Dict[str, Agent[AirlineAgentContext]] -]: +def init_agents() -> ( + Tuple[Agent[AirlineAgentContext], Dict[str, Agent[AirlineAgentContext]]] +): """ Initialize the agents for the airline customer service workflow. :return: triage agent diff --git a/pyproject.toml b/pyproject.toml index ed007f47..2bc7f73a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ authors = [{ name = "Temporal Technologies Inc", email = "sdk@temporal.io" }] requires-python = ">=3.10" readme = "README.md" license = "MIT" -dependencies = ["temporalio>=1.19.0,<2"] +dependencies = ["temporalio>=1.20.0,<2"] [project.urls] Homepage = "https://github.com/temporalio/samples-python" @@ -16,8 +16,7 @@ Documentation = "https://docs.temporal.io/docs/python" [dependency-groups] dev = [ - "black>=22.3.0,<23", - "isort>=5.10.1,<6", + "ruff>=0.5.0,<0.6", "mypy>=1.4.1,<2", "pytest>=7.1.2,<8", "pytest-asyncio>=0.18.3,<0.19", @@ -37,7 +36,7 @@ encryption = [ "cryptography>=38.0.1,<39", "aiohttp>=3.8.1,<4", ] -gevent = ["gevent==25.4.2 ; python_version >= '3.8'"] +gevent = ["gevent>=25.4.2 ; python_version >= '3.8'"] langchain = [ "langchain>=0.1.7,<0.2 ; python_version >= '3.8.1' and python_version < '4.0'", "langchain-openai>=0.0.6,<0.0.7 ; python_version >= '3.8.1' and python_version < '4.0'", @@ -119,8 +118,8 @@ requires = ["hatchling"] build-backend = "hatchling.build" [tool.poe.tasks] -format = [{cmd = "uv run black ."}, {cmd = "uv run isort ."}] -lint = [{cmd = "uv run black --check ."}, {cmd = "uv run isort --check-only ."}, {ref = "lint-types" }] +format = [{cmd = "uv run ruff check --select I --fix"}, {cmd = "uv run ruff format"}] +lint = [{cmd = "uv run ruff check --select I"}, {cmd = "uv run ruff format --check"}, {ref = "lint-types"}] lint-types = "uv run --all-groups mypy --check-untyped-defs --namespace-packages ." test = "uv run --all-groups pytest" @@ -130,9 +129,8 @@ log_cli = true log_cli_level = "INFO" log_cli_format = "%(asctime)s [%(levelname)8s] %(message)s (%(filename)s:%(lineno)s)" -[tool.isort] -profile = "black" -skip_gitignore = true +[tool.ruff] +target-version = "py310" [tool.mypy] ignore_missing_imports = true diff --git a/sentry/README.md b/sentry/README.md index 1cc75cf6..0062f815 100644 --- a/sentry/README.md +++ b/sentry/README.md @@ -3,6 +3,8 @@ This sample shows how to configure [Sentry](https://sentry.io) SDK (version 2) to intercept and capture errors from the Temporal SDK for workflows and activities. The integration adds some useful context to the errors, such as the activity type, task queue, etc. +Note: Sentry currently does not support Python 3.14, likewise this sample does not support Python 3.14. + ## Further details This is a small modification of the original example Sentry integration in this repo based on SDK v1. The integration diff --git a/tests/hello/hello_change_log_level_test.py b/tests/hello/hello_change_log_level_test.py index e3cd2334..e83e08c4 100644 --- a/tests/hello/hello_change_log_level_test.py +++ b/tests/hello/hello_change_log_level_test.py @@ -10,7 +10,6 @@ async def test_workflow_with_log_capture(client: Client): - log_stream = io.StringIO() handler = logging.StreamHandler(log_stream) handler.setLevel(logging.ERROR) diff --git a/tests/resource_pool/workflow_test.py b/tests/resource_pool/workflow_test.py index 42a6fbde..b5ae95e3 100644 --- a/tests/resource_pool/workflow_test.py +++ b/tests/resource_pool/workflow_test.py @@ -70,10 +70,10 @@ async def use_resource_mock(input: UseResourceActivityInput) -> None: holder = None # Are all the resources free, per the query? - handle: WorkflowHandle[ - ResourcePoolWorkflow, None - ] = client.get_workflow_handle_for( - ResourcePoolWorkflow.run, RESOURCE_POOL_WORKFLOW_ID + handle: WorkflowHandle[ResourcePoolWorkflow, None] = ( + client.get_workflow_handle_for( + ResourcePoolWorkflow.run, RESOURCE_POOL_WORKFLOW_ID + ) ) query_result = await handle.query(ResourcePoolWorkflow.get_current_holders) assert query_result == {"r_a": None, "r_b": None, "r_c": None} diff --git a/tests/sentry/test_interceptor.py b/tests/sentry/test_interceptor.py index 731bad8c..f9f931e8 100644 --- a/tests/sentry/test_interceptor.py +++ b/tests/sentry/test_interceptor.py @@ -1,7 +1,15 @@ +import sys import unittest.mock from collections import abc import pytest + +if sys.version_info >= (3, 14): + pytest.skip( + "Sentry does not support Python 3.14 yet.", + allow_module_level=True, + ) + import sentry_sdk import temporalio.activity import temporalio.workflow diff --git a/tests/trio_async/workflow_test.py b/tests/trio_async/workflow_test.py index cce95fac..15d678aa 100644 --- a/tests/trio_async/workflow_test.py +++ b/tests/trio_async/workflow_test.py @@ -2,6 +2,11 @@ import uuid import pytest + +if sys.version_info >= (3, 14): + pytest.skip("trio-asyncio not supported on Python 3.14+", allow_module_level=True) + + import trio_asyncio from temporalio.client import Client from temporalio.worker import Worker diff --git a/trio_async/README.md b/trio_async/README.md index 4c9770fb..dfa02eab 100644 --- a/trio_async/README.md +++ b/trio_async/README.md @@ -5,6 +5,8 @@ This sample shows how to use Temporal asyncio with [Trio](https://trio.readthedo and worker in a Trio setting, and how Trio-based code can run in both asyncio async activities and threaded sync activities. +NOTE: This sample only works on Python versions < 3.14. + For this sample, the optional `trio_async` dependency group must be included. 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content and other minor improvements * remove html table that rendered poorly. switch to print over logger for simplicity * remove syntax highlighting on blocks * Apply some minor improvements to the readme * fix broken link in top level README * remove inaccurate comment in starter.py * remove unused workflow input * run formatter. Ignore linter error on multiprocessing.get_context b/c both ForkContext and SpawnContext are acceptable for what we need * rename to worker_multiprocessing --- README.md | 1 + pyproject.toml | 33 +++--- sleep_for_days/README.md | 2 +- worker_multiprocessing/README.md | 93 +++++++++++++++++ worker_multiprocessing/__init__.py | 2 + worker_multiprocessing/activities.py | 8 ++ worker_multiprocessing/starter.py | 48 +++++++++ worker_multiprocessing/worker.py | 146 +++++++++++++++++++++++++++ worker_multiprocessing/workflows.py | 22 ++++ 9 files changed, 336 insertions(+), 19 deletions(-) create mode 100644 worker_multiprocessing/README.md create mode 100644 worker_multiprocessing/__init__.py create mode 100644 worker_multiprocessing/activities.py create mode 100644 worker_multiprocessing/starter.py create mode 100644 worker_multiprocessing/worker.py create mode 100644 worker_multiprocessing/workflows.py diff --git a/README.md b/README.md index d9ae57a3..5a39e834 100644 --- a/README.md +++ b/README.md @@ -84,6 +84,7 @@ Some examples require extra dependencies. See each sample's directory for specif * [updatable_timer](updatable_timer) - A timer that can be updated while sleeping. * [worker_specific_task_queues](worker_specific_task_queues) - Use unique task queues to ensure activities run on specific workers. * [worker_versioning](worker_versioning) - Use the Worker Versioning feature to more easily version your workflows & other code. +* [worker_multiprocessing](worker_multiprocessing) - Leverage Python multiprocessing to parallelize workflow tasks and other CPU bound operations by running multiple workers. ## Test diff --git a/pyproject.toml b/pyproject.toml index 2bc7f73a..794bcb92 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -27,15 +27,8 @@ dev = [ "poethepoet>=0.36.0", ] bedrock = ["boto3>=1.34.92,<2"] -dsl = [ - "pyyaml>=6.0.1,<7", - "types-pyyaml>=6.0.12,<7", - "dacite>=1.8.1,<2", -] -encryption = [ - "cryptography>=38.0.1,<39", - "aiohttp>=3.8.1,<4", -] +dsl = ["pyyaml>=6.0.1,<7", "types-pyyaml>=6.0.12,<7", "dacite>=1.8.1,<2"] +encryption = ["cryptography>=38.0.1,<39", "aiohttp>=3.8.1,<4"] gevent = ["gevent>=25.4.2 ; python_version >= '3.8'"] langchain = [ "langchain>=0.1.7,<0.2 ; python_version >= '3.8.1' and python_version < '4.0'", @@ -46,9 +39,7 @@ langchain = [ "tqdm>=4.62.0,<5", "uvicorn[standard]>=0.24.0.post1,<0.25", ] -nexus = [ - "nexus-rpc>=1.1.0,<2", -] +nexus = ["nexus-rpc>=1.1.0,<2"] open-telemetry = [ "temporalio[opentelemetry]", "opentelemetry-exporter-otlp-proto-grpc", @@ -60,10 +51,7 @@ openai-agents = [ ] pydantic-converter = ["pydantic>=2.10.6,<3"] sentry = ["sentry-sdk>=2.13.0"] -trio-async = [ - "trio>=0.28.0,<0.29", - "trio-asyncio>=0.15.0,<0.16", -] +trio-async = ["trio>=0.28.0,<0.29", "trio-asyncio>=0.15.0,<0.16"] cloud-export-to-parquet = [ "pandas>=2.2.2,<3 ; python_version >= '3.10' and python_version < '4.0'", "numpy>=1.26.0,<2 ; python_version >= '3.10' and python_version < '3.13'", @@ -71,6 +59,8 @@ cloud-export-to-parquet = [ "pyarrow>=19.0.1", ] +[tool.hatch.metadata] +allow-direct-references = true [tool.hatch.build.targets.sdist] include = ["./**/*.py"] @@ -118,8 +108,15 @@ requires = ["hatchling"] build-backend = "hatchling.build" [tool.poe.tasks] -format = [{cmd = "uv run ruff check --select I --fix"}, {cmd = "uv run ruff format"}] -lint = [{cmd = "uv run ruff check --select I"}, {cmd = "uv run ruff format --check"}, {ref = "lint-types"}] +format = [ + { cmd = "uv run ruff check --select I --fix" }, + { cmd = "uv run ruff format" }, +] +lint = [ + { cmd = "uv run ruff check --select I" }, + { cmd = "uv run ruff format --check" }, + { ref = "lint-types" }, +] lint-types = "uv run --all-groups mypy --check-untyped-defs --namespace-packages ." test = "uv run --all-groups pytest" diff --git a/sleep_for_days/README.md b/sleep_for_days/README.md index 69302cc7..5117fcdb 100644 --- a/sleep_for_days/README.md +++ b/sleep_for_days/README.md @@ -2,7 +2,7 @@ This sample demonstrates how to create a Temporal workflow that runs forever, sending an email every 30 days. -To run, first see the main [README.md](../../README.md) for prerequisites. +To run, first see the main [README.md](../README.md) for prerequisites. Then create two terminals. diff --git a/worker_multiprocessing/README.md b/worker_multiprocessing/README.md new file mode 100644 index 00000000..a4f06f86 --- /dev/null +++ b/worker_multiprocessing/README.md @@ -0,0 +1,93 @@ +# Worker Multiprocessing Sample + + +## Python Concurrency Limitations + +CPU-bound tasks effectively cannot run in parallel in Python due to the [Global Interpreter Lock (GIL)](https://docs.python.org/3/glossary.html#term-global-interpreter-lock). The Python standard library's [`threading` module](https://docs.python.org/3/library/threading.html) provides the following guidance: + +> CPython implementation detail: In CPython, due to the Global Interpreter Lock, only one thread can execute Python code at once (even though certain performance-oriented libraries might overcome this limitation). If you want your application to make better use of the computational resources of multi-core machines, you are advised to use multiprocessing or concurrent.futures.ProcessPoolExecutor. However, threading is still an appropriate model if you want to run multiple I/O-bound tasks simultaneously. + +## Temporal Workflow Tasks in Python + +[Temporal Workflow Tasks](https://docs.temporal.io/tasks#workflow-task) are CPU-bound operations and therefore cannot be run concurrently using threads or an async runtime. Instead, we can use [`concurrent.futures.ProcessPoolExecutor`](https://docs.python.org/3/library/concurrent.futures.html#concurrent.futures.ProcessPoolExecutor) or the [`multiprocessing` module](https://docs.python.org/3/library/multiprocessing.html), as suggested by the `threading` documentation, to more appropriately utilize machine resources. + +This sample demonstrates how to use `concurrent.futures.ProcessPoolExecutor` to run multiple workflow worker processes. + +## Running the Sample + +To run, first see the root [README.md](../README.md) for prerequisites. Then execute the following commands from the root directory: + +``` +uv run worker_multiprocessing/worker.py +uv run worker_multiprocessing/starter.py +``` + +Both `worker.py` and `starter.py` have minimal arguments that can be adjusted to modify how the sample runs. + +``` +uv run worker_multiprocessing/worker.py -h + +usage: worker.py [-h] [-w NUM_WORKFLOW_WORKERS] [-a NUM_ACTIVITY_WORKERS] + +options: + -h, --help show this help message and exit + -w, --num-workflow-workers NUM_WORKFLOW_WORKERS + -a, --num-activity-workers NUM_ACTIVITY_WORKERS +``` + +``` +uv run worker_multiprocessing/starter.py -h + +usage: starter.py [-h] [-n NUM_WORKFLOWS] + +options: + -h, --help show this help message and exit + -n, --num-workflows NUM_WORKFLOWS + the number of workflows to execute +``` + +## Example Output + +``` +uv run worker_multiprocessing/worker.py + +starting 2 workflow worker(s) and 1 activity worker(s) +waiting for keyboard interrupt or for all workers to exit +workflow-worker:0 starting +workflow-worker:1 starting +activity-worker:0 starting +workflow-worker:0 shutting down +activity-worker:0 shutting down +workflow-worker:1 shutting down +``` + + +``` +uv run worker_multiprocessing/starter.py + +wf-starting-pid:19178 | activity-pid:19180 | wf-ending-pid:19178 +wf-starting-pid:19179 | activity-pid:19180 | wf-ending-pid:19179 +wf-starting-pid:19178 | activity-pid:19180 | wf-ending-pid:19178 +wf-starting-pid:19179 | activity-pid:19180 | wf-ending-pid:19179 +wf-starting-pid:19178 | activity-pid:19180 | wf-ending-pid:19178 +wf-starting-pid:19179 | activity-pid:19180 | wf-ending-pid:19179 +wf-starting-pid:19178 | activity-pid:19180 | wf-ending-pid:19178 +wf-starting-pid:19179 | activity-pid:19180 | wf-ending-pid:19179 +wf-starting-pid:19178 | activity-pid:19180 | wf-ending-pid:19178 +wf-starting-pid:19179 | activity-pid:19180 | wf-ending-pid:19179 +wf-starting-pid:19178 | activity-pid:19180 | wf-ending-pid:19178 +wf-starting-pid:19179 | activity-pid:19180 | wf-ending-pid:19179 +wf-starting-pid:19178 | activity-pid:19180 | wf-ending-pid:19178 +wf-starting-pid:19179 | activity-pid:19180 | wf-ending-pid:19179 +wf-starting-pid:19178 | activity-pid:19180 | wf-ending-pid:19178 +wf-starting-pid:19179 | activity-pid:19180 | wf-ending-pid:19179 +wf-starting-pid:19178 | activity-pid:19180 | wf-ending-pid:19178 +wf-starting-pid:19179 | activity-pid:19180 | wf-ending-pid:19179 +wf-starting-pid:19179 | activity-pid:19180 | wf-ending-pid:19179 +wf-starting-pid:19178 | activity-pid:19180 | wf-ending-pid:19178 +wf-starting-pid:19179 | activity-pid:19180 | wf-ending-pid:19179 +wf-starting-pid:19178 | activity-pid:19180 | wf-ending-pid:19178 +wf-starting-pid:19179 | activity-pid:19180 | wf-ending-pid:19179 +wf-starting-pid:19178 | activity-pid:19180 | wf-ending-pid:19178 +wf-starting-pid:19178 | activity-pid:19180 | wf-ending-pid:19178 +``` diff --git a/worker_multiprocessing/__init__.py b/worker_multiprocessing/__init__.py new file mode 100644 index 00000000..d9e30b8a --- /dev/null +++ b/worker_multiprocessing/__init__.py @@ -0,0 +1,2 @@ +WORKFLOW_TASK_QUEUE = "workflow-task-queue" +ACTIVITY_TASK_QUEUE = "activity-task-queue" diff --git a/worker_multiprocessing/activities.py b/worker_multiprocessing/activities.py new file mode 100644 index 00000000..dbbbc677 --- /dev/null +++ b/worker_multiprocessing/activities.py @@ -0,0 +1,8 @@ +import os + +from temporalio import activity + + +@activity.defn +async def echo_pid_activity(input: str) -> str: + return f"{input} | activity-pid:{os.getpid()}" diff --git a/worker_multiprocessing/starter.py b/worker_multiprocessing/starter.py new file mode 100644 index 00000000..3267694d --- /dev/null +++ b/worker_multiprocessing/starter.py @@ -0,0 +1,48 @@ +import argparse +import asyncio +import uuid + +from temporalio.client import Client +from temporalio.envconfig import ClientConfig + +from worker_multiprocessing import WORKFLOW_TASK_QUEUE +from worker_multiprocessing.workflows import ParallelizedWorkflow + + +class Args(argparse.Namespace): + num_workflows: int + + +async def main(): + parser = argparse.ArgumentParser() + parser.add_argument( + "-n", + "--num-workflows", + help="the number of workflows to execute", + type=int, + default=25, + ) + args = parser.parse_args(namespace=Args()) + + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + + # Start several workflows + wf_handles = [ + client.execute_workflow( + ParallelizedWorkflow.run, + id=f"greeting-workflow-id-{uuid.uuid4()}", + task_queue=WORKFLOW_TASK_QUEUE, + ) + for _ in range(args.num_workflows) + ] + + # Wait for workflow completion + for wf in asyncio.as_completed(wf_handles): + result = await wf + print(result) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/worker_multiprocessing/worker.py b/worker_multiprocessing/worker.py new file mode 100644 index 00000000..bda69ba6 --- /dev/null +++ b/worker_multiprocessing/worker.py @@ -0,0 +1,146 @@ +import argparse +import asyncio +import concurrent.futures +import dataclasses +import multiprocessing +import traceback +from typing import Literal + +from temporalio.client import Client +from temporalio.envconfig import ClientConfig +from temporalio.runtime import Runtime, TelemetryConfig +from temporalio.worker import PollerBehaviorSimpleMaximum, Worker +from temporalio.worker.workflow_sandbox import ( + SandboxedWorkflowRunner, + SandboxRestrictions, +) + +from worker_multiprocessing import ACTIVITY_TASK_QUEUE, WORKFLOW_TASK_QUEUE +from worker_multiprocessing.activities import echo_pid_activity +from worker_multiprocessing.workflows import ParallelizedWorkflow + +# Immediately prevent the default Runtime from being created to ensure +# each process creates it's own +Runtime.prevent_default() + + +class Args(argparse.Namespace): + num_workflow_workers: int + num_activity_workers: int + + @property + def total_workers(self) -> int: + return self.num_activity_workers + self.num_workflow_workers + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument("-w", "--num-workflow-workers", type=int, default=2) + parser.add_argument("-a", "--num-activity-workers", type=int, default=1) + args = parser.parse_args(namespace=Args()) + print( + f"starting {args.num_workflow_workers} workflow worker(s) and {args.num_activity_workers} activity worker(s)" + ) + + # This sample prefers fork to avoid re-importing modules + # and decrease startup time. Fork is not available on all + # operating systems, so we fallback to 'spawn' when not available + try: + mp_ctx = multiprocessing.get_context("fork") + except ValueError: + mp_ctx = multiprocessing.get_context("spawn") # type: ignore + + with concurrent.futures.ProcessPoolExecutor( + args.total_workers, mp_context=mp_ctx + ) as executor: + # Start workflow workers by submitting them to the + # ProcessPoolExecutor + worker_futures = [ + executor.submit(worker_entry, "workflow", i) + for i in range(args.num_workflow_workers) + ] + + # In this sample, we start activity workers as separate processes in the + # same way we do workflow workers. In production, activity workers + # are often deployed separately from workflow workers to account for + # differing scaling characteristics. + worker_futures.extend( + [ + executor.submit(worker_entry, "activity", i) + for i in range(args.num_activity_workers) + ] + ) + + try: + print("waiting for keyboard interrupt or for all workers to exit") + for worker in concurrent.futures.as_completed(worker_futures): + print("ERROR: worker exited unexpectedly") + if worker.exception(): + traceback.print_exception(worker.exception()) + except KeyboardInterrupt: + pass + + +def worker_entry(worker_type: Literal["workflow", "activity"], id: int): + Runtime.set_default(Runtime(telemetry=TelemetryConfig())) + + async def run_worker(): + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**config) + + if worker_type == "workflow": + worker = workflow_worker(client) + else: + worker = activity_worker(client) + + try: + print(f"{worker_type}-worker:{id} starting") + await asyncio.shield(worker.run()) + except asyncio.CancelledError: + print(f"{worker_type}-worker:{id} shutting down") + await worker.shutdown() + + asyncio.run(run_worker()) + + +def workflow_worker(client: Client) -> Worker: + """ + Create a workflow worker that is configured to leverage being run + as many child processes. + """ + return Worker( + client, + task_queue=WORKFLOW_TASK_QUEUE, + workflows=[ParallelizedWorkflow], + # Workflow tasks are CPU bound, but generally execute quickly. + # Because we're leveraging multiprocessing to achieve parallelism, + # we want each workflow worker to be confirgured for small workflow + # task processing. + max_concurrent_workflow_tasks=2, + workflow_task_poller_behavior=PollerBehaviorSimpleMaximum(2), + # Allow workflows to access the os module to access the pid + workflow_runner=SandboxedWorkflowRunner( + restrictions=dataclasses.replace( + SandboxRestrictions.default, + invalid_module_members=SandboxRestrictions.invalid_module_members_default.with_child_unrestricted( + "os" + ), + ) + ), + ) + + +def activity_worker(client: Client) -> Worker: + """ + Create a basic activity worker + """ + return Worker( + client, + task_queue=ACTIVITY_TASK_QUEUE, + activities=[echo_pid_activity], + ) + + +if __name__ == "__main__": + main() diff --git a/worker_multiprocessing/workflows.py b/worker_multiprocessing/workflows.py new file mode 100644 index 00000000..04f6b635 --- /dev/null +++ b/worker_multiprocessing/workflows.py @@ -0,0 +1,22 @@ +import os +from datetime import timedelta + +from temporalio import workflow + +from worker_multiprocessing import ACTIVITY_TASK_QUEUE +from worker_multiprocessing.activities import echo_pid_activity + + +@workflow.defn +class ParallelizedWorkflow: + @workflow.run + async def run(self) -> str: + pid = os.getpid() + activity_result = await workflow.execute_activity( + echo_pid_activity, + f"wf-starting-pid:{pid}", + task_queue=ACTIVITY_TASK_QUEUE, + start_to_close_timeout=timedelta(seconds=10), + ) + + return f"{activity_result} | wf-ending-pid:{pid}" From cff0a7056539b40e57768337064df3d0d0a920c4 Mon Sep 17 00:00:00 2001 From: Alex Mazzeo Date: Thu, 18 Dec 2025 13:49:09 -0800 Subject: [PATCH 53/68] Bump temporal SDK to 1.21.0 (#269) --- pyproject.toml | 2 +- uv.lock | 296 ++++++++++++++++++++++++------------------------- 2 files changed, 149 insertions(+), 149 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 794bcb92..00813456 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ authors = [{ name = "Temporal Technologies Inc", email = "sdk@temporal.io" }] requires-python = ">=3.10" readme = "README.md" license = "MIT" -dependencies = ["temporalio>=1.20.0,<2"] +dependencies = ["temporalio>=1.21.0,<2"] [project.urls] Homepage = "https://github.com/temporalio/samples-python" diff --git a/uv.lock b/uv.lock index cbe5db3f..09a2436a 100644 --- a/uv.lock +++ b/uv.lock @@ -12,7 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index 38793985..21dd9c93 100644 --- a/custom_metric/worker.py +++ b/custom_metric/worker.py @@ -39,7 +39,7 @@ async def execute_activity(self, input: ExecuteActivityInput): unit="duration", ) histogram.record( - schedule_to_start, {"workflow_type": activity.info().workflow_type} + schedule_to_start, {"workflow_type": activity.info().workflow_type or ""} ) return await self.next.execute_activity(input) diff --git a/polling/test_service.py b/polling/test_service.py index 63494572..994b98ce 100644 --- a/polling/test_service.py +++ b/polling/test_service.py @@ -4,7 +4,7 @@ from temporalio import activity from temporalio.exceptions import ApplicationError, ApplicationErrorCategory -attempts = Counter[str]() +attempts = Counter[str | None]() ERROR_ATTEMPTS = 5 diff --git a/pyproject.toml b/pyproject.toml index c7d9e3b0..caae123c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ authors = [{ name = "Temporal Technologies Inc", email = "sdk@temporal.io" }] requires-python = 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-3401,7 +3401,7 @@ wheels = [ [[package]] name = "zope-event" version = "5.1" -source = { registry = "https://pypi.org/simple" } +source = { registry = "https://pypi.org/simple/" } dependencies = [ { name = "setuptools" }, ] @@ -3413,7 +3413,7 @@ wheels = [ [[package]] name = "zope-interface" version = "7.2" -source = { registry = "https://pypi.org/simple" } +source = { registry = "https://pypi.org/simple/" } dependencies = [ { name = "setuptools" }, ] From e2381f7add2b8299d6b34c36ba80b70c089d8b28 Mon Sep 17 00:00:00 2001 From: Dan Davison Date: Tue, 24 Feb 2026 19:52:55 -0500 Subject: [PATCH 57/68] Standalone activity (#270) * Standalone Activity sample * Add sample to READMEs, update sample to include list_activities and count_activities * ruff format --------- Co-authored-by: Andrew Yuan --- README.md | 2 + hello/README.md | 3 +- hello/hello_standalone_activity.py | 77 ++++++++++++++++++++++++++++++ 3 files changed, 81 insertions(+), 1 deletion(-) create mode 100644 hello/hello_standalone_activity.py diff --git a/README.md b/README.md index 5a39e834..8e7748de 100644 --- a/README.md +++ b/README.md @@ -55,6 +55,8 @@ Some examples require extra dependencies. See each sample's directory for specif * [hello_search_attributes](hello/hello_search_attributes.py) - Start workflow with search attributes then change while running. * [hello_signal](hello/hello_signal.py) - Send signals to a workflow. + * [hello standalone activity](hello/hello_standalone_activity.py) - Execute an activity from outside of a workflow. + * [hello update](hello/hello_update.py) - Send a request to and a response from a client to a workflow execution. * [activity_worker](activity_worker) - Use Python activities from a workflow in another language. * [batch_sliding_window](batch_sliding_window) - Batch processing with a sliding window of child workflows. diff --git a/hello/README.md b/hello/README.md index c014d08c..48e8e67e 100644 --- a/hello/README.md +++ b/hello/README.md @@ -44,7 +44,8 @@ Replace `hello/hello_activity.py` in the command with any other example filename * [hello_search_attributes](hello_search_attributes.py) - Start workflow with search attributes then change while running. * [hello_signal](hello_signal.py) - Send signals to a workflow. -* [hello_update](hello_update.py) - Send a request to and a response from a client to a workflow execution. +* [hello standalone activity](hello_standalone_activity.py) - Execute an activity from outside of a workflow. +* [hello_update](hello_update.py) - **Send a request to and a response from a client to a workflow execution.** Note: To enable the workflow update, set the `frontend.enableUpdateWorkflowExecution` dynamic config value to true. diff --git a/hello/hello_standalone_activity.py b/hello/hello_standalone_activity.py new file mode 100644 index 00000000..541d687b --- /dev/null +++ b/hello/hello_standalone_activity.py @@ -0,0 +1,77 @@ +import asyncio +from dataclasses import dataclass +from datetime import timedelta + +from temporalio import activity +from temporalio.client import Client +from temporalio.envconfig import ClientConfig +from temporalio.worker import Worker + +# This sample is very similar to hello_activity.py. The difference is that whereas in +# hello_activity.py the activity is orchestrated by a workflow, in this sample the activity is +# executed directly by a client ("standalone activity"). + + +@dataclass +class ComposeGreetingInput: + greeting: str + name: str + + +# This is just a normal activity. You could invoke it from a workflow but, in this sample, we are +# invoking it directly as a standalone activity. +@activity.defn +async def compose_greeting(input: ComposeGreetingInput) -> str: + activity.logger.info("Running activity with parameter %s" % input) + return f"{input.greeting}, {input.name}!" + + +async def my_client_code(client: Client): + # client.execute_activity starts the activity, and then uses a long-poll to wait for the + # activity to be completed by the worker. + result = await client.execute_activity( + compose_greeting, + args=[ComposeGreetingInput("Hello", "World")], + id="my-standalone-activity-id", + task_queue="hello-standalone-activity-task-queue", + start_to_close_timeout=timedelta(seconds=10), + ) + print(f"Activity result: {result}") + + activities = client.list_activities( + query="TaskQueue = 'hello-standalone-activity-task-queue'" + ) + print("ListActivity results:") + async for info in activities: + print( + f"\tActivityID: {info.activity_id}, Type: {info.activity_type}, Status: {info.status}" + ) + + count_result = await client.count_activities( + query="TaskQueue = 'hello-standalone-activity-task-queue'" + ) + print(f"Total activities: {count_result.count}") + + +async def main(): + # Uncomment the lines below to see logging output + # import logging + # logging.basicConfig(level=logging.INFO) + + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + + client = await Client.connect(**config) + + # Run a worker for the activity + async with Worker( + client, + task_queue="hello-standalone-activity-task-queue", + activities=[compose_greeting], + ): + # While the worker is running, use the client to execute the activity. + await my_client_code(client) + + +if __name__ == "__main__": + asyncio.run(main()) From 2fd1407e9a8e116b95899f4ce9dd794bbe2a121b Mon Sep 17 00:00:00 2001 From: Bill Richards Date: Wed, 25 Feb 2026 11:50:09 -0700 Subject: [PATCH 58/68] Fix potential race with the sliding window sample. Fixes #279 (#280) --- batch_sliding_window/sliding_window_workflow.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/batch_sliding_window/sliding_window_workflow.py b/batch_sliding_window/sliding_window_workflow.py index 87e4110d..a416fb99 100644 --- a/batch_sliding_window/sliding_window_workflow.py +++ b/batch_sliding_window/sliding_window_workflow.py @@ -108,6 +108,7 @@ async def _execute(self, input: SlidingWindowWorkflowInput) -> int: # Start child workflow for this record child_id = f"{workflow_id}/{record.id}" + self.current_records.add(record.id) child_handle = await workflow.start_child_workflow( RecordProcessorWorkflow.run, record, @@ -117,7 +118,6 @@ async def _execute(self, input: SlidingWindowWorkflowInput) -> int: ) self.children_started_by_this_run.append(child_handle) - self.current_records.add(record.id) return await self._continue_as_new_or_complete(input) From 3cb281ed52205b0e8e24a2124bdf33e23133c517 Mon Sep 17 00:00:00 2001 From: Quinn Klassen Date: Tue, 10 Mar 2026 10:44:57 -0700 Subject: [PATCH 59/68] Nexus cancellation sample (#281) Add sample for cancellation --- nexus_cancel/README.md | 50 ++++++++++++++++++ nexus_cancel/__init__.py | 0 nexus_cancel/caller/__init__.py | 0 nexus_cancel/caller/app.py | 43 +++++++++++++++ nexus_cancel/caller/workflows.py | 69 +++++++++++++++++++++++++ nexus_cancel/handler/__init__.py | 0 nexus_cancel/handler/service_handler.py | 27 ++++++++++ nexus_cancel/handler/worker.py | 48 +++++++++++++++++ nexus_cancel/handler/workflows.py | 49 ++++++++++++++++++ nexus_cancel/service.py | 35 +++++++++++++ 10 files changed, 321 insertions(+) create mode 100644 nexus_cancel/README.md create mode 100644 nexus_cancel/__init__.py create mode 100644 nexus_cancel/caller/__init__.py create mode 100644 nexus_cancel/caller/app.py create mode 100644 nexus_cancel/caller/workflows.py create mode 100644 nexus_cancel/handler/__init__.py create mode 100644 nexus_cancel/handler/service_handler.py create mode 100644 nexus_cancel/handler/worker.py create mode 100644 nexus_cancel/handler/workflows.py create mode 100644 nexus_cancel/service.py diff --git a/nexus_cancel/README.md b/nexus_cancel/README.md new file mode 100644 index 00000000..2f7f5703 --- /dev/null +++ b/nexus_cancel/README.md @@ -0,0 +1,50 @@ +# Nexus Cancellation + +This sample shows how a caller workflow can fan out multiple Nexus operations concurrently, take the first result, and cancel the rest using `WAIT_REQUESTED` cancellation semantics. + +With `WAIT_REQUESTED`, the caller proceeds once the handler has received the cancel request — it does not wait for the handler to finish processing the cancellation. + +Start a Temporal server. (See the main samples repo [README](../README.md)). + +Run the following: + +``` +temporal operator namespace create --namespace nexus-cancel-handler-namespace +temporal operator namespace create --namespace nexus-cancel-caller-namespace + +temporal operator nexus endpoint create \ + --name nexus-cancel-endpoint \ + --target-namespace nexus-cancel-handler-namespace \ + --target-task-queue nexus-cancel-handler-task-queue +``` + +Next, in separate terminal windows: + +## Nexus Handler Worker + +```bash +uv run nexus_cancel/handler/worker.py +``` + +## Nexus Caller App + +```bash +uv run nexus_cancel/caller/app.py +``` + +## Expected Output + +On the caller side, you should see a greeting in whichever language completed first: +``` +Hello Nexus 👋 +``` + +On the handler side, you should see cancellation log messages for the remaining operations: +``` +HelloHandlerWorkflow was cancelled successfully. +HelloHandlerWorkflow was cancelled successfully. +HelloHandlerWorkflow was cancelled successfully. +HelloHandlerWorkflow was cancelled successfully. +``` + +The caller workflow returns before all handler workflows have completed their cancellation cleanup. This demonstrates `WAIT_REQUESTED` semantics: the caller didn't wait for the handler workflows to finish, but still guaranteed that all handlers received the cancellation request. diff --git a/nexus_cancel/__init__.py b/nexus_cancel/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/nexus_cancel/caller/__init__.py b/nexus_cancel/caller/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/nexus_cancel/caller/app.py b/nexus_cancel/caller/app.py new file mode 100644 index 00000000..bb74e9e0 --- /dev/null +++ b/nexus_cancel/caller/app.py @@ -0,0 +1,43 @@ +import asyncio +import uuid +from typing import Optional + +from temporalio.client import Client +from temporalio.envconfig import ClientConfig +from temporalio.worker import Worker + +from nexus_cancel.caller.workflows import HelloCallerWorkflow + +NAMESPACE = "nexus-cancel-caller-namespace" +TASK_QUEUE = "nexus-cancel-caller-task-queue" + + +async def execute_caller_workflow( + client: Optional[Client] = None, +) -> str: + if client is None: + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + config.setdefault("namespace", NAMESPACE) + client = await Client.connect(**config) + + async with Worker( + client, + task_queue=TASK_QUEUE, + workflows=[HelloCallerWorkflow], + ): + return await client.execute_workflow( + HelloCallerWorkflow.run, + "Nexus", + id=f"hello-caller-{uuid.uuid4()}", + task_queue=TASK_QUEUE, + ) + + +if __name__ == "__main__": + loop = asyncio.new_event_loop() + try: + result = loop.run_until_complete(execute_caller_workflow()) + print(result) + except KeyboardInterrupt: + loop.run_until_complete(loop.shutdown_asyncgens()) diff --git a/nexus_cancel/caller/workflows.py b/nexus_cancel/caller/workflows.py new file mode 100644 index 00000000..f8a2e1ff --- /dev/null +++ b/nexus_cancel/caller/workflows.py @@ -0,0 +1,69 @@ +""" +Caller workflow that demonstrates Nexus operation cancellation. + +Fans out 5 concurrent Nexus hello operations (one per language), takes the first +result, and cancels the rest using WAIT_REQUESTED cancellation semantics. +""" + +import asyncio +from datetime import timedelta + +from temporalio import workflow +from temporalio.exceptions import CancelledError, NexusOperationError + +with workflow.unsafe.imports_passed_through(): + from nexus_cancel.service import HelloInput, Language, NexusService + +NEXUS_ENDPOINT = "nexus-cancel-endpoint" + + +@workflow.defn +class HelloCallerWorkflow: + def __init__(self) -> None: + self.nexus_client = workflow.create_nexus_client( + service=NexusService, + endpoint=NEXUS_ENDPOINT, + ) + + @workflow.run + async def run(self, message: str) -> str: + # Fan out 5 concurrent Nexus calls, one per language. + # Each task starts and awaits its own operation so all race concurrently. + async def run_operation(language: Language): + handle = await self.nexus_client.start_operation( + NexusService.hello, + HelloInput(name=message, language=language), + schedule_to_close_timeout=timedelta(seconds=10), + cancellation_type=workflow.NexusOperationCancellationType.WAIT_REQUESTED, + ) + return await handle + + tasks = [asyncio.create_task(run_operation(lang)) for lang in Language] + + # Wait for the first operation to complete + workflow.logger.info( + f"Started {len(tasks)} operations, waiting for first to complete..." + ) + done, pending = await workflow.wait(tasks, return_when=asyncio.FIRST_COMPLETED) + + # Get the result from the first completed operation + result = await done.pop() + workflow.logger.info(f"First operation completed with: {result.message}") + + # Cancel all remaining operations + workflow.logger.info(f"Cancelling {len(pending)} remaining operations...") + for task in pending: + task.cancel() + + # Wait for all cancellations to be acknowledged. + # If the workflow completes before cancellation requests are delivered, + # the server drops them. Waiting ensures all handlers receive the + # cancellation. + for task in pending: + try: + await task + except (NexusOperationError, CancelledError): + # Expected: the operation was cancelled + workflow.logger.info("Operation was cancelled") + + return result.message diff --git a/nexus_cancel/handler/__init__.py b/nexus_cancel/handler/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/nexus_cancel/handler/service_handler.py b/nexus_cancel/handler/service_handler.py new file mode 100644 index 00000000..92868510 --- /dev/null +++ b/nexus_cancel/handler/service_handler.py @@ -0,0 +1,27 @@ +""" +Nexus service handler for the cancellation sample. + +The hello operation is backed by a workflow, using the Nexus request ID as the +workflow ID for idempotency across retries. +""" + +from __future__ import annotations + +import nexusrpc +from temporalio import nexus + +from nexus_cancel.handler.workflows import HelloHandlerWorkflow +from nexus_cancel.service import HelloInput, HelloOutput, NexusService + + +@nexusrpc.handler.service_handler(service=NexusService) +class NexusServiceHandler: + @nexus.workflow_run_operation + async def hello( + self, ctx: nexus.WorkflowRunOperationContext, input: HelloInput + ) -> nexus.WorkflowHandle[HelloOutput]: + return await ctx.start_workflow( + HelloHandlerWorkflow.run, + input, + id=ctx.request_id, + ) diff --git a/nexus_cancel/handler/worker.py b/nexus_cancel/handler/worker.py new file mode 100644 index 00000000..e29df355 --- /dev/null +++ b/nexus_cancel/handler/worker.py @@ -0,0 +1,48 @@ +""" +Worker for the handler namespace that processes Nexus operations and workflows. +""" + +import asyncio +import logging +from typing import Optional + +from temporalio.client import Client +from temporalio.envconfig import ClientConfig +from temporalio.worker import Worker + +from nexus_cancel.handler.service_handler import NexusServiceHandler +from nexus_cancel.handler.workflows import HelloHandlerWorkflow + +interrupt_event = asyncio.Event() + +NAMESPACE = "nexus-cancel-handler-namespace" +TASK_QUEUE = "nexus-cancel-handler-task-queue" + + +async def main(client: Optional[Client] = None): + logging.basicConfig(level=logging.INFO) + + if not client: + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + config.setdefault("namespace", NAMESPACE) + client = await Client.connect(**config) + + async with Worker( + client, + task_queue=TASK_QUEUE, + workflows=[HelloHandlerWorkflow], + nexus_service_handlers=[NexusServiceHandler()], + ): + logging.info("Worker started, ctrl+c to exit") + await interrupt_event.wait() + logging.info("Shutting down") + + +if __name__ == "__main__": + loop = asyncio.new_event_loop() + try: + loop.run_until_complete(main()) + except KeyboardInterrupt: + interrupt_event.set() + loop.run_until_complete(loop.shutdown_asyncgens()) diff --git a/nexus_cancel/handler/workflows.py b/nexus_cancel/handler/workflows.py new file mode 100644 index 00000000..d799c62b --- /dev/null +++ b/nexus_cancel/handler/workflows.py @@ -0,0 +1,49 @@ +""" +Handler workflow started by the hello Nexus operation. + +Demonstrates how to handle cancellation from the caller workflow using a +detached cancellation scope (asyncio.shield) for cleanup work. +""" + +import asyncio + +from temporalio import workflow + +with workflow.unsafe.imports_passed_through(): + from nexus_cancel.service import HelloInput, HelloOutput, Language + +GREETINGS = { + Language.EN: "Hello {name} 👋", + Language.FR: "Bonjour {name} 👋", + Language.DE: "Hallo {name} 👋", + Language.ES: "¡Hola! {name} 👋", + Language.TR: "Merhaba {name} 👋", +} + + +@workflow.defn +class HelloHandlerWorkflow: + @workflow.run + async def run(self, input: HelloInput) -> HelloOutput: + try: + # Sleep for a random duration to simulate work (0-5 seconds) + random_seconds = workflow.random().randint(0, 5) + workflow.logger.info(f"Working for {random_seconds} seconds...") + await asyncio.sleep(random_seconds) + + # Return a greeting based on the language + greeting = GREETINGS[input.language].format(name=input.name) + return HelloOutput(message=greeting) + + except asyncio.CancelledError: + # Perform cleanup in a detached cancellation scope. + # asyncio.shield prevents the cleanup work from being cancelled. + workflow.logger.info("Received cancellation request, performing cleanup...") + try: + cleanup_seconds = workflow.random().randint(0, 5) + await asyncio.shield(asyncio.sleep(cleanup_seconds)) + except asyncio.CancelledError: + pass + workflow.logger.info("HelloHandlerWorkflow was cancelled successfully.") + # Re-raise the cancellation error + raise diff --git a/nexus_cancel/service.py b/nexus_cancel/service.py new file mode 100644 index 00000000..454a32f7 --- /dev/null +++ b/nexus_cancel/service.py @@ -0,0 +1,35 @@ +""" +Nexus service definition for the cancellation sample. + +Defines a NexusService with a single `hello` operation that takes a name and +language, and returns a greeting message. +""" + +from dataclasses import dataclass +from enum import IntEnum + +import nexusrpc + + +class Language(IntEnum): + EN = 0 + FR = 1 + DE = 2 + ES = 3 + TR = 4 + + +@dataclass +class HelloInput: + name: str + language: Language + + +@dataclass +class HelloOutput: + message: str + + +@nexusrpc.service +class NexusService: + hello: nexusrpc.Operation[HelloInput, HelloOutput] From 0d22299224c577a68ac1846d24a016cdf55b4c38 Mon Sep 17 00:00:00 2001 From: Andrew Yuan Date: Tue, 10 Mar 2026 16:24:14 -0700 Subject: [PATCH 60/68] Add note on CLI version support (#282) --- README.md | 1 + hello/README.md | 1 + 2 files changed, 2 insertions(+) diff --git a/README.md b/README.md index 8e7748de..1e3860ed 100644 --- a/README.md +++ b/README.md @@ -56,6 +56,7 @@ Some examples require extra dependencies. See each sample's directory for specif while running. * [hello_signal](hello/hello_signal.py) - Send signals to a workflow. * [hello standalone activity](hello/hello_standalone_activity.py) - Execute an activity from outside of a workflow. + * Note: Standalone activities is supported in CLI version [v1.6.2](https://github.com/temporalio/cli/releases/tag/v1.6.2-standalone-activity). * [hello update](hello/hello_update.py) - Send a request to and a response from a client to a workflow execution. * [activity_worker](activity_worker) - Use Python activities from a workflow in another language. diff --git a/hello/README.md b/hello/README.md index 48e8e67e..13495fd0 100644 --- a/hello/README.md +++ b/hello/README.md @@ -45,6 +45,7 @@ Replace `hello/hello_activity.py` in the command with any other example filename running. * [hello_signal](hello_signal.py) - Send signals to a workflow. * [hello standalone activity](hello_standalone_activity.py) - Execute an activity from outside of a workflow. + * Note: Standalone activities is supported in CLI version [v1.6.2](https://github.com/temporalio/cli/releases/tag/v1.6.2-standalone-activity). * [hello_update](hello_update.py) - **Send a request to and a response from a client to a workflow execution.** Note: To enable the workflow update, set the `frontend.enableUpdateWorkflowExecution` dynamic config value to true. From 5e9d1c7b1ad76f0e5654ea62230e7d927ad2861b Mon Sep 17 00:00:00 2001 From: Phil Prasek Date: Wed, 11 Mar 2026 10:14:25 -0700 Subject: [PATCH 61/68] Hello standalone activity (#284) * Make it non-`async def` * Add test * standalone activity samples to pair with docs for quickstart Signed-off-by: Phil Prasek * Remove hello/hello_standalone_activity.py in favor of top-level hello_standalone_activity/ sample The standalone activity sample now lives in its own top-level directory (added by Phil in fc08204). Update the test to import from the new location and update both READMEs accordingly. --------- Signed-off-by: Phil Prasek Co-authored-by: Dan Davison --- README.md | 5 +- hello/README.md | 2 - hello/hello_standalone_activity.py | 77 ------------ hello_standalone_activity/README.md | 115 ++++++++++++++++++ hello_standalone_activity/__init__.py | 0 hello_standalone_activity/count_activities.py | 23 ++++ hello_standalone_activity/execute_activity.py | 26 ++++ hello_standalone_activity/list_activities.py | 23 ++++ hello_standalone_activity/my_activity.py | 15 +++ hello_standalone_activity/start_activity.py | 31 +++++ hello_standalone_activity/worker.py | 26 ++++ tests/hello/hello_standalone_activity_test.py | 31 +++++ 12 files changed, 292 insertions(+), 82 deletions(-) delete mode 100644 hello/hello_standalone_activity.py create mode 100644 hello_standalone_activity/README.md create mode 100644 hello_standalone_activity/__init__.py create mode 100644 hello_standalone_activity/count_activities.py create mode 100644 hello_standalone_activity/execute_activity.py create mode 100644 hello_standalone_activity/list_activities.py create mode 100644 hello_standalone_activity/my_activity.py create mode 100644 hello_standalone_activity/start_activity.py create mode 100644 hello_standalone_activity/worker.py create mode 100644 tests/hello/hello_standalone_activity_test.py diff --git a/README.md b/README.md index 1e3860ed..d4d6a61b 100644 --- a/README.md +++ b/README.md @@ -55,8 +55,6 @@ Some examples require extra dependencies. See each sample's directory for specif * [hello_search_attributes](hello/hello_search_attributes.py) - Start workflow with search attributes then change while running. * [hello_signal](hello/hello_signal.py) - Send signals to a workflow. - * [hello standalone activity](hello/hello_standalone_activity.py) - Execute an activity from outside of a workflow. - * Note: Standalone activities is supported in CLI version [v1.6.2](https://github.com/temporalio/cli/releases/tag/v1.6.2-standalone-activity). * [hello update](hello/hello_update.py) - Send a request to and a response from a client to a workflow execution. * [activity_worker](activity_worker) - Use Python activities from a workflow in another language. @@ -72,6 +70,7 @@ Some examples require extra dependencies. See each sample's directory for specif * [encryption](encryption) - Apply end-to-end encryption for all input/output. * [env_config](env_config) - Load client configuration from TOML files with programmatic overrides. * [gevent_async](gevent_async) - Combine gevent and Temporal. +* [hello_standalone_activity](hello_standalone_activity) - Use activities without using a workflow. * [langchain](langchain) - Orchestrate workflows for LangChain. * [message_passing/introduction](message_passing/introduction/) - Introduction to queries, signals, and updates. * [message_passing/safe_message_handlers](message_passing/safe_message_handlers/) - Safely handling updates and signals. @@ -87,7 +86,7 @@ Some examples require extra dependencies. See each sample's directory for specif * [updatable_timer](updatable_timer) - A timer that can be updated while sleeping. * [worker_specific_task_queues](worker_specific_task_queues) - Use unique task queues to ensure activities run on specific workers. * [worker_versioning](worker_versioning) - Use the Worker Versioning feature to more easily version your workflows & other code. -* [worker_multiprocessing](worker_multiprocessing) - Leverage Python multiprocessing to parallelize workflow tasks and other CPU bound operations by running multiple workers. +* [worker_multiprocessing](worker_multiprocessing) - Leverage Python multiprocessing to parallelize workflow tasks and other CPU bound operations by running multiple workers. ## Test diff --git a/hello/README.md b/hello/README.md index 13495fd0..7b5ca6eb 100644 --- a/hello/README.md +++ b/hello/README.md @@ -44,8 +44,6 @@ Replace `hello/hello_activity.py` in the command with any other example filename * [hello_search_attributes](hello_search_attributes.py) - Start workflow with search attributes then change while running. * [hello_signal](hello_signal.py) - Send signals to a workflow. -* [hello standalone activity](hello_standalone_activity.py) - Execute an activity from outside of a workflow. - * Note: Standalone activities is supported in CLI version [v1.6.2](https://github.com/temporalio/cli/releases/tag/v1.6.2-standalone-activity). * [hello_update](hello_update.py) - **Send a request to and a response from a client to a workflow execution.** Note: To enable the workflow update, set the `frontend.enableUpdateWorkflowExecution` dynamic config value to true. diff --git a/hello/hello_standalone_activity.py b/hello/hello_standalone_activity.py deleted file mode 100644 index 541d687b..00000000 --- a/hello/hello_standalone_activity.py +++ /dev/null @@ -1,77 +0,0 @@ -import asyncio -from dataclasses import dataclass -from datetime import timedelta - -from temporalio import activity -from temporalio.client import Client -from temporalio.envconfig import ClientConfig -from temporalio.worker import Worker - -# This sample is very similar to hello_activity.py. The difference is that whereas in -# hello_activity.py the activity is orchestrated by a workflow, in this sample the activity is -# executed directly by a client ("standalone activity"). - - -@dataclass -class ComposeGreetingInput: - greeting: str - name: str - - -# This is just a normal activity. You could invoke it from a workflow but, in this sample, we are -# invoking it directly as a standalone activity. -@activity.defn -async def compose_greeting(input: ComposeGreetingInput) -> str: - activity.logger.info("Running activity with parameter %s" % input) - return f"{input.greeting}, {input.name}!" - - -async def my_client_code(client: Client): - # client.execute_activity starts the activity, and then uses a long-poll to wait for the - # activity to be completed by the worker. - result = await client.execute_activity( - compose_greeting, - args=[ComposeGreetingInput("Hello", "World")], - id="my-standalone-activity-id", - task_queue="hello-standalone-activity-task-queue", - start_to_close_timeout=timedelta(seconds=10), - ) - print(f"Activity result: {result}") - - activities = client.list_activities( - query="TaskQueue = 'hello-standalone-activity-task-queue'" - ) - print("ListActivity results:") - async for info in activities: - print( - f"\tActivityID: {info.activity_id}, Type: {info.activity_type}, Status: {info.status}" - ) - - count_result = await client.count_activities( - query="TaskQueue = 'hello-standalone-activity-task-queue'" - ) - print(f"Total activities: {count_result.count}") - - -async def main(): - # Uncomment the lines below to see logging output - # import logging - # logging.basicConfig(level=logging.INFO) - - config = ClientConfig.load_client_connect_config() - config.setdefault("target_host", "localhost:7233") - - client = await Client.connect(**config) - - # Run a worker for the activity - async with Worker( - client, - task_queue="hello-standalone-activity-task-queue", - activities=[compose_greeting], - ): - # While the worker is running, use the client to execute the activity. - await my_client_code(client) - - -if __name__ == "__main__": - asyncio.run(main()) diff --git a/hello_standalone_activity/README.md b/hello_standalone_activity/README.md new file mode 100644 index 00000000..ebd63931 --- /dev/null +++ b/hello_standalone_activity/README.md @@ -0,0 +1,115 @@ +# Standalone Activity + +This sample shows how to execute Activities directly from a Temporal Client, without a Workflow. + +For full documentation, see [Standalone Activities - Python SDK](https://docs.temporal.io/develop/python/standalone-activities). + +### Sample directory structure + +- [my_activity.py](./my_activity.py) - Activity definition with `@activity.defn` +- [worker.py](./worker.py) - Worker that registers and runs the Activity +- [execute_activity.py](./execute_activity.py) - Execute a Standalone Activity and wait for the result +- [start_activity.py](./start_activity.py) - Start a Standalone Activity, get a handle, then wait for the result +- [list_activities.py](./list_activities.py) - List Standalone Activity Executions +- [count_activities.py](./count_activities.py) - Count Standalone Activity Executions + +### Quickstart + +**1. Start the Temporal dev server** + +```bash +temporal server start-dev +``` + +**2. Run the Worker** (in a separate terminal) + +```bash +uv run hello_standalone_activity/worker.py +``` + +**3. Execute a Standalone Activity** (in a separate terminal) + +Execute and wait for the result: + +```bash +uv run hello_standalone_activity/execute_activity.py +``` + +Or use the Temporal CLI: + +```bash +temporal activity execute \ + --type compose_greeting \ + --activity-id my-standalone-activity-id \ + --task-queue my-standalone-activity-task-queue \ + --start-to-close-timeout 10s \ + --input '{"greeting": "Hello", "name": "World"}' +``` + +**4. Start a Standalone Activity (without waiting)** + +Start, get a handle, then wait for the result: + +```bash +uv run hello_standalone_activity/start_activity.py +``` + +Or use the Temporal CLI: + +```bash +temporal activity start \ + --type compose_greeting \ + --activity-id my-standalone-activity-id \ + --task-queue my-standalone-activity-task-queue \ + --start-to-close-timeout 10s \ + --input '{"greeting": "Hello", "name": "World"}' +``` + +**5. List Standalone Activities** + +```bash +uv run hello_standalone_activity/list_activities.py +``` + +Or use the Temporal CLI: + +```bash +temporal activity list --query "TaskQueue = 'my-standalone-activity-task-queue'" +``` + +Note: `list` and `count` are only available in the [Standalone Activity prerelease CLI](https://github.com/temporalio/cli/releases/tag/v1.6.2-standalone-activity). + +**6. Count Standalone Activities** + +```bash +uv run hello_standalone_activity/count_activities.py +``` + +Or use the Temporal CLI: + +```bash +temporal activity count --query "TaskQueue = 'my-standalone-activity-task-queue'" +``` + +### Temporal Cloud + +The same code works against Temporal Cloud - just set environment variables. No code changes needed. + +**Connect with mTLS:** + +```bash +export TEMPORAL_ADDRESS=..tmprl.cloud:7233 +export TEMPORAL_NAMESPACE=. +export TEMPORAL_TLS_CLIENT_CERT_PATH='path/to/your/client.pem' +export TEMPORAL_TLS_CLIENT_KEY_PATH='path/to/your/client.key' +``` + +**Connect with an API key:** + +```bash +export TEMPORAL_ADDRESS=..api.temporal.io:7233 +export TEMPORAL_NAMESPACE=. +export TEMPORAL_API_KEY= +``` + +Then run the worker and starter as shown above. diff --git a/hello_standalone_activity/__init__.py b/hello_standalone_activity/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/hello_standalone_activity/count_activities.py b/hello_standalone_activity/count_activities.py new file mode 100644 index 00000000..14a89e7e --- /dev/null +++ b/hello_standalone_activity/count_activities.py @@ -0,0 +1,23 @@ +import asyncio + +from temporalio.client import Client +from temporalio.envconfig import ClientConfig + + +async def my_application(): + connect_config = ClientConfig.load_client_connect_config() + connect_config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**connect_config) + + resp = await client.count_activities( + query="TaskQueue = 'my-standalone-activity-task-queue'", + ) + + print("Total activities:", resp.count) + + for group in resp.groups: + print(f"Group {group.group_values}: {group.count}") + + +if __name__ == "__main__": + asyncio.run(my_application()) diff --git a/hello_standalone_activity/execute_activity.py b/hello_standalone_activity/execute_activity.py new file mode 100644 index 00000000..529a1feb --- /dev/null +++ b/hello_standalone_activity/execute_activity.py @@ -0,0 +1,26 @@ +import asyncio +from datetime import timedelta + +from temporalio.client import Client +from temporalio.envconfig import ClientConfig + +from hello_standalone_activity.my_activity import ComposeGreetingInput, compose_greeting + + +async def my_application(): + connect_config = ClientConfig.load_client_connect_config() + connect_config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**connect_config) + + activity_result = await client.execute_activity( + compose_greeting, + args=[ComposeGreetingInput("Hello", "World")], + id="my-standalone-activity-id", + task_queue="my-standalone-activity-task-queue", + start_to_close_timeout=timedelta(seconds=10), + ) + print(f"Activity result: {activity_result}") + + +if __name__ == "__main__": + asyncio.run(my_application()) diff --git a/hello_standalone_activity/list_activities.py b/hello_standalone_activity/list_activities.py new file mode 100644 index 00000000..ef7af969 --- /dev/null +++ b/hello_standalone_activity/list_activities.py @@ -0,0 +1,23 @@ +import asyncio + +from temporalio.client import Client +from temporalio.envconfig import ClientConfig + + +async def my_application(): + connect_config = ClientConfig.load_client_connect_config() + connect_config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**connect_config) + + activities = client.list_activities( + query="TaskQueue = 'my-standalone-activity-task-queue'", + ) + + async for info in activities: + print( + f"ActivityID: {info.activity_id}, Type: {info.activity_type}, Status: {info.status}" + ) + + +if __name__ == "__main__": + asyncio.run(my_application()) diff --git a/hello_standalone_activity/my_activity.py b/hello_standalone_activity/my_activity.py new file mode 100644 index 00000000..086b08a0 --- /dev/null +++ b/hello_standalone_activity/my_activity.py @@ -0,0 +1,15 @@ +from dataclasses import dataclass + +from temporalio import activity + + +@dataclass +class ComposeGreetingInput: + greeting: str + name: str + + +@activity.defn +def compose_greeting(input: ComposeGreetingInput) -> str: + activity.logger.info("Running activity with parameter %s" % input) + return f"{input.greeting}, {input.name}!" diff --git a/hello_standalone_activity/start_activity.py b/hello_standalone_activity/start_activity.py new file mode 100644 index 00000000..8aa9fa54 --- /dev/null +++ b/hello_standalone_activity/start_activity.py @@ -0,0 +1,31 @@ +import asyncio +from datetime import timedelta + +from temporalio.client import Client +from temporalio.envconfig import ClientConfig + +from hello_standalone_activity.my_activity import ComposeGreetingInput, compose_greeting + + +async def my_application(): + connect_config = ClientConfig.load_client_connect_config() + connect_config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**connect_config) + + # Start the activity without waiting for the result + activity_handle = await client.start_activity( + compose_greeting, + args=[ComposeGreetingInput("Hello", "World")], + id="my-standalone-activity-id", + task_queue="my-standalone-activity-task-queue", + start_to_close_timeout=timedelta(seconds=10), + ) + print(f"Started activity: {activity_handle.id}") + + # Wait for the result + activity_result = await activity_handle.result() + print(f"Activity result: {activity_result}") + + +if __name__ == "__main__": + asyncio.run(my_application()) diff --git a/hello_standalone_activity/worker.py b/hello_standalone_activity/worker.py new file mode 100644 index 00000000..d093cc03 --- /dev/null +++ b/hello_standalone_activity/worker.py @@ -0,0 +1,26 @@ +import asyncio +from concurrent.futures import ThreadPoolExecutor + +from temporalio.client import Client +from temporalio.envconfig import ClientConfig +from temporalio.worker import Worker + +from hello_standalone_activity.my_activity import compose_greeting + + +async def main(): + connect_config = ClientConfig.load_client_connect_config() + connect_config.setdefault("target_host", "localhost:7233") + client = await Client.connect(**connect_config) + worker = Worker( + client, + task_queue="my-standalone-activity-task-queue", + activities=[compose_greeting], + activity_executor=ThreadPoolExecutor(5), + ) + print("worker running...", end="", flush=True) + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/tests/hello/hello_standalone_activity_test.py b/tests/hello/hello_standalone_activity_test.py new file mode 100644 index 00000000..d40b09fa --- /dev/null +++ b/tests/hello/hello_standalone_activity_test.py @@ -0,0 +1,31 @@ +import uuid +from concurrent.futures import ThreadPoolExecutor +from datetime import timedelta + +import pytest +from temporalio.client import Client +from temporalio.worker import Worker + +from hello_standalone_activity.my_activity import ComposeGreetingInput, compose_greeting + + +async def test_execute_standalone_activity(client: Client): + pytest.skip( + "Standalone Activity is not yet supported by `temporal server start-dev`" + ) + task_queue_name = str(uuid.uuid4()) + + async with Worker( + client, + task_queue=task_queue_name, + activities=[compose_greeting], + activity_executor=ThreadPoolExecutor(5), + ): + result = await client.execute_activity( + compose_greeting, + args=[ComposeGreetingInput("Hello", "World")], + id=str(uuid.uuid4()), + task_queue=task_queue_name, + start_to_close_timeout=timedelta(seconds=10), + ) + assert result == "Hello, World!" From ce5d8dda901374e0f0c416b74748afc0b4f95580 Mon Sep 17 00:00:00 2001 From: James Watkins-Harvey Date: Thu, 2 Apr 2026 17:16:33 -0400 Subject: [PATCH 62/68] Replace WorkflowIdReusePolicy.TerminateExisting by WorkflowIdConflictPolicy (#266) --- message_passing/safe_message_handlers/starter.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/message_passing/safe_message_handlers/starter.py b/message_passing/safe_message_handlers/starter.py index 9bc5c661..c8f1b5d3 100644 --- a/message_passing/safe_message_handlers/starter.py +++ b/message_passing/safe_message_handlers/starter.py @@ -65,7 +65,7 @@ async def main(should_test_continue_as_new: bool): ClusterManagerInput(test_continue_as_new=should_test_continue_as_new), id=f"ClusterManagerWorkflow-{uuid.uuid4()}", task_queue="safe-message-handlers-task-queue", - id_reuse_policy=common.WorkflowIDReusePolicy.TERMINATE_IF_RUNNING, + id_conflict_policy=common.WorkflowIDConflictPolicy.TERMINATE_EXISTING, ) delay_seconds = 10 if should_test_continue_as_new else 1 await do_cluster_lifecycle(cluster_manager_handle, delay_seconds=delay_seconds) From 29fc4af7c1f350a30cd1d45b8ead4b3c9494aec4 Mon Sep 17 00:00:00 2001 From: xumaple <45406854+xumaple@users.noreply.github.com> Date: Wed, 15 Apr 2026 13:29:05 -0400 Subject: [PATCH 63/68] AI-18: Move set_tracing_disabled from workflow to worker startup (#288) * AI-18: Move set_tracing_disabled from workflow to worker startup set_tracing_disabled is a global side effect that shouldn't be called inside deterministic workflow code. Move it to the top of main() in the worker files where it runs once at process startup. Co-Authored-By: Claude Opus 4.6 (1M context) * AI-18: Add comment explaining why tracing is disabled at worker startup Co-Authored-By: Claude Opus 4.6 (1M context) * linting --------- Co-authored-by: Claude Opus 4.6 (1M context) --- openai_agents/model_providers/run_gpt_oss_worker.py | 12 +++++++++++- .../model_providers/run_litellm_provider_worker.py | 6 ++++++ .../model_providers/workflows/gpt_oss_workflow.py | 4 +--- .../workflows/litellm_auto_workflow.py | 4 +--- 4 files changed, 19 insertions(+), 7 deletions(-) diff --git a/openai_agents/model_providers/run_gpt_oss_worker.py b/openai_agents/model_providers/run_gpt_oss_worker.py index 88c85fca..59798a1d 100644 --- a/openai_agents/model_providers/run_gpt_oss_worker.py +++ b/openai_agents/model_providers/run_gpt_oss_worker.py @@ -3,7 +3,12 @@ from datetime import timedelta from typing import Optional -from agents import Model, ModelProvider, OpenAIChatCompletionsModel +from agents import ( + Model, + ModelProvider, + OpenAIChatCompletionsModel, + set_tracing_disabled, +) from openai import AsyncOpenAI from temporalio.client import Client from temporalio.contrib.openai_agents import ModelActivityParameters, OpenAIAgentsPlugin @@ -27,6 +32,11 @@ def get_model(self, model_name: Optional[str]) -> Model: async def main(): + # Disable Agents SDK tracing — the default exporter sends traces to OpenAI's + # backend, which requires an OpenAI API key not available in these samples. + # Call here rather than in the workflow because it's a global side effect. + set_tracing_disabled(disabled=True) + # Configure logging to show workflow debug messages logging.basicConfig(level=logging.WARNING) logging.getLogger("temporalio.workflow").setLevel(logging.DEBUG) diff --git a/openai_agents/model_providers/run_litellm_provider_worker.py b/openai_agents/model_providers/run_litellm_provider_worker.py index 5eb8b8b2..3441013c 100644 --- a/openai_agents/model_providers/run_litellm_provider_worker.py +++ b/openai_agents/model_providers/run_litellm_provider_worker.py @@ -1,6 +1,7 @@ import asyncio from datetime import timedelta +from agents import set_tracing_disabled from agents.extensions.models.litellm_provider import LitellmProvider from temporalio.client import Client from temporalio.contrib.openai_agents import ModelActivityParameters, OpenAIAgentsPlugin @@ -12,6 +13,11 @@ async def main(): + # Disable Agents SDK tracing — the default exporter sends traces to OpenAI's + # backend, which requires an OpenAI API key not available in these samples. + # Call here rather than in the workflow because it's a global side effect. + set_tracing_disabled(disabled=True) + # Create client connected to server at the given address client = await Client.connect( "localhost:7233", diff --git a/openai_agents/model_providers/workflows/gpt_oss_workflow.py b/openai_agents/model_providers/workflows/gpt_oss_workflow.py index d7ed8021..821844b3 100644 --- a/openai_agents/model_providers/workflows/gpt_oss_workflow.py +++ b/openai_agents/model_providers/workflows/gpt_oss_workflow.py @@ -1,6 +1,6 @@ from __future__ import annotations -from agents import Agent, Runner, function_tool, set_tracing_disabled +from agents import Agent, Runner, function_tool from temporalio import workflow @@ -8,8 +8,6 @@ class GptOssWorkflow: @workflow.run async def run(self, prompt: str) -> str: - set_tracing_disabled(disabled=True) - @function_tool def get_weather(city: str): workflow.logger.debug(f"Getting weather for {city}") diff --git a/openai_agents/model_providers/workflows/litellm_auto_workflow.py b/openai_agents/model_providers/workflows/litellm_auto_workflow.py index 4a67ded4..9fe3d40b 100644 --- a/openai_agents/model_providers/workflows/litellm_auto_workflow.py +++ b/openai_agents/model_providers/workflows/litellm_auto_workflow.py @@ -1,6 +1,6 @@ from __future__ import annotations -from agents import Agent, Runner, function_tool, set_tracing_disabled +from agents import Agent, Runner, function_tool from temporalio import workflow @@ -8,8 +8,6 @@ class LitellmAutoWorkflow: @workflow.run async def run(self, prompt: str) -> str: - set_tracing_disabled(disabled=True) - @function_tool def get_weather(city: str): return f"The weather in {city} is sunny." From 26c124480446d50a516855956680171b0fb1b378 Mon Sep 17 00:00:00 2001 From: tconley1428 Date: Fri, 17 Apr 2026 14:01:00 -0700 Subject: [PATCH 64/68] Update dependency version for temporalio 1.26.0 (#291) * Update dependency version for temporalio 1.26.0 * Fix CI: bump pandas to 2.3.3 for Python 3.14, add opentelemetry extra for openai-agents * cleanup types in openai agents samples --------- Co-authored-by: Jason Steving --- .../financial_research_manager.py | 4 +- .../workflows/image_generator_workflow.py | 3 +- pyproject.toml | 16 +- uv.lock | 989 ++++++++++++------ 4 files changed, 660 insertions(+), 352 deletions(-) diff --git a/openai_agents/financial_research_agent/financial_research_manager.py b/openai_agents/financial_research_agent/financial_research_manager.py index 9a437a45..6f2050b2 100644 --- a/openai_agents/financial_research_agent/financial_research_manager.py +++ b/openai_agents/financial_research_agent/financial_research_manager.py @@ -3,7 +3,7 @@ import asyncio from collections.abc import Sequence -from agents import RunConfig, Runner, RunResult, custom_span, trace +from agents import RunConfig, Runner, RunResult, RunResultStreaming, custom_span, trace from temporalio import workflow from openai_agents.financial_research_agent.agents.financials_agent import ( @@ -26,7 +26,7 @@ ) -async def _summary_extractor(run_result: RunResult) -> str: +async def _summary_extractor(run_result: RunResult | RunResultStreaming) -> str: """Custom output extractor for sub-agents that return an AnalysisSummary.""" # The financial/risk analyst agents emit an AnalysisSummary with a `summary` field. # We want the tool call to return just that summary text so the writer can drop it inline. diff --git a/openai_agents/tools/workflows/image_generator_workflow.py b/openai_agents/tools/workflows/image_generator_workflow.py index 7c58091b..20234125 100644 --- a/openai_agents/tools/workflows/image_generator_workflow.py +++ b/openai_agents/tools/workflows/image_generator_workflow.py @@ -4,6 +4,7 @@ from typing import Optional from agents import Agent, ImageGenerationTool, Runner +from openai.types.responses.response_output_item import ImageGenerationCall from temporalio import workflow @@ -34,7 +35,7 @@ async def run(self, prompt: str) -> ImageGenerationResult: for item in result.new_items: if ( item.type == "tool_call_item" - and item.raw_item.type == "image_generation_call" + and isinstance(item.raw_item, ImageGenerationCall) and (img_result := item.raw_item.result) ): image_data = img_result diff --git a/pyproject.toml b/pyproject.toml index caae123c..f65ff1c2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ authors = [{ name = "Temporal Technologies Inc", email = "sdk@temporal.io" }] requires-python = ">=3.10" readme = "README.md" license = "MIT" -dependencies = ["temporalio>=1.23.0,<2"] +dependencies = ["temporalio>=1.26.0,<2"] [project.urls] Homepage = 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Watkins-Harvey Date: Fri, 17 Apr 2026 20:48:17 -0400 Subject: [PATCH 65/68] Update and pin all GHA actions (#293) --- .github/workflows/ci.yml | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 4443cbdd..4a101818 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -24,13 +24,13 @@ jobs: runsOn: macos-latest runs-on: ${{ matrix.runsOn || matrix.os }} steps: - - uses: astral-sh/setup-uv@v5 + - uses: astral-sh/setup-uv@cec208311dfd045dd5311c1add060b2062131d57 # v8 - name: Print build information run: "echo head_ref: ${{ github.head_ref }}, ref: ${{ github.ref }}, os: ${{ matrix.os }}, python: ${{ matrix.python }}" - - uses: actions/checkout@v4 + - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6 with: submodules: recursive - - uses: actions/setup-python@v5 + - uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6 with: python-version: ${{ matrix.python }} - run: uv tool install poethepoet @@ -56,7 +56,7 @@ jobs: uv run gevent_async/test/run_combined.py - name: Upload junit-xml artifacts - uses: actions/upload-artifact@v4 + uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7 if: always() with: name: junit-xml--${{github.run_id}}--${{github.run_attempt}}--${{ matrix.python }}--${{ matrix.os }} From b199e50726ee6df1dd2c596e52131526a9e78a58 Mon Sep 17 00:00:00 2001 From: xumaple <45406854+xumaple@users.noreply.github.com> Date: Wed, 22 Apr 2026 14:04:34 -0400 Subject: [PATCH 66/68] Add LangSmith tracing sample (#292) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * Add LangSmith tracing sample with basic and chatbot examples Demonstrates the LangSmithPlugin for automatic LangSmith tracing in Temporal workflows. Includes two examples: - basic/: one-shot LLM workflow (prompt → OpenAI → result) - chatbot/: conversational loop with save_note/read_note tools, signals, queries, and dynamic trace names Co-Authored-By: Claude Opus 4.6 (1M context) * Enrich LangSmith tracing usage across basic and chatbot samples - Add @traceable with metadata, tags, and run_type variety to workflows - Add client-side @traceable on starters for end-to-end trace linking - Add --temporal-runs flag to workers and starters for add_temporal_runs toggle - Use run_type="llm" for OpenAI calls, "tool" for save_note, "chain" for orchestration - Add trace tree diagrams to README showing both add_temporal_runs modes - Add "Three Layers of Tracing" section to README (wrap_openai, @traceable, Temporal plugin) - Skip all tests when temporalio.contrib.langsmith is unavailable (pending SDK release) Co-Authored-By: Claude Opus 4.6 (1M context) * Address review feedback: READMEs, comments, activity conventions - Split top-level README into per-sample READMEs (basic/ and chatbot/) with detailed trace structure diagrams and screenshot placeholders - Add replay safety comment on @workflow.run methods explaining why @traceable must wrap an inner function - Make read_note a proper activity for LangSmith trace visibility - Change save_note/read_note to use NoteRequest dataclass (single arg) - Fix misplaced comments in activities (wrap_openai, run_type docs) - Add links to LangSmith docs and Temporal SDK plugin docs - Add add_temporal_runs explanation section to top-level README Co-Authored-By: Claude Opus 4.6 (1M context) * Address audit findings: types, comments, tests, consistency Audit findings addressed: - Remove max_cached_workflows=0 (debugging leftover, not needed) - Expand replay safety comment to explain why (I/O on replay) - Tighten type annotations: str|list[dict[str,Any]], dict[str,Any] - Clarify read_note docstring (passthrough for tracing visibility) - Clarify activity docstrings (retries handled by Temporal, not OpenAI) - Make trace tree annotations consistent across basic/chatbot READMEs - Extract shared test helpers (make_text_response, poll_last_response) - Add TimeoutError on poll failure instead of silent assertion - Fix "simplest possible" wording to "very simple" Co-Authored-By: Claude Opus 4.6 (1M context) * Rewrite replay safety comment to focus on outcome Changed from explaining internals (I/O on replay) to describing what the user would see: duplicate or orphaned traces. Also swept all other comments for outcome-focus — no further changes needed. Co-Authored-By: Claude Opus 4.6 (1M context) * Move save_note/read_note from activities to workflow methods - save_note and read_note are now @traceable methods on ChatbotWorkflow, not activities. Notes live in workflow state (durable via event history). - Remove NoteRequest dataclass and activity registrations - Fix wrap_openai comment placement (describes child span, not parent) - Remove retry policy from basic workflow (unnecessary for simple example) - Add comment highlighting that non-@workflow.run methods can use @traceable - Update chatbot README trace trees to reflect workflow methods vs activities Co-Authored-By: Claude Opus 4.6 (1M context) * Remove screenshot placeholders, rename flag to --add-temporal-runs Co-Authored-By: Claude Opus 4.6 (1M context) * Clean up tests, naming, and dependencies - Remove skip markers from tests — CI should fail loudly if deps missing - Pin temporalio[pydantic,langsmith]>=1.26.0 (plugin is released) - Rename kwargs to response_args in chatbot activity - Remove notes CLI command from chatbot starter - Update chatbot README trace trees for accuracy - Change input prompt from "You: " to "> " Co-Authored-By: Claude Opus 4.6 (1M context) * Fix README trace trees to match actual integration test hierarchies - StartWorkflow/RunWorkflow are siblings, not parent-child - StartActivity/RunActivity are siblings under RunWorkflow - @traceable activity spans nest under RunActivity - Signal/query traces are separate roots (or under client @traceable) - Merge client-side and worker-side into unified trees - add_temporal_runs=False: only @traceable spans, all under client root Co-Authored-By: Claude Opus 4.6 (1M context) * Add openai-agents to conflicting groups for langsmith-tracing temporalio>=1.26.0 requires openai-agents>=0.14.0 but the openai-agents group pins ==0.3.2, causing a resolution failure. Co-Authored-By: Claude Opus 4.6 (1M context) * Fix run commands to include --group langsmith-tracing Without the group flag, uv resolves the base temporalio dep (1.23.0) which doesn't have contrib.langsmith. Co-Authored-By: Claude Opus 4.6 (1M context) * fix tracing project * Address PR review comments and refine chatbot architecture - Simplify basic/worker.py to use asyncio.run(main()) pattern - Basic activity now returns str instead of Response (drops pydantic dep) - Remove pydantic_data_converter from basic worker/starter - Replace chatbot signal+poll with update handler (message_from_user) - Wrap update handler body in @traceable for input/output capture - Inline RetryPolicy in chatbot workflow (no separate RETRY constant) - Add comment about alternative traceable() function-call style - Make PROJECT_NAME a shared constant in starters, pass to client-side @traceable so traces go to the right LangSmith project - Update READMEs with correct trace hierarchies based on real output - Fix wrap_openai span name (ChatOpenAI, not openai.responses.create) - Simplify tests (mocks match new str return type, use execute_update) - Remove poll_last_response helper Co-Authored-By: Claude Opus 4.7 (1M context) * Remove langchain sample, fix CI by relaxing openai version pin The langchain sample's langsmith<0.4 pin conflicts with langsmith-tracing's langsmith>=0.7.0. The langchain sample uses an older custom-interceptor approach that's superseded by the new LangSmithPlugin demonstrated in langsmith_tracing/. Removing it eliminates the dep conflict and the related [tool.uv] conflicts declaration. Also relax openai pin from <2 to no upper bound so it resolves alongside the openai-agents group (which now requires openai>=2.26.0). Add inline comment on max_retries=0 explaining Temporal handles retries. Co-Authored-By: Claude Opus 4.7 (1M context) --------- Co-authored-by: Claude Opus 4.6 (1M context) --- langchain/README.md | 30 -- langchain/activities.py | 34 -- langchain/langchain_interceptor.py | 181 ------- langchain/starter.py | 47 -- langchain/worker.py | 44 -- langchain/workflow.py | 53 -- langsmith_tracing/README.md | 49 ++ langsmith_tracing/__init__.py | 0 langsmith_tracing/basic/README.md | 50 ++ langsmith_tracing/basic/__init__.py | 0 langsmith_tracing/basic/activities.py | 33 ++ langsmith_tracing/basic/starter.py | 54 ++ langsmith_tracing/basic/worker.py | 49 ++ langsmith_tracing/basic/workflows.py | 33 ++ langsmith_tracing/chatbot/README.md | 81 +++ langsmith_tracing/chatbot/__init__.py | 0 langsmith_tracing/chatbot/activities.py | 45 ++ langsmith_tracing/chatbot/starter.py | 76 +++ langsmith_tracing/chatbot/worker.py | 49 ++ langsmith_tracing/chatbot/workflows.py | 178 +++++++ pyproject.toml | 14 +- tests/langsmith_tracing/__init__.py | 0 tests/langsmith_tracing/helpers.py | 33 ++ tests/langsmith_tracing/test_basic.py | 34 ++ tests/langsmith_tracing/test_chatbot.py | 132 +++++ uv.lock | 671 +++++------------------- 26 files changed, 1046 insertions(+), 924 deletions(-) delete mode 100644 langchain/README.md delete mode 100644 langchain/activities.py delete mode 100644 langchain/langchain_interceptor.py delete mode 100644 langchain/starter.py delete mode 100644 langchain/worker.py delete mode 100644 langchain/workflow.py create mode 100644 langsmith_tracing/README.md create mode 100644 langsmith_tracing/__init__.py create mode 100644 langsmith_tracing/basic/README.md create mode 100644 langsmith_tracing/basic/__init__.py create mode 100644 langsmith_tracing/basic/activities.py create mode 100644 langsmith_tracing/basic/starter.py create mode 100644 langsmith_tracing/basic/worker.py create mode 100644 langsmith_tracing/basic/workflows.py create mode 100644 langsmith_tracing/chatbot/README.md create mode 100644 langsmith_tracing/chatbot/__init__.py create mode 100644 langsmith_tracing/chatbot/activities.py create mode 100644 langsmith_tracing/chatbot/starter.py create mode 100644 langsmith_tracing/chatbot/worker.py create mode 100644 langsmith_tracing/chatbot/workflows.py create mode 100644 tests/langsmith_tracing/__init__.py create mode 100644 tests/langsmith_tracing/helpers.py create mode 100644 tests/langsmith_tracing/test_basic.py create mode 100644 tests/langsmith_tracing/test_chatbot.py diff --git a/langchain/README.md b/langchain/README.md deleted file mode 100644 index 506a379d..00000000 --- a/langchain/README.md +++ /dev/null @@ -1,30 +0,0 @@ -# LangChain Sample - -This sample shows you how you can use Temporal to orchestrate workflows for [LangChain](https://www.langchain.com). It includes an interceptor that makes LangSmith traces work seamlessly across Temporal clients, workflows and activities. - -For this sample, the optional `langchain` dependency group must be included. To include, run: - - uv sync --group langchain - -Export your [OpenAI API key](https://platform.openai.com/api-keys) as an environment variable. Replace `YOUR_API_KEY` with your actual OpenAI API key. - - export OPENAI_API_KEY='...' - -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory to start the -worker: - - uv run langchain/worker.py - -This will start the worker. Then, in another terminal, run the following to execute a workflow: - - uv run langchain/starter.py - -Then, in another terminal, run the following command to translate a phrase: - - curl -X POST "http://localhost:8000/translate?phrase=hello%20world&language1=Spanish&language2=French&language3=Russian" - -Which should produce some output like: - - {"translations":{"French":"Bonjour tout le monde","Russian":"Привет, мир","Spanish":"Hola mundo"}} - -Check [LangSmith](https://smith.langchain.com/) for the corresponding trace. \ No newline at end of file diff --git a/langchain/activities.py b/langchain/activities.py deleted file mode 100644 index a9dec70c..00000000 --- a/langchain/activities.py +++ /dev/null @@ -1,34 +0,0 @@ -from dataclasses import dataclass - -from langchain_openai import ChatOpenAI -from temporalio import activity - -from langchain.prompts import ChatPromptTemplate - - -@dataclass -class TranslateParams: - phrase: str - language: str - - -@activity.defn -async def translate_phrase(params: TranslateParams) -> str: - # LangChain setup - template = """You are a helpful assistant who translates between languages. - Translate the following phrase into the specified language: {phrase} - Language: {language}""" - chat_prompt = ChatPromptTemplate.from_messages( - [ - ("system", template), - ("human", "Translate"), - ] - ) - chain = chat_prompt | ChatOpenAI() - # Use the asynchronous invoke method - return ( - dict( - await chain.ainvoke({"phrase": params.phrase, "language": params.language}) - ).get("content") - or "" - ) diff --git a/langchain/langchain_interceptor.py b/langchain/langchain_interceptor.py deleted file mode 100644 index bb230b6b..00000000 --- a/langchain/langchain_interceptor.py +++ /dev/null @@ -1,181 +0,0 @@ -from __future__ import annotations - -from typing import Any, Mapping, Protocol, Type - -from temporalio import activity, api, client, converter, worker, workflow - -with workflow.unsafe.imports_passed_through(): - from contextlib import contextmanager - - from langsmith import trace, tracing_context - from langsmith.run_helpers import get_current_run_tree - -# Header key for LangChain context -LANGCHAIN_CONTEXT_KEY = "langchain-context" - - -class _InputWithHeaders(Protocol): - headers: Mapping[str, api.common.v1.Payload] - - -def set_header_from_context( - input: _InputWithHeaders, payload_converter: converter.PayloadConverter -) -> None: - # Get current LangChain run tree - run_tree = get_current_run_tree() - if run_tree: - headers = run_tree.to_headers() - input.headers = { - **input.headers, - LANGCHAIN_CONTEXT_KEY: payload_converter.to_payload(headers), - } - - -@contextmanager -def context_from_header( - input: _InputWithHeaders, payload_converter: converter.PayloadConverter -): - payload = input.headers.get(LANGCHAIN_CONTEXT_KEY) - if payload: - run_tree = payload_converter.from_payload(payload, dict) - # Set the run tree in the current context - with tracing_context(parent=run_tree): - yield - else: - yield - - -class LangChainContextPropagationInterceptor(client.Interceptor, worker.Interceptor): - """Interceptor that propagates LangChain context through Temporal.""" - - def __init__( - self, - payload_converter: converter.PayloadConverter = converter.default().payload_converter, - ) -> None: - self._payload_converter = payload_converter - - def intercept_client( - self, next: client.OutboundInterceptor - ) -> client.OutboundInterceptor: - return _LangChainContextPropagationClientOutboundInterceptor( - next, self._payload_converter - ) - - def intercept_activity( - self, next: worker.ActivityInboundInterceptor - ) -> worker.ActivityInboundInterceptor: - return _LangChainContextPropagationActivityInboundInterceptor(next) - - def workflow_interceptor_class( - self, input: worker.WorkflowInterceptorClassInput - ) -> Type[_LangChainContextPropagationWorkflowInboundInterceptor]: - return _LangChainContextPropagationWorkflowInboundInterceptor - - -class _LangChainContextPropagationClientOutboundInterceptor(client.OutboundInterceptor): - def __init__( - self, - next: client.OutboundInterceptor, - payload_converter: converter.PayloadConverter, - ) -> None: - super().__init__(next) - self._payload_converter = payload_converter - - async def start_workflow( - self, input: client.StartWorkflowInput - ) -> client.WorkflowHandle[Any, Any]: - with trace(name=f"start_workflow:{input.workflow}"): - set_header_from_context(input, self._payload_converter) - return await super().start_workflow(input) - - -class _LangChainContextPropagationActivityInboundInterceptor( - worker.ActivityInboundInterceptor -): - async def execute_activity(self, input: worker.ExecuteActivityInput) -> Any: - if isinstance(input.fn, str): - name = input.fn - elif callable(input.fn): - defn = activity._Definition.from_callable(input.fn) - name = ( - defn.name if defn is not None and defn.name is not None else "unknown" - ) - else: - name = "unknown" - - with context_from_header(input, activity.payload_converter()): - with trace(name=f"execute_activity:{name}"): - return await self.next.execute_activity(input) - - -class _LangChainContextPropagationWorkflowInboundInterceptor( - worker.WorkflowInboundInterceptor -): - def init(self, outbound: worker.WorkflowOutboundInterceptor) -> None: - self.next.init( - _LangChainContextPropagationWorkflowOutboundInterceptor(outbound) - ) - - async def execute_workflow(self, input: worker.ExecuteWorkflowInput) -> Any: - if isinstance(input.run_fn, str): - name = input.run_fn - elif callable(input.run_fn): - defn = workflow._Definition.from_run_fn(input.run_fn) - name = ( - defn.name if defn is not None and defn.name is not None else "unknown" - ) - else: - name = "unknown" - - with context_from_header(input, workflow.payload_converter()): - # This is a sandbox friendly way to write - # with trace(...): - # return await self.next.execute_workflow(input) - with workflow.unsafe.sandbox_unrestricted(): - t = trace( - name=f"execute_workflow:{name}", run_id=workflow.info().run_id - ) - with workflow.unsafe.imports_passed_through(): - t.__enter__() - try: - return await self.next.execute_workflow(input) - finally: - with workflow.unsafe.sandbox_unrestricted(): - # Cannot use __aexit__ because it's internally uses - # loop.run_in_executor which is not available in the sandbox - t.__exit__() - - -class _LangChainContextPropagationWorkflowOutboundInterceptor( - worker.WorkflowOutboundInterceptor -): - def start_activity( - self, input: worker.StartActivityInput - ) -> workflow.ActivityHandle: - with workflow.unsafe.sandbox_unrestricted(): - t = trace(name=f"start_activity:{input.activity}", run_id=workflow.uuid4()) - with workflow.unsafe.imports_passed_through(): - t.__enter__() - try: - set_header_from_context(input, workflow.payload_converter()) - return self.next.start_activity(input) - finally: - with workflow.unsafe.sandbox_unrestricted(): - t.__exit__() - - async def start_child_workflow( - self, input: worker.StartChildWorkflowInput - ) -> workflow.ChildWorkflowHandle: - with workflow.unsafe.sandbox_unrestricted(): - t = trace( - name=f"start_child_workflow:{input.workflow}", run_id=workflow.uuid4() - ) - with workflow.unsafe.imports_passed_through(): - t.__enter__() - - try: - set_header_from_context(input, workflow.payload_converter()) - return await self.next.start_child_workflow(input) - finally: - with workflow.unsafe.sandbox_unrestricted(): - t.__exit__() diff --git a/langchain/starter.py b/langchain/starter.py deleted file mode 100644 index 6d9e00c2..00000000 --- a/langchain/starter.py +++ /dev/null @@ -1,47 +0,0 @@ -from contextlib import asynccontextmanager -from typing import List -from uuid import uuid4 - -import uvicorn -from activities import TranslateParams -from fastapi import FastAPI, HTTPException -from langchain_interceptor import LangChainContextPropagationInterceptor -from temporalio.client import Client -from temporalio.envconfig import ClientConfig -from workflow import LangChainWorkflow, TranslateWorkflowParams - - -@asynccontextmanager -async def lifespan(app: FastAPI): - config = ClientConfig.load_client_connect_config() - config.setdefault("target_host", "localhost:7233") - - client = await Client.connect( - **config, - interceptors=[LangChainContextPropagationInterceptor()], - ) - yield - - -app = FastAPI(lifespan=lifespan) - - -@app.post("/translate") -async def translate(phrase: str, language1: str, language2: str, language3: str): - languages = [language1, language2, language3] - client = app.state.temporal_client - try: - result = await client.execute_workflow( - LangChainWorkflow.run, - TranslateWorkflowParams(phrase, languages), - id=f"langchain-translation-{uuid4()}", - task_queue="langchain-task-queue", - ) - except Exception as e: - raise HTTPException(status_code=500, detail=str(e)) - - return {"translations": result} - - -if __name__ == "__main__": - uvicorn.run(app, host="localhost", port=8000) diff --git a/langchain/worker.py b/langchain/worker.py deleted file mode 100644 index b7fb7741..00000000 --- a/langchain/worker.py +++ /dev/null @@ -1,44 +0,0 @@ -import asyncio - -from activities import translate_phrase -from langchain_interceptor import LangChainContextPropagationInterceptor -from temporalio.client import Client -from temporalio.envconfig import ClientConfig -from temporalio.worker import Worker -from workflow import LangChainChildWorkflow, LangChainWorkflow - -interrupt_event = asyncio.Event() - - -async def main(): - config = ClientConfig.load_client_connect_config() - config.setdefault("target_host", "localhost:7233") - client = await Client.connect(**config) - - worker = Worker( - client, - task_queue="langchain-task-queue", - workflows=[LangChainWorkflow, LangChainChildWorkflow], - activities=[translate_phrase], - interceptors=[LangChainContextPropagationInterceptor()], - ) - - print("\nWorker started, ctrl+c to exit\n") - await worker.run() - try: - # Wait indefinitely until the interrupt event is set - await interrupt_event.wait() - finally: - # The worker will be shutdown gracefully due to the async context manager - print("\nShutting down the worker\n") - - -if __name__ == "__main__": - loop = asyncio.new_event_loop() - asyncio.set_event_loop(loop) - try: - loop.run_until_complete(main()) - except KeyboardInterrupt: - print("\nInterrupt received, shutting down...\n") - interrupt_event.set() - loop.run_until_complete(loop.shutdown_asyncgens()) diff --git a/langchain/workflow.py b/langchain/workflow.py deleted file mode 100644 index 31861c07..00000000 --- a/langchain/workflow.py +++ /dev/null @@ -1,53 +0,0 @@ -import asyncio -from dataclasses import dataclass -from datetime import timedelta -from typing import List - -from temporalio import workflow - -with workflow.unsafe.imports_passed_through(): - from activities import TranslateParams, translate_phrase - - -@workflow.defn -class LangChainChildWorkflow: - @workflow.run - async def run(self, params: TranslateParams) -> str: - return await workflow.execute_activity( - translate_phrase, - params, - schedule_to_close_timeout=timedelta(seconds=30), - ) - - -@dataclass -class TranslateWorkflowParams: - phrase: str - languages: List[str] - - -@workflow.defn -class LangChainWorkflow: - @workflow.run - async def run(self, params: TranslateWorkflowParams) -> dict: - result1, result2, result3 = await asyncio.gather( - workflow.execute_activity( - translate_phrase, - TranslateParams(params.phrase, params.languages[0]), - schedule_to_close_timeout=timedelta(seconds=30), - ), - workflow.execute_activity( - translate_phrase, - TranslateParams(params.phrase, params.languages[1]), - schedule_to_close_timeout=timedelta(seconds=30), - ), - workflow.execute_child_workflow( - LangChainChildWorkflow.run, - TranslateParams(params.phrase, params.languages[2]), - ), - ) - return { - params.languages[0]: result1, - params.languages[1]: result2, - params.languages[2]: result3, - } diff --git a/langsmith_tracing/README.md b/langsmith_tracing/README.md new file mode 100644 index 00000000..127a8059 --- /dev/null +++ b/langsmith_tracing/README.md @@ -0,0 +1,49 @@ +# LangSmith Tracing + +This sample demonstrates [LangSmith](https://smith.langchain.com/) tracing integration with Temporal workflows using the [`LangSmithPlugin`](https://python.temporal.io/temporalio.contrib.langsmith.html). + +Two examples are included: + +- **[basic/](basic/)** — A one-shot LLM workflow that sends a prompt to OpenAI and returns the response. +- **[chatbot/](chatbot/)** — A long-running conversational workflow with tool calls (save/read notes) and update handlers. + +## Prerequisites + +Install dependencies: + +```bash +uv sync --group langsmith-tracing +``` + +Set environment variables: + +```bash +export OPENAI_API_KEY="sk-..." +export LANGSMITH_API_KEY="lsv2_..." +export LANGCHAIN_TRACING_V2=true +``` + +A local Temporal server must be running (`temporal server start-dev`). + +## Three Layers of Tracing + +This sample shows three complementary ways LangSmith captures trace data: + +1. **Automatic (`wrap_openai`)** — Wrapping the OpenAI client with `wrap_openai()` automatically creates a child span for every LLM call, capturing model parameters, token usage, and latency. No extra code needed. + +2. **Explicit (`@traceable`)** — Decorating functions with `@traceable` creates named spans for your business logic. You control the name, tags, metadata, and `run_type` (chain, llm, tool, retriever). This is how you structure traces to tell a story about what your application is doing. + +3. **Temporal (`add_temporal_runs=True`)** — The `LangSmithPlugin` can optionally create LangSmith runs for each Temporal workflow execution and activity execution, giving visibility into the orchestration layer alongside your LLM calls. + +## `add_temporal_runs` + +By default, `LangSmithPlugin(add_temporal_runs=False)` only propagates LangSmith context so that `@traceable` and `wrap_openai` calls nest correctly. + +Set `add_temporal_runs=True` to also create LangSmith runs for Temporal operations (workflow executions, activity executions, signals, etc.), giving full visibility into the orchestration layer. Both examples support a `--add-temporal-runs` CLI flag to toggle this. + +## Further Reading + +- [LangSmith documentation](https://docs.smith.langchain.com/) +- [Temporal Python SDK LangSmith plugin](https://python.temporal.io/temporalio.contrib.langsmith.html) +- [LangSmith `@traceable` guide](https://docs.smith.langchain.com/observability/how-to/annotate-code) +- [LangSmith `wrap_openai` guide](https://docs.smith.langchain.com/observability/how-to/trace-with-openai) diff --git a/langsmith_tracing/__init__.py b/langsmith_tracing/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/langsmith_tracing/basic/README.md b/langsmith_tracing/basic/README.md new file mode 100644 index 00000000..839312e8 --- /dev/null +++ b/langsmith_tracing/basic/README.md @@ -0,0 +1,50 @@ +# Basic LLM Workflow + +A one-shot workflow that sends a prompt to OpenAI and returns the response. A very simple example of LangSmith tracing with Temporal. + +See the [parent README](../README.md) for prerequisites. + +## Running + +```bash +# Terminal 1 — start the worker +uv run --group langsmith-tracing python -m langsmith_tracing.basic.worker + +# Terminal 2 — run the workflow +uv run --group langsmith-tracing python -m langsmith_tracing.basic.starter +``` + +## Trace Structure + +### `add_temporal_runs=False` (default) + +Only `@traceable` and `wrap_openai` spans appear. The client-side `@traceable` is the root, and workflow/activity traces nest under it via context propagation. + +``` +Basic LLM Request (@traceable, client-side) +└── Ask: What is Temporal? (@traceable, workflow) + └── Call OpenAI (@traceable, activity) + └── ChatOpenAI (automatic via wrap_openai) +``` + +### `add_temporal_runs=True` + +Pass `--add-temporal-runs` to both the worker and starter: + +```bash +uv run --group langsmith-tracing python -m langsmith_tracing.basic.worker --add-temporal-runs +uv run --group langsmith-tracing python -m langsmith_tracing.basic.starter --add-temporal-runs +``` + +Temporal operation spans are added. `StartWorkflow`/`RunWorkflow` and `StartActivity`/`RunActivity` appear as sibling pairs: + +``` +Basic LLM Request (@traceable, client-side) +├── StartWorkflow:BasicLLMWorkflow (automatic, Temporal plugin) +└── RunWorkflow:BasicLLMWorkflow (automatic, Temporal plugin) + └── Ask: What is Temporal? (@traceable, workflow) + ├── StartActivity:call_openai (automatic, Temporal plugin) + └── RunActivity:call_openai (automatic, Temporal plugin) + └── Call OpenAI (@traceable, activity) + └── ChatOpenAI (automatic via wrap_openai) +``` diff --git a/langsmith_tracing/basic/__init__.py b/langsmith_tracing/basic/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/langsmith_tracing/basic/activities.py b/langsmith_tracing/basic/activities.py new file mode 100644 index 00000000..e04e1711 --- /dev/null +++ b/langsmith_tracing/basic/activities.py @@ -0,0 +1,33 @@ +"""Basic LLM activity with LangSmith tracing.""" + +from dataclasses import dataclass + +from langsmith import traceable +from langsmith.wrappers import wrap_openai +from openai import AsyncOpenAI +from temporalio import activity + + +@dataclass +class OpenAIRequest: + model: str + input: str + instructions: str = "You are a helpful assistant." + + +@traceable(name="Call OpenAI", run_type="llm") +@activity.defn +async def call_openai(request: OpenAIRequest) -> str: + """Call OpenAI Responses API. Retries handled by Temporal, not the OpenAI client.""" + # wrap_openai patches the client so each API call (e.g. responses.create) + # creates its own child span with model parameters and token usage. + # max_retries=0 disables OpenAI's built-in retries — Temporal's activity + # retry policy handles retries instead, with full visibility in the UI. + client = wrap_openai(AsyncOpenAI(max_retries=0)) + response = await client.responses.create( + model=request.model, + instructions=request.instructions, + input=request.input, + timeout=30, + ) + return response.output_text diff --git a/langsmith_tracing/basic/starter.py b/langsmith_tracing/basic/starter.py new file mode 100644 index 00000000..901ae9b5 --- /dev/null +++ b/langsmith_tracing/basic/starter.py @@ -0,0 +1,54 @@ +"""Starter for the basic LangSmith sample.""" + +import asyncio +import sys + +from langsmith import traceable +from temporalio.client import Client +from temporalio.contrib.langsmith import LangSmithPlugin +from temporalio.envconfig import ClientConfig + +from langsmith_tracing.basic.workflows import BasicLLMWorkflow + +PROJECT_NAME = "langsmith-basic" + + +async def main(): + add_temporal_runs = "--add-temporal-runs" in sys.argv + + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + + plugin = LangSmithPlugin( + project_name=PROJECT_NAME, + add_temporal_runs=add_temporal_runs, + ) + + client = await Client.connect( + **config, + plugins=[plugin], + ) + + @traceable( + name="Basic LLM Request", + run_type="chain", + # CRITICAL: Client-side @traceable runs outside the LangSmithPlugin's scope. + # Make sure client-side traces use the same project_name as what is given to + # # the plugin. + project_name=PROJECT_NAME, + tags=["client-side"], + ) + async def run_workflow(prompt: str) -> str: + return await client.execute_workflow( + BasicLLMWorkflow.run, + prompt, + id="langsmith-basic-workflow-id", + task_queue="langsmith-basic-task-queue", + ) + + result = await run_workflow("What is Temporal?") + print(f"Workflow result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/langsmith_tracing/basic/worker.py b/langsmith_tracing/basic/worker.py new file mode 100644 index 00000000..140c87da --- /dev/null +++ b/langsmith_tracing/basic/worker.py @@ -0,0 +1,49 @@ +"""Worker for the basic LangSmith sample.""" + +import asyncio +import logging +import sys + +from temporalio.client import Client +from temporalio.contrib.langsmith import LangSmithPlugin +from temporalio.envconfig import ClientConfig +from temporalio.worker import Worker + +from langsmith_tracing.basic.activities import call_openai +from langsmith_tracing.basic.workflows import BasicLLMWorkflow + + +async def main(): + logging.basicConfig(level=logging.INFO) + + # add_temporal_runs=True creates LangSmith runs for each Temporal + # workflow/activity execution. False (default) only propagates context. + add_temporal_runs = "--add-temporal-runs" in sys.argv + + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + + plugin = LangSmithPlugin( + project_name="langsmith-basic", + add_temporal_runs=add_temporal_runs, + ) + + client = await Client.connect( + **config, + plugins=[plugin], + ) + + worker = Worker( + client, + task_queue="langsmith-basic-task-queue", + workflows=[BasicLLMWorkflow], + activities=[call_openai], + ) + + label = "with" if add_temporal_runs else "without" + print(f"Worker started ({label} Temporal runs in traces), ctrl+c to exit") + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/langsmith_tracing/basic/workflows.py b/langsmith_tracing/basic/workflows.py new file mode 100644 index 00000000..c6cc14b2 --- /dev/null +++ b/langsmith_tracing/basic/workflows.py @@ -0,0 +1,33 @@ +"""Basic one-shot LLM workflow with LangSmith tracing.""" + +from datetime import timedelta + +from temporalio import workflow + +with workflow.unsafe.imports_passed_through(): + from langsmith import traceable + + from langsmith_tracing.basic.activities import OpenAIRequest, call_openai + + +@workflow.defn +class BasicLLMWorkflow: + # Do not decorate @workflow.run with @traceable — it would violate + # replay safety and produce duplicate or orphaned traces. Instead, + # wrap an inner function. + @workflow.run + async def run(self, prompt: str) -> str: + @traceable( + name=f"Ask: {prompt[:60]}", + run_type="chain", + metadata={"workflow_id": workflow.info().workflow_id}, + tags=["basic-llm"], + ) + async def _run() -> str: + return await workflow.execute_activity( + call_openai, + OpenAIRequest(model="gpt-4o-mini", input=prompt), + start_to_close_timeout=timedelta(seconds=60), + ) + + return await _run() diff --git a/langsmith_tracing/chatbot/README.md b/langsmith_tracing/chatbot/README.md new file mode 100644 index 00000000..b9784989 --- /dev/null +++ b/langsmith_tracing/chatbot/README.md @@ -0,0 +1,81 @@ +# Chatbot with Tool Calls + +A long-running conversational workflow with tool calls and update handlers. Demonstrates how LangSmith traces an agentic loop where the model calls tools across multiple turns. + +See the [parent README](../README.md) for prerequisites. + +## Running + +```bash +# Terminal 1 — start the worker +uv run --group langsmith-tracing python -m langsmith_tracing.chatbot.worker + +# Terminal 2 — interactive CLI +uv run --group langsmith-tracing python -m langsmith_tracing.chatbot.starter +``` + +Commands in the CLI: +- Type a message and press Enter to chat +- `exit` — end the session + +## Tools + +The model has two tools, both implemented as `@traceable` methods on the workflow class: + +- **`save_note(name, content)`** — Stores a note in the workflow's in-memory dict. The note is durable because workflow state survives crashes and restarts via Temporal's event history. +- **`read_note(name)`** — Reads a note from the workflow's in-memory dict. + +## Architecture + +The main `@workflow.run` method runs a loop that processes user messages (calls `_query_openai`, which handles the tool-call loop). The `message_from_user` update handler coordinates: it hands the message to the main loop via a shared `_pending_message` field, then waits for the response. + +This means: +- Activity calls and the tool loop happen inside the main workflow run +- The update handler's trace just shows the input/output of the coordination step + +## Trace Structure + +### `add_temporal_runs=False` (default) + +Only `@traceable` and `wrap_openai` spans appear. The client-side `@traceable` wraps `start_workflow` and each `execute_update`, so both workflow and update traces nest under it via context propagation. + +``` +Chatbot Session a1b2c3d4 (@traceable, client-side) +├── Session Apr 17 10:30 (@traceable, workflow main loop) +│ ├── Request: hello (@traceable, per-message in main loop) +│ │ └── Call OpenAI (@traceable, activity) +│ │ └── ChatOpenAI (automatic via wrap_openai) +│ └── Request: save that as note 15 (@traceable, per-message in main loop) +│ ├── Call OpenAI → function_call: save_note +│ ├── Save Note (@traceable, workflow method) +│ └── Call OpenAI → text response +├── Update: hello (@traceable, update handler) +└── Update: save that as note 15 (@traceable, update handler) +``` + +### `add_temporal_runs=True` + +With `--add-temporal-runs`, Temporal operation spans are added. `StartWorkflow`/`RunWorkflow` and `StartActivity`/`RunActivity` appear as sibling pairs. + +``` +Chatbot Session a1b2c3d4 (@traceable, client-side) +├── StartWorkflow:ChatbotWorkflow (automatic, Temporal plugin) +├── RunWorkflow:ChatbotWorkflow (automatic, Temporal plugin) +│ └── Session Apr 17 10:30 (@traceable, workflow main loop) +│ └── Request: save that as note 15 (@traceable, per-message) +│ ├── StartActivity:call_openai (automatic, Temporal plugin) +│ ├── RunActivity:call_openai (automatic, Temporal plugin) +│ │ └── Call OpenAI (@traceable, activity) +│ │ └── ChatOpenAI (automatic via wrap_openai) +│ ├── Save Note (@traceable, workflow method) +│ ├── StartActivity:call_openai (automatic, Temporal plugin) +│ └── RunActivity:call_openai (automatic, Temporal plugin) +│ └── Call OpenAI (@traceable, activity) +│ └── ChatOpenAI (automatic via wrap_openai) +├── StartWorkflowUpdate:message_from_user (automatic, Temporal plugin) +│ └── HandleUpdate:message_from_user (automatic, Temporal plugin) +│ └── Update: save that as note 15 (@traceable, update handler) +└── ... +``` + +Note that the `Request:` chain (with activity calls) lives under `RunWorkflow` (the main loop), while the `Update:` span lives under `HandleUpdate` (the update handler). They're connected by the shared workflow state but appear as separate subtrees. diff --git a/langsmith_tracing/chatbot/__init__.py b/langsmith_tracing/chatbot/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/langsmith_tracing/chatbot/activities.py b/langsmith_tracing/chatbot/activities.py new file mode 100644 index 00000000..1994f792 --- /dev/null +++ b/langsmith_tracing/chatbot/activities.py @@ -0,0 +1,45 @@ +"""Chatbot activities with LangSmith tracing.""" + +from dataclasses import dataclass +from typing import Any + +from langsmith import traceable +from langsmith.wrappers import wrap_openai +from openai import AsyncOpenAI +from openai.types.responses import Response +from temporalio import activity + + +@dataclass +class OpenAIRequest: + model: str + # str for the initial user prompt, list for tool call results fed back + input: str | list[dict[str, Any]] + instructions: str = ( + "You are a helpful assistant with note-taking abilities. " + "Use save_note to remember things and read_note to recall them." + ) + tools: list[dict[str, Any]] | None = None + previous_response_id: str | None = None + + +@traceable(name="Call OpenAI", run_type="llm") +@activity.defn +async def call_openai(request: OpenAIRequest) -> Response: + """Call OpenAI Responses API. Retries handled by Temporal, not the OpenAI client.""" + # wrap_openai patches the client so each API call (e.g. responses.create) + # creates its own child span with model parameters and token usage. + # max_retries=0 disables OpenAI's built-in retries — Temporal's activity + # retry policy handles retries instead, with full visibility in the UI. + client = wrap_openai(AsyncOpenAI(max_retries=0)) + response_args: dict[str, Any] = { + "model": request.model, + "instructions": request.instructions, + "input": request.input, + "timeout": 30, + } + if request.tools: + response_args["tools"] = request.tools + if request.previous_response_id: + response_args["previous_response_id"] = request.previous_response_id + return await client.responses.create(**response_args) diff --git a/langsmith_tracing/chatbot/starter.py b/langsmith_tracing/chatbot/starter.py new file mode 100644 index 00000000..4d67e794 --- /dev/null +++ b/langsmith_tracing/chatbot/starter.py @@ -0,0 +1,76 @@ +"""Interactive CLI starter for the chatbot LangSmith sample.""" + +import asyncio +import readline # noqa: F401 — enables input() line editing +import sys +import uuid + +from langsmith import traceable +from temporalio.client import Client +from temporalio.contrib.langsmith import LangSmithPlugin +from temporalio.contrib.pydantic import pydantic_data_converter +from temporalio.envconfig import ClientConfig + +from langsmith_tracing.chatbot.workflows import ChatbotWorkflow + +PROJECT_NAME = "langsmith-chatbot" + + +async def main(): + add_temporal_runs = "--add-temporal-runs" in sys.argv + + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + + plugin = LangSmithPlugin( + project_name=PROJECT_NAME, + add_temporal_runs=add_temporal_runs, + ) + + client = await Client.connect( + **config, + data_converter=pydantic_data_converter, + plugins=[plugin], + ) + + wf_id = f"langsmith-chatbot-{uuid.uuid4().hex[:8]}" + + @traceable( + name=f"Chatbot Session {wf_id[-8:]}", + run_type="chain", + # CRITICAL: Client-side @traceable runs outside the LangSmithPlugin's scope. + # Make sure client-side traces use the same project_name as what is given to + # the plugin. + project_name=PROJECT_NAME, + tags=["client-side", "chatbot"], + ) + async def run_session(): + wf_handle = await client.start_workflow( + ChatbotWorkflow.run, + id=wf_id, + task_queue="langsmith-chatbot-task-queue", + ) + print(f"Started workflow: {wf_handle.id}") + print('Type a message or "exit" to quit.\n') + + while True: + user_input = input("> ").strip() + if not user_input: + continue + + if user_input.lower() == "exit": + await wf_handle.signal(ChatbotWorkflow.exit) + result = await wf_handle.result() + print(f"\nWorkflow finished: {result}") + return + + response = await wf_handle.execute_update( + ChatbotWorkflow.message_from_user, user_input + ) + print(f"Bot: {response}\n") + + await run_session() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/langsmith_tracing/chatbot/worker.py b/langsmith_tracing/chatbot/worker.py new file mode 100644 index 00000000..0f43e7c9 --- /dev/null +++ b/langsmith_tracing/chatbot/worker.py @@ -0,0 +1,49 @@ +"""Worker for the chatbot LangSmith sample.""" + +import asyncio +import logging +import sys + +from temporalio.client import Client +from temporalio.contrib.langsmith import LangSmithPlugin +from temporalio.contrib.pydantic import pydantic_data_converter +from temporalio.envconfig import ClientConfig +from temporalio.worker import Worker + +from langsmith_tracing.chatbot.activities import call_openai +from langsmith_tracing.chatbot.workflows import ChatbotWorkflow + + +async def main(): + logging.basicConfig(level=logging.INFO) + + add_temporal_runs = "--add-temporal-runs" in sys.argv + + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + + client = await Client.connect( + **config, + data_converter=pydantic_data_converter, + plugins=[ + LangSmithPlugin( + project_name="langsmith-chatbot", + add_temporal_runs=add_temporal_runs, + ) + ], + ) + + worker = Worker( + client, + task_queue="langsmith-chatbot-task-queue", + workflows=[ChatbotWorkflow], + activities=[call_openai], + ) + + label = "with" if add_temporal_runs else "without" + print(f"Worker started ({label} Temporal runs in traces), ctrl+c to exit") + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/langsmith_tracing/chatbot/workflows.py b/langsmith_tracing/chatbot/workflows.py new file mode 100644 index 00000000..4b25df50 --- /dev/null +++ b/langsmith_tracing/chatbot/workflows.py @@ -0,0 +1,178 @@ +"""Conversational chatbot workflow with tool loop and LangSmith tracing.""" + +import json +from datetime import timedelta + +from temporalio import workflow +from temporalio.common import RetryPolicy + +with workflow.unsafe.imports_passed_through(): + from langsmith import traceable + + from langsmith_tracing.chatbot.activities import OpenAIRequest, call_openai + +TOOLS = [ + { + "type": "function", + "name": "save_note", + "description": "Save or update a note.", + "parameters": { + "type": "object", + "properties": { + "name": {"type": "string", "description": "Name/key for the note."}, + "content": { + "type": "string", + "description": "Content of the note.", + }, + }, + "required": ["name", "content"], + }, + }, + { + "type": "function", + "name": "read_note", + "description": "Read a previously saved note.", + "parameters": { + "type": "object", + "properties": { + "name": { + "type": "string", + "description": "Name/key of the note to read.", + }, + }, + "required": ["name"], + }, + }, +] + + +@workflow.defn +class ChatbotWorkflow: + def __init__(self): + self._pending_message: str | None = None + self._last_response: str = "" + self._previous_response_id: str | None = None + self._notes: dict[str, str] = {} + self._done = False + + @workflow.signal + async def exit(self) -> None: + self._done = True + + @workflow.query + def notes(self) -> dict[str, str]: + return dict(self._notes) + + @workflow.update + async def message_from_user(self, message: str) -> str: + """Hand the message to the main loop and wait for its response.""" + + # Inner @traceable captures the message as input and response as output. + @traceable(name=f"Update: {message[:60]}", run_type="chain") + async def _traced(msg: str) -> str: + # Wait until any previous message has finished processing + await workflow.wait_condition(lambda: self._pending_message is None) + self._pending_message = msg + # Main loop sets _last_response, then clears _pending_message to signal done + await workflow.wait_condition(lambda: self._pending_message is None) + return self._last_response + + return await _traced(message) + + # Do not decorate @workflow.run with @traceable — it would violate + # replay safety and produce duplicate or orphaned traces. Instead, + # wrap an inner function, eg. self._run_inner() in this case. + @workflow.run + async def run(self) -> str: + # Alternative to @traceable decorator: call traceable() as a function + # for dynamic trace names that depend on runtime values. + now = workflow.now().strftime("%b %d %H:%M") + return await traceable( + name=f"Session {now}", + run_type="chain", + metadata={"workflow_id": workflow.info().workflow_id}, + tags=["chatbot-session"], + )(self._run_inner)() + + async def _run_inner(self) -> str: + while not self._done: + await workflow.wait_condition( + lambda: self._pending_message is not None or self._done + ) + if self._done: + break + assert self._pending_message is not None + message = self._pending_message + self._last_response = await self._query_openai(message) + # Clear pending_message AFTER setting the response so the update + # handler reads the correct response when its wait_condition fires. + self._pending_message = None + + return "Session ended." + + # Unlike @workflow.run, other workflow methods can be decorated with + # @traceable directly — they run inside the plugin-managed context + # where trace I/O is handled safely during replay. + @traceable(name="Save Note", run_type="tool") + def _save_note(self, name: str, content: str) -> str: + self._notes[name] = content + return f"Saved note '{name}'." + + @traceable(name="Read Note", run_type="tool") + def _read_note(self, name: str) -> str: + return self._notes.get(name, "Note not found.") + + async def _query_openai(self, message: str) -> str: + @traceable( + name=f"Request: {message[:60]}", + run_type="chain", + tags=["user-message"], + ) + async def _traced(): + input_for_next: str | list = message + while True: + response = await workflow.execute_activity( + call_openai, + OpenAIRequest( + model="gpt-4o-mini", + input=input_for_next, + tools=TOOLS, + previous_response_id=self._previous_response_id, + ), + start_to_close_timeout=timedelta(seconds=60), + retry_policy=RetryPolicy( + initial_interval=timedelta(seconds=2), maximum_attempts=3 + ), + ) + self._previous_response_id = response.id + + tool_results = [] + for item in response.output: + if item.type != "function_call": + continue + args = json.loads(item.arguments) + if item.name == "save_note": + result = self._save_note(args["name"], args["content"]) + tool_results.append( + { + "type": "function_call_output", + "call_id": item.call_id, + "output": result, + } + ) + elif item.name == "read_note": + result = self._read_note(args["name"]) + tool_results.append( + { + "type": "function_call_output", + "call_id": item.call_id, + "output": result, + } + ) + + if not tool_results: + return response.output_text or "Done." + + input_for_next = tool_results + + return await _traced() diff --git a/pyproject.toml b/pyproject.toml index f65ff1c2..0927eea3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -30,14 +30,10 @@ bedrock = ["boto3>=1.34.92,<2"] dsl = ["pyyaml>=6.0.1,<7", "types-pyyaml>=6.0.12,<7", "dacite>=1.8.1,<2"] encryption = ["cryptography>=38.0.1,<39", "aiohttp>=3.8.1,<4"] gevent = ["gevent>=25.4.2 ; python_version >= '3.8'"] -langchain = [ - "langchain>=1.2.15,<2 ; python_version >= '3.8.1' and python_version < '4.0'", - "langchain-openai>=1.1.13,<2 ; python_version >= '3.8.1' and python_version < '4.0'", - "langsmith>=0.3.45,<0.4 ; python_version >= '3.8.1' and python_version < '4.0'", - "openai>=2.0.0,<3", - "fastapi>=0.115.12", - "tqdm>=4.62.0,<5", - "uvicorn[standard]>=0.31.0,<0.32.0", +langsmith-tracing = [ + "openai>=1.4.0", + "langsmith>=0.7.0", + "temporalio[pydantic,langsmith]>=1.26.0", ] nexus = ["nexus-rpc>=1.1.0,<2"] open-telemetry = [ @@ -79,7 +75,7 @@ packages = [ "encryption", "gevent_async", "hello", - "langchain", + "langsmith_tracing", "message_passing", "nexus", "open_telemetry", diff --git a/tests/langsmith_tracing/__init__.py b/tests/langsmith_tracing/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/langsmith_tracing/helpers.py b/tests/langsmith_tracing/helpers.py new file mode 100644 index 00000000..6742a60f --- /dev/null +++ b/tests/langsmith_tracing/helpers.py @@ -0,0 +1,33 @@ +"""Shared test helpers for LangSmith tracing tests.""" + +from openai.types.responses import Response +from openai.types.responses.response_output_message import ResponseOutputMessage +from openai.types.responses.response_output_text import ResponseOutputText + + +def make_text_response(text: str) -> Response: + """Build a minimal OpenAI Response with a text output.""" + return Response.model_construct( + id="resp_mock", + created_at=0.0, + model="gpt-4o-mini", + object="response", + output=[ + ResponseOutputMessage.model_construct( + id="msg_mock", + type="message", + role="assistant", + status="completed", + content=[ + ResponseOutputText.model_construct( + type="output_text", + text=text, + annotations=[], + ) + ], + ) + ], + parallel_tool_calls=False, + tool_choice="auto", + tools=[], + ) diff --git a/tests/langsmith_tracing/test_basic.py b/tests/langsmith_tracing/test_basic.py new file mode 100644 index 00000000..b5be2f35 --- /dev/null +++ b/tests/langsmith_tracing/test_basic.py @@ -0,0 +1,34 @@ +import uuid + +from temporalio import activity +from temporalio.client import Client +from temporalio.contrib.langsmith import LangSmithPlugin +from temporalio.testing import WorkflowEnvironment +from temporalio.worker import Worker + +from langsmith_tracing.basic.activities import OpenAIRequest +from langsmith_tracing.basic.workflows import BasicLLMWorkflow + + +async def test_basic_workflow(client: Client, env: WorkflowEnvironment): + expected_text = "Temporal is a durable execution platform." + + @activity.defn(name="call_openai") + async def mock_call_openai(request: OpenAIRequest) -> str: + return expected_text + + async with Worker( + client, + task_queue="test-langsmith-basic", + workflows=[BasicLLMWorkflow], + activities=[mock_call_openai], + plugins=[LangSmithPlugin()], + ): + result = await client.execute_workflow( + BasicLLMWorkflow.run, + "What is Temporal?", + id=f"test-basic-{uuid.uuid4().hex[:8]}", + task_queue="test-langsmith-basic", + ) + + assert result == expected_text diff --git a/tests/langsmith_tracing/test_chatbot.py b/tests/langsmith_tracing/test_chatbot.py new file mode 100644 index 00000000..f7845217 --- /dev/null +++ b/tests/langsmith_tracing/test_chatbot.py @@ -0,0 +1,132 @@ +import json +import uuid + +from openai.types.responses import Response +from openai.types.responses.response_function_tool_call import ( + ResponseFunctionToolCall, +) +from temporalio import activity +from temporalio.client import Client +from temporalio.contrib.langsmith import LangSmithPlugin +from temporalio.testing import WorkflowEnvironment +from temporalio.worker import Worker + +from langsmith_tracing.chatbot.activities import OpenAIRequest +from langsmith_tracing.chatbot.workflows import ChatbotWorkflow +from tests.langsmith_tracing.helpers import make_text_response + + +def _make_function_call_response( + name: str, arguments: dict, call_id: str = "call_123" +) -> Response: + return Response.model_construct( + id="resp_tool", + created_at=0.0, + model="gpt-4o-mini", + object="response", + output=[ + ResponseFunctionToolCall.model_construct( + id="fc_mock", + type="function_call", + name=name, + arguments=json.dumps(arguments), + call_id=call_id, + status="completed", + ) + ], + parallel_tool_calls=False, + tool_choice="auto", + tools=[], + ) + + +async def test_chatbot_save_note(client: Client, env: WorkflowEnvironment): + """Test save_note tool call loop — save_note runs as a workflow method.""" + call_count = 0 + + @activity.defn(name="call_openai") + async def mock_call_openai(request: OpenAIRequest) -> Response: + nonlocal call_count + call_count += 1 + if call_count == 1: + return _make_function_call_response( + name="save_note", + arguments={"name": "greeting", "content": "Hello world"}, + ) + return make_text_response("Note saved successfully!") + + async with Worker( + client, + task_queue="test-langsmith-chatbot", + workflows=[ChatbotWorkflow], + activities=[mock_call_openai], + plugins=[LangSmithPlugin()], + ): + wf_handle = await client.start_workflow( + ChatbotWorkflow.run, + id=f"test-chatbot-{uuid.uuid4().hex[:8]}", + task_queue="test-langsmith-chatbot", + ) + + response = await wf_handle.execute_update( + ChatbotWorkflow.message_from_user, "Save a note" + ) + assert response == "Note saved successfully!" + + notes = await wf_handle.query(ChatbotWorkflow.notes) + assert notes == {"greeting": "Hello world"} + + await wf_handle.signal(ChatbotWorkflow.exit) + result = await wf_handle.result() + assert result == "Session ended." + + +async def test_chatbot_read_note(client: Client, env: WorkflowEnvironment): + """Test read_note tool call loop — read_note runs as a workflow method.""" + call_count = 0 + + @activity.defn(name="call_openai") + async def mock_call_openai(request: OpenAIRequest) -> Response: + nonlocal call_count + call_count += 1 + if call_count == 1: + return _make_function_call_response( + name="save_note", + arguments={"name": "todo", "content": "Buy milk"}, + call_id="call_save", + ) + if call_count == 2: + return make_text_response("Saved your todo!") + if call_count == 3: + return _make_function_call_response( + name="read_note", + arguments={"name": "todo"}, + call_id="call_read", + ) + return make_text_response("Your todo says: Buy milk") + + async with Worker( + client, + task_queue="test-langsmith-chatbot-read", + workflows=[ChatbotWorkflow], + activities=[mock_call_openai], + plugins=[LangSmithPlugin()], + ): + wf_handle = await client.start_workflow( + ChatbotWorkflow.run, + id=f"test-chatbot-read-{uuid.uuid4().hex[:8]}", + task_queue="test-langsmith-chatbot-read", + ) + + response = await wf_handle.execute_update( + ChatbotWorkflow.message_from_user, "Save my todo" + ) + assert response == "Saved your todo!" + + response = await wf_handle.execute_update( + ChatbotWorkflow.message_from_user, "Read my todo" + ) + assert response == "Your todo says: Buy milk" + + await wf_handle.signal(ChatbotWorkflow.exit) + await wf_handle.result() diff --git a/uv.lock b/uv.lock index 4a22edea..3c9990eb 100644 --- a/uv.lock +++ b/uv.lock @@ -3,8 +3,7 @@ revision = 3 requires-python = ">=3.10" resolution-markers = [ "python_full_version >= '3.13'", - "python_full_version >= '3.12.4' and python_full_version < '3.13'", - "python_full_version >= '3.12' and python_full_version < '3.12.4'", + "python_full_version == '3.12.*'", "python_full_version == '3.11.*'", "python_full_version < '3.11'", ] @@ -388,20 +387,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/36/f4/c6e662dade71f56cd2f3735141b265c3c79293c109549c1e6933b0651ffc/exceptiongroup-1.3.0-py3-none-any.whl", hash = "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10", size = 16674, upload-time = 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upload-time = "2025-09-14T22:18:19.088Z" }, ] From ba9e9a1147dce9ce20da4c2b398577057d37ec3b Mon Sep 17 00:00:00 2001 From: xumaple <45406854+xumaple@users.noreply.github.com> Date: Thu, 23 Apr 2026 12:11:57 -0400 Subject: [PATCH 67/68] LangSmith sample: starter cleanup, plugin on Worker, chatbot Response decoupling (#295) * Clean up LangSmith sample per PR #292 review - basic/starter.py: move `@traceable` decorator directly onto `main`, removing the nested `run_workflow` closure (addresses reviewer comment) - basic/worker.py, chatbot/worker.py: move `LangSmithPlugin` from the `Client` to the `Worker`, matching our recommended pattern (plugin on the worker in worker code; on the client in client code) * Return workflow result from basic starter's main @traceable captures the decorated function's return value as the LangSmith trace output, so implicitly returning None left the trace's output field empty. Return `result` (and annotate the return type) so the trace shows the workflow response. * Return minimal ChatResponse from chatbot call_openai activity The activity previously returned `openai.types.responses.Response` directly. The OpenAI API currently returns `"prompt_cache_retention": "in_memory"` (underscore), but openai SDK v2.32.0 declares that field as `Literal["in-memory", "24h"]`. The openai client parses laxly so the activity succeeds, but Temporal's `pydantic_data_converter` uses strict `TypeAdapter(Response).validate_json` on the way into the workflow and rejects the underscore value, failing every workflow task. Define minimal `ChatResponse` and `ToolCall` pydantic models in `activities.py` exposing only the fields the workflow uses (id, output_text, tool_calls). The activity projects the openai Response down to this shape so the sample is no longer coupled to SDK drift in fields it doesn't use. Update the workflow loop to iterate `response.tool_calls` directly and the test mocks/helpers to build `ChatResponse` instead of constructing openai Response objects. --- langsmith_tracing/basic/starter.py | 34 ++++++++++++------------- langsmith_tracing/basic/worker.py | 6 ++--- langsmith_tracing/chatbot/activities.py | 27 +++++++++++++++++--- langsmith_tracing/chatbot/worker.py | 12 ++++----- langsmith_tracing/chatbot/workflows.py | 14 +++++----- tests/langsmith_tracing/helpers.py | 33 +++--------------------- tests/langsmith_tracing/test_chatbot.py | 29 ++++++--------------- 7 files changed, 66 insertions(+), 89 deletions(-) diff --git a/langsmith_tracing/basic/starter.py b/langsmith_tracing/basic/starter.py index 901ae9b5..4a2a103a 100644 --- a/langsmith_tracing/basic/starter.py +++ b/langsmith_tracing/basic/starter.py @@ -13,7 +13,16 @@ PROJECT_NAME = "langsmith-basic" -async def main(): +@traceable( + name="Basic LLM Request", + run_type="chain", + # CRITICAL: Client-side @traceable runs outside the LangSmithPlugin's scope. + # Make sure client-side traces use the same project_name as what is given to + # the plugin. + project_name=PROJECT_NAME, + tags=["client-side"], +) +async def main() -> str: add_temporal_runs = "--add-temporal-runs" in sys.argv config = ClientConfig.load_client_connect_config() @@ -29,25 +38,14 @@ async def main(): plugins=[plugin], ) - @traceable( - name="Basic LLM Request", - run_type="chain", - # CRITICAL: Client-side @traceable runs outside the LangSmithPlugin's scope. - # Make sure client-side traces use the same project_name as what is given to - # # the plugin. - project_name=PROJECT_NAME, - tags=["client-side"], + result = await client.execute_workflow( + BasicLLMWorkflow.run, + "What is Temporal?", + id="langsmith-basic-workflow-id", + task_queue="langsmith-basic-task-queue", ) - async def run_workflow(prompt: str) -> str: - return await client.execute_workflow( - BasicLLMWorkflow.run, - prompt, - id="langsmith-basic-workflow-id", - task_queue="langsmith-basic-task-queue", - ) - - result = await run_workflow("What is Temporal?") print(f"Workflow result: {result}") + return result if __name__ == "__main__": diff --git a/langsmith_tracing/basic/worker.py b/langsmith_tracing/basic/worker.py index 140c87da..941b28c5 100644 --- a/langsmith_tracing/basic/worker.py +++ b/langsmith_tracing/basic/worker.py @@ -28,16 +28,14 @@ async def main(): add_temporal_runs=add_temporal_runs, ) - client = await Client.connect( - **config, - plugins=[plugin], - ) + client = await Client.connect(**config) worker = Worker( client, task_queue="langsmith-basic-task-queue", workflows=[BasicLLMWorkflow], activities=[call_openai], + plugins=[plugin], ) label = "with" if add_temporal_runs else "without" diff --git a/langsmith_tracing/chatbot/activities.py b/langsmith_tracing/chatbot/activities.py index 1994f792..5e979320 100644 --- a/langsmith_tracing/chatbot/activities.py +++ b/langsmith_tracing/chatbot/activities.py @@ -6,10 +6,22 @@ from langsmith import traceable from langsmith.wrappers import wrap_openai from openai import AsyncOpenAI -from openai.types.responses import Response +from pydantic import BaseModel, Field from temporalio import activity +class ToolCall(BaseModel): + call_id: str + name: str + arguments: str + + +class ChatResponse(BaseModel): + id: str + output_text: str = "" + tool_calls: list[ToolCall] = Field(default_factory=list) + + @dataclass class OpenAIRequest: model: str @@ -25,7 +37,7 @@ class OpenAIRequest: @traceable(name="Call OpenAI", run_type="llm") @activity.defn -async def call_openai(request: OpenAIRequest) -> Response: +async def call_openai(request: OpenAIRequest) -> ChatResponse: """Call OpenAI Responses API. Retries handled by Temporal, not the OpenAI client.""" # wrap_openai patches the client so each API call (e.g. responses.create) # creates its own child span with model parameters and token usage. @@ -42,4 +54,13 @@ async def call_openai(request: OpenAIRequest) -> Response: response_args["tools"] = request.tools if request.previous_response_id: response_args["previous_response_id"] = request.previous_response_id - return await client.responses.create(**response_args) + response = await client.responses.create(**response_args) + return ChatResponse( + id=response.id, + output_text=response.output_text or "", + tool_calls=[ + ToolCall(call_id=item.call_id, name=item.name, arguments=item.arguments) + for item in response.output + if item.type == "function_call" + ], + ) diff --git a/langsmith_tracing/chatbot/worker.py b/langsmith_tracing/chatbot/worker.py index 0f43e7c9..b2bd2c98 100644 --- a/langsmith_tracing/chatbot/worker.py +++ b/langsmith_tracing/chatbot/worker.py @@ -22,15 +22,14 @@ async def main(): config = ClientConfig.load_client_connect_config() config.setdefault("target_host", "localhost:7233") + plugin = LangSmithPlugin( + project_name="langsmith-chatbot", + add_temporal_runs=add_temporal_runs, + ) + client = await Client.connect( **config, data_converter=pydantic_data_converter, - plugins=[ - LangSmithPlugin( - project_name="langsmith-chatbot", - add_temporal_runs=add_temporal_runs, - ) - ], ) worker = Worker( @@ -38,6 +37,7 @@ async def main(): task_queue="langsmith-chatbot-task-queue", workflows=[ChatbotWorkflow], activities=[call_openai], + plugins=[plugin], ) label = "with" if add_temporal_runs else "without" diff --git a/langsmith_tracing/chatbot/workflows.py b/langsmith_tracing/chatbot/workflows.py index 4b25df50..47205611 100644 --- a/langsmith_tracing/chatbot/workflows.py +++ b/langsmith_tracing/chatbot/workflows.py @@ -147,25 +147,23 @@ async def _traced(): self._previous_response_id = response.id tool_results = [] - for item in response.output: - if item.type != "function_call": - continue - args = json.loads(item.arguments) - if item.name == "save_note": + for tc in response.tool_calls: + args = json.loads(tc.arguments) + if tc.name == "save_note": result = self._save_note(args["name"], args["content"]) tool_results.append( { "type": "function_call_output", - "call_id": item.call_id, + "call_id": tc.call_id, "output": result, } ) - elif item.name == "read_note": + elif tc.name == "read_note": result = self._read_note(args["name"]) tool_results.append( { "type": "function_call_output", - "call_id": item.call_id, + "call_id": tc.call_id, "output": result, } ) diff --git a/tests/langsmith_tracing/helpers.py b/tests/langsmith_tracing/helpers.py index 6742a60f..afd3d1c4 100644 --- a/tests/langsmith_tracing/helpers.py +++ b/tests/langsmith_tracing/helpers.py @@ -1,33 +1,8 @@ """Shared test helpers for LangSmith tracing tests.""" -from openai.types.responses import Response -from openai.types.responses.response_output_message import ResponseOutputMessage -from openai.types.responses.response_output_text import ResponseOutputText +from langsmith_tracing.chatbot.activities import ChatResponse -def make_text_response(text: str) -> Response: - """Build a minimal OpenAI Response with a text output.""" - return Response.model_construct( - id="resp_mock", - created_at=0.0, - model="gpt-4o-mini", - object="response", - output=[ - ResponseOutputMessage.model_construct( - id="msg_mock", - type="message", - role="assistant", - status="completed", - content=[ - ResponseOutputText.model_construct( - type="output_text", - text=text, - annotations=[], - ) - ], - ) - ], - parallel_tool_calls=False, - tool_choice="auto", - tools=[], - ) +def make_text_response(text: str) -> ChatResponse: + """Build a minimal ChatResponse with a text output.""" + return ChatResponse(id="resp_mock", output_text=text) diff --git a/tests/langsmith_tracing/test_chatbot.py b/tests/langsmith_tracing/test_chatbot.py index f7845217..2febb654 100644 --- a/tests/langsmith_tracing/test_chatbot.py +++ b/tests/langsmith_tracing/test_chatbot.py @@ -1,42 +1,29 @@ import json import uuid -from openai.types.responses import Response -from openai.types.responses.response_function_tool_call import ( - ResponseFunctionToolCall, -) from temporalio import activity from temporalio.client import Client from temporalio.contrib.langsmith import LangSmithPlugin from temporalio.testing import WorkflowEnvironment from temporalio.worker import Worker -from langsmith_tracing.chatbot.activities import OpenAIRequest +from langsmith_tracing.chatbot.activities import ChatResponse, OpenAIRequest, ToolCall from langsmith_tracing.chatbot.workflows import ChatbotWorkflow from tests.langsmith_tracing.helpers import make_text_response def _make_function_call_response( name: str, arguments: dict, call_id: str = "call_123" -) -> Response: - return Response.model_construct( +) -> ChatResponse: + return ChatResponse( id="resp_tool", - created_at=0.0, - model="gpt-4o-mini", - object="response", - output=[ - ResponseFunctionToolCall.model_construct( - id="fc_mock", - type="function_call", + tool_calls=[ + ToolCall( + call_id=call_id, name=name, arguments=json.dumps(arguments), - call_id=call_id, - status="completed", ) ], - parallel_tool_calls=False, - tool_choice="auto", - tools=[], ) @@ -45,7 +32,7 @@ async def test_chatbot_save_note(client: Client, env: WorkflowEnvironment): call_count = 0 @activity.defn(name="call_openai") - async def mock_call_openai(request: OpenAIRequest) -> Response: + async def mock_call_openai(request: OpenAIRequest) -> ChatResponse: nonlocal call_count call_count += 1 if call_count == 1: @@ -86,7 +73,7 @@ async def test_chatbot_read_note(client: Client, env: WorkflowEnvironment): call_count = 0 @activity.defn(name="call_openai") - async def mock_call_openai(request: OpenAIRequest) -> Response: + async def mock_call_openai(request: OpenAIRequest) -> ChatResponse: nonlocal call_count call_count += 1 if call_count == 1: From 57b104e675582c2906946e43e66d28bcb1bc324e Mon Sep 17 00:00:00 2001 From: Alex Mazzeo Date: Mon, 27 Apr 2026 14:47:05 -0700 Subject: [PATCH 68/68] Nexus samples: use business IDs for workflow IDs (#297) * Nexus samples: use business IDs for workflow IDs. Stop using the Nexus request ID (nexus_cancel) or bare uuid4 (hello_nexus, nexus_multiple_args) as the backing workflow ID. Build a meaningful business ID from the operation input and append a uuid4 suffix for uniqueness. Co-Authored-By: Claude Opus 4.7 (1M context) * remove UUID from the nexus sample workflow ids to better communicate intent --------- Co-authored-by: Claude Opus 4.7 (1M context) --- hello_nexus/handler/service_handler.py | 4 +--- nexus_cancel/handler/service_handler.py | 7 ++++--- nexus_multiple_args/handler/service_handler.py | 4 +--- 3 files changed, 6 insertions(+), 9 deletions(-) diff --git a/hello_nexus/handler/service_handler.py b/hello_nexus/handler/service_handler.py index 1295abd1..812a5c5d 100644 --- a/hello_nexus/handler/service_handler.py +++ b/hello_nexus/handler/service_handler.py @@ -4,8 +4,6 @@ from __future__ import annotations -import uuid - import nexusrpc from temporalio import nexus @@ -33,7 +31,7 @@ async def my_workflow_run_operation( return await ctx.start_workflow( WorkflowStartedByNexusOperation.run, input, - id=str(uuid.uuid4()), + id=f"hello-nexus-workflow-{input.name}", ) # This is a Nexus operation that responds synchronously to all requests. That means diff --git a/nexus_cancel/handler/service_handler.py b/nexus_cancel/handler/service_handler.py index 92868510..5d75e8a6 100644 --- a/nexus_cancel/handler/service_handler.py +++ b/nexus_cancel/handler/service_handler.py @@ -1,8 +1,9 @@ """ Nexus service handler for the cancellation sample. -The hello operation is backed by a workflow, using the Nexus request ID as the -workflow ID for idempotency across retries. +The hello operation is backed by a workflow whose ID is derived from the +operation input (name + language), giving each fan-out branch a distinct, +meaningful business ID. """ from __future__ import annotations @@ -23,5 +24,5 @@ async def hello( return await ctx.start_workflow( HelloHandlerWorkflow.run, input, - id=ctx.request_id, + id=f"hello-handler-{input.name}-{input.language.name}", ) diff --git a/nexus_multiple_args/handler/service_handler.py b/nexus_multiple_args/handler/service_handler.py index c2ddfb92..8c00ee31 100644 --- a/nexus_multiple_args/handler/service_handler.py +++ b/nexus_multiple_args/handler/service_handler.py @@ -1,7 +1,5 @@ from __future__ import annotations -import uuid - import nexusrpc from temporalio import nexus @@ -32,7 +30,7 @@ async def hello( input.name, # First argument: name input.language, # Second argument: language ], - id=str(uuid.uuid4()), + id=f"hello-multi-args-{input.name}-{input.language}", )