From b4d763bd0d7541bb09e860ed096dfa1c179c9c6c Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Fri, 25 Jul 2025 07:34:19 -0700 Subject: [PATCH 01/12] update for plugins --- openai_agents/run_worker.py | 61 ++++++++++++++++++------------------- 1 file changed, 29 insertions(+), 32 deletions(-) diff --git a/openai_agents/run_worker.py b/openai_agents/run_worker.py index 9dbaef91..123d4a28 100644 --- a/openai_agents/run_worker.py +++ b/openai_agents/run_worker.py @@ -5,13 +5,11 @@ from temporalio.client import Client from temporalio.contrib.openai_agents import ( - ModelActivity, ModelActivityParameters, - OpenAIAgentsTracingInterceptor, - set_open_ai_agent_temporal_overrides, + OpenAIAgentsPlugin ) -from temporalio.contrib.pydantic import pydantic_data_converter from temporalio.worker import Worker +from temporalio.client import ClientConfig from openai_agents.workflows.agents_as_tools_workflow import AgentsAsToolsWorkflow from openai_agents.workflows.customer_service_workflow import CustomerServiceWorkflow @@ -22,34 +20,33 @@ 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__": From ef7a00df82e0a6ef0d698b19f6fd8686e81cde66 Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Fri, 25 Jul 2025 07:40:16 -0700 Subject: [PATCH 02/12] formatting --- openai_agents/run_worker.py | 12 ++++-------- 1 file changed, 4 insertions(+), 8 deletions(-) diff --git a/openai_agents/run_worker.py b/openai_agents/run_worker.py index 123d4a28..0f3f3e5e 100644 --- a/openai_agents/run_worker.py +++ b/openai_agents/run_worker.py @@ -3,13 +3,9 @@ import asyncio from datetime import timedelta -from temporalio.client import Client -from temporalio.contrib.openai_agents import ( - ModelActivityParameters, - OpenAIAgentsPlugin -) +from temporalio.client import Client, ClientConfig +from temporalio.contrib.openai_agents import ModelActivityParameters, OpenAIAgentsPlugin from temporalio.worker import Worker -from temporalio.client import ClientConfig from openai_agents.workflows.agents_as_tools_workflow import AgentsAsToolsWorkflow from openai_agents.workflows.customer_service_workflow import CustomerServiceWorkflow @@ -26,10 +22,10 @@ async def main(): plugins=[ OpenAIAgentsPlugin( model_params=ModelActivityParameters( - start_to_close_timeout=timedelta(seconds=120) + start_to_close_timeout=timedelta(seconds=120) ) ), - ] + ], ) worker = Worker( From 38375caed75c0cdeb44a18341eb83dc684537f3f Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Sat, 26 Jul 2025 10:03:52 -0700 Subject: [PATCH 03/12] reference main branch --- pyproject.toml | 4 +- uv.lock | 212 +++++++++++++++++++++++++++++++++++++++++++------ 2 files changed, 189 insertions(+), 27 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 620bbc52..51468517 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -55,8 +55,8 @@ 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++++-- openai_agents/run_hello_world_workflow.py | 6 ++++-- openai_agents/run_research_workflow.py | 6 ++++-- openai_agents/run_tools_workflow.py | 6 ++++-- 5 files changed, 20 insertions(+), 10 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 From c1579413620424a1433cf39f466deb151c459966 Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Sat, 26 Jul 2025 11:03:07 -0700 Subject: [PATCH 06/12] move around samples --- openai_agents/README.md | 42 +++++++++++++++---- .../run_agents_as_tools_workflow.py | 4 +- openai_agents/agent_patterns/run_worker.py | 39 +++++++++++++++++ .../workflows/agents_as_tools_workflow.py | 0 .../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 +- .../customer_service.py | 0 .../run_customer_service_client.py | 2 +- openai_agents/customer_service/run_worker.py | 39 +++++++++++++++++ .../workflows/customer_service_workflow.py | 2 +- .../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 23 files changed, 165 insertions(+), 30 deletions(-) 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%) 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%) 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%) 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..84af1e82 100644 --- a/openai_agents/README.md +++ b/openai_agents/README.md @@ -25,7 +25,7 @@ This approach ensures that AI agent workflows are durable, observable, and can h 1. **Start the worker** (supports all samples): ```bash - uv run openai_agents/run_worker.py + uv run openai_agents/basic/run_worker.py ``` 2. **Run individual samples** in separate terminals: @@ -34,29 +34,53 @@ This approach ensures that AI agent workflows are durable, observable, and can h - **Hello World Agent** - Simple agent that responds in haikus: ```bash - uv run openai_agents/run_hello_world_workflow.py + 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/run_tools_workflow.py + uv run openai_agents/basic/run_tools_workflow.py + ``` + +### Agent Patterns + +Start the worker: + + ```bash + uv run openai_agents/agent_patterns/run_worker.py + ``` + +- **Agents as Tools** - Demonstrate using agents as tools within other agents: + + ```bash + uv run openai_agents/agent_patterns/run_agents_as_tools_workflow.py ``` ### Advanced Multi-Agent Examples - **Research Workflow** - Multi-agent research system with specialized roles: + + Start the worker: + + ```bash + uv run openai_agents/research_bot/run_worker.py + ``` + ```bash - uv run openai_agents/run_research_workflow.py + uv run openai_agents/research_bot/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: + Start the worker: + + ```bash + uv run openai_agents/customer_service/run_worker.py + ``` + ```bash - uv run openai_agents/run_agents_as_tools_workflow.py + uv run openai_agents/customer_service/run_customer_service_client.py --conversation-id my-conversation-123 ``` + 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..3dc336f1 --- /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=120) + ) + ), + ], + ) + + 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/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/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..4062148e --- /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=120) + ) + ), + ], + ) + + 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/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 815c14be146a479e36d7c68dad4211413639b1be Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Sat, 26 Jul 2025 11:22:29 -0700 Subject: [PATCH 07/12] update README files --- openai_agents/README.md | 66 ++++------------------- openai_agents/agent_patterns/README.md | 68 ++++++++++++++++++++++++ openai_agents/basic/README.md | 25 +++++++++ openai_agents/customer_service/README.md | 21 ++++++++ openai_agents/research_bot/README.md | 35 ++++++++++++ 5 files changed, 159 insertions(+), 56 deletions(-) create mode 100644 openai_agents/agent_patterns/README.md create mode 100644 openai_agents/basic/README.md create mode 100644 openai_agents/customer_service/README.md create mode 100644 openai_agents/research_bot/README.md diff --git a/openai_agents/README.md b/openai_agents/README.md index 84af1e82..4eba715a 100644 --- a/openai_agents/README.md +++ b/openai_agents/README.md @@ -21,66 +21,20 @@ 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/basic/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. -### Basic Agent Examples +### [Agent Patterns](./agent_patterns/README.md) +Advanced patterns for agent composition, including using agents as tools within other agents. -- **Hello World Agent** - Simple agent that responds in haikus: - ```bash - uv run openai_agents/basic/run_hello_world_workflow.py - ``` +### [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. -- **Tools Agent** - Agent with access to external tools (weather API): - ```bash - uv run openai_agents/basic/run_tools_workflow.py - ``` - -### Agent Patterns - -Start the worker: - - ```bash - uv run openai_agents/agent_patterns/run_worker.py - ``` - -- **Agents as Tools** - Demonstrate using agents as tools within other agents: - - ```bash - uv run openai_agents/agent_patterns/run_agents_as_tools_workflow.py - ``` - -### Advanced Multi-Agent Examples - -- **Research Workflow** - Multi-agent research system with specialized roles: - - Start the worker: - - ```bash - uv run openai_agents/research_bot/run_worker.py - ``` - - ```bash - uv run openai_agents/research_bot/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): - - Start the worker: - - ```bash - uv run openai_agents/customer_service/run_worker.py - ``` - - ```bash - uv run openai_agents/customer_service/run_customer_service_client.py --conversation-id my-conversation-123 - ``` +### [Customer Service](./customer_service/README.md) +Interactive customer service agent with escalation capabilities, demonstrating conversational workflows. 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/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/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/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 From 6c9213f07c8c56b0d40ef3a95002064f9987f70a Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Sat, 26 Jul 2025 11:27:22 -0700 Subject: [PATCH 08/12] formatting update --- openai_agents/README.md | 12 ++++-------- 1 file changed, 4 insertions(+), 8 deletions(-) diff --git a/openai_agents/README.md b/openai_agents/README.md index 4eba715a..72433b1a 100644 --- a/openai_agents/README.md +++ b/openai_agents/README.md @@ -25,16 +25,12 @@ This approach ensures that AI agent workflows are durable, observable, and can h Each directory contains a complete example with its own README for detailed instructions: -### [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. +- **[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. +- **[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. +- **[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. +- **[Customer Service](./customer_service/README.md)** - Interactive customer service agent with escalation capabilities, demonstrating conversational workflows. From 923a91961a0493f35bc1da067e05bd0099351453 Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Sat, 26 Jul 2025 11:27:58 -0700 Subject: [PATCH 09/12] formatting --- openai_agents/README.md | 3 --- 1 file changed, 3 deletions(-) diff --git a/openai_agents/README.md b/openai_agents/README.md index 72433b1a..96975ec2 100644 --- a/openai_agents/README.md +++ b/openai_agents/README.md @@ -26,11 +26,8 @@ This approach ensures that AI agent workflows are durable, observable, and can h Each directory contains a complete example with its own README for detailed instructions: - **[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. From 396fb5c8714db053e572bcdcb1099f247c5595e5 Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Sat, 26 Jul 2025 11:32:32 -0700 Subject: [PATCH 10/12] timeout adjustments --- openai_agents/agent_patterns/run_worker.py | 2 +- openai_agents/customer_service/run_worker.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/openai_agents/agent_patterns/run_worker.py b/openai_agents/agent_patterns/run_worker.py index 3dc336f1..3ca0eda2 100644 --- a/openai_agents/agent_patterns/run_worker.py +++ b/openai_agents/agent_patterns/run_worker.py @@ -19,7 +19,7 @@ async def main(): plugins=[ OpenAIAgentsPlugin( model_params=ModelActivityParameters( - start_to_close_timeout=timedelta(seconds=120) + start_to_close_timeout=timedelta(seconds=30) ) ), ], diff --git a/openai_agents/customer_service/run_worker.py b/openai_agents/customer_service/run_worker.py index 4062148e..b82f6919 100644 --- a/openai_agents/customer_service/run_worker.py +++ b/openai_agents/customer_service/run_worker.py @@ -19,7 +19,7 @@ async def main(): plugins=[ OpenAIAgentsPlugin( model_params=ModelActivityParameters( - start_to_close_timeout=timedelta(seconds=120) + start_to_close_timeout=timedelta(seconds=30) ) ), ], From b946e41d155c4b5d12013723949373ce72284594 Mon Sep 17 00:00:00 2001 From: Johann Schleier-Smith Date: Sat, 26 Jul 2025 17:28:39 -0700 Subject: [PATCH 11/12] litellm model provider --- openai_agents/model_providers/README.md | 38 +++++++++++++++++++ .../run_litellm_auto_workflow.py | 27 +++++++++++++ .../run_worker_litellm_provider.py | 37 ++++++++++++++++++ .../workflows/litellm_auto_workflow.py | 26 +++++++++++++ 4 files changed, 128 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..80139feb --- /dev/null +++ b/openai_agents/model_providers/run_litellm_auto_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.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()) \ No newline at end of file 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..0b23d474 --- /dev/null +++ b/openai_agents/model_providers/run_worker_litellm_provider.py @@ -0,0 +1,37 @@ +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()) \ No newline at end of file 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..04cf2af3 --- /dev/null +++ b/openai_agents/model_providers/workflows/litellm_auto_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 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 \ No newline at end of file From 0284ce5f858b5bd64ba6f5a0b9a21338057ce7f7 Mon Sep 17 00:00:00 2001 From: Tim Conley Date: Tue, 29 Jul 2025 16:09:18 -0700 Subject: [PATCH 12/12] Format --- openai_agents/model_providers/run_litellm_auto_workflow.py | 6 ++++-- .../model_providers/run_worker_litellm_provider.py | 6 ++++-- .../model_providers/workflows/litellm_auto_workflow.py | 3 +-- 3 files changed, 9 insertions(+), 6 deletions(-) diff --git a/openai_agents/model_providers/run_litellm_auto_workflow.py b/openai_agents/model_providers/run_litellm_auto_workflow.py index 80139feb..0e4e05f1 100644 --- a/openai_agents/model_providers/run_litellm_auto_workflow.py +++ b/openai_agents/model_providers/run_litellm_auto_workflow.py @@ -3,7 +3,9 @@ from temporalio.client import Client from temporalio.contrib.openai_agents import OpenAIAgentsPlugin -from openai_agents.model_providers.workflows.litellm_auto_workflow import LitellmAutoWorkflow +from openai_agents.model_providers.workflows.litellm_auto_workflow import ( + LitellmAutoWorkflow, +) async def main(): @@ -24,4 +26,4 @@ async def main(): if __name__ == "__main__": - asyncio.run(main()) \ No newline at end of file + 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 index 0b23d474..5eb8b8b2 100644 --- a/openai_agents/model_providers/run_worker_litellm_provider.py +++ b/openai_agents/model_providers/run_worker_litellm_provider.py @@ -6,7 +6,9 @@ from temporalio.contrib.openai_agents import ModelActivityParameters, OpenAIAgentsPlugin from temporalio.worker import Worker -from openai_agents.model_providers.workflows.litellm_auto_workflow import LitellmAutoWorkflow +from openai_agents.model_providers.workflows.litellm_auto_workflow import ( + LitellmAutoWorkflow, +) async def main(): @@ -34,4 +36,4 @@ async def main(): if __name__ == "__main__": - asyncio.run(main()) \ No newline at end of file + 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 index 04cf2af3..4a67ded4 100644 --- a/openai_agents/model_providers/workflows/litellm_auto_workflow.py +++ b/openai_agents/model_providers/workflows/litellm_auto_workflow.py @@ -1,6 +1,5 @@ from __future__ import annotations - from agents import Agent, Runner, function_tool, set_tracing_disabled from temporalio import workflow @@ -23,4 +22,4 @@ def get_weather(city: str): ) result = await Runner.run(agent, prompt) - return result.final_output \ No newline at end of file + return result.final_output