diff --git a/python/README.md b/python/README.md index 74d7052c12..80cb85e4f4 100644 --- a/python/README.md +++ b/python/README.md @@ -233,7 +233,7 @@ if __name__ == "__main__": asyncio.run(main()) ``` -For more advanced orchestration patterns including Sequential, GroupChat, Concurrent, Magentic, and Handoff orchestrations, see the [orchestration samples](samples/getting_started/workflows/orchestration). +For more advanced orchestration patterns including Sequential, Concurrent, Group Chat, Handoff, and Magentic orchestrations, see the [orchestration samples](samples/getting_started/orchestrations). ## More Examples & Samples diff --git a/python/packages/core/README.md b/python/packages/core/README.md index 30ff1b7aa4..a56badd777 100644 --- a/python/packages/core/README.md +++ b/python/packages/core/README.md @@ -213,10 +213,7 @@ if __name__ == "__main__": asyncio.run(main()) ``` -**Note**: GroupChat, Sequential, and Concurrent orchestrations are available today. See examples in: -- [python/samples/getting_started/workflows/orchestration/](https://github.com/microsoft/agent-framework/tree/main/python/samples/getting_started/workflows/orchestration) -- [group_chat_simple_selector.py](https://github.com/microsoft/agent-framework/blob/main/python/samples/getting_started/workflows/orchestration/group_chat_simple_selector.py) -- [group_chat_prompt_based_manager.py](https://github.com/microsoft/agent-framework/blob/main/python/samples/getting_started/workflows/orchestration/group_chat_prompt_based_manager.py) +**Note**: Sequential, Concurrent, Group Chat, Handoff, and Magentic orchestrations are available. See examples in [orchestration samples](../../samples/getting_started/orchestrations). ## More Examples & Samples diff --git a/python/packages/core/agent_framework/_workflows/__init__.py b/python/packages/core/agent_framework/_workflows/__init__.py index 743ae459ee..c0aa1833f5 100644 --- a/python/packages/core/agent_framework/_workflows/__init__.py +++ b/python/packages/core/agent_framework/_workflows/__init__.py @@ -20,7 +20,6 @@ WorkflowCheckpoint, ) from ._checkpoint_summary import WorkflowCheckpointSummary, get_checkpoint_summary -from ._concurrent import ConcurrentBuilder from ._const import ( DEFAULT_MAX_ITERATIONS, ) @@ -66,30 +65,6 @@ handler, ) from ._function_executor import FunctionExecutor, executor -from ._group_chat import ( - AgentBasedGroupChatOrchestrator, - GroupChatBuilder, - GroupChatState, -) -from ._handoff import HandoffAgentUserRequest, HandoffBuilder, HandoffSentEvent -from ._magentic import ( - ORCH_MSG_KIND_INSTRUCTION, - ORCH_MSG_KIND_NOTICE, - ORCH_MSG_KIND_TASK_LEDGER, - ORCH_MSG_KIND_USER_TASK, - MagenticBuilder, - MagenticContext, - MagenticManagerBase, - MagenticOrchestrator, - MagenticOrchestratorEvent, - MagenticOrchestratorEventType, - MagenticPlanReviewRequest, - MagenticPlanReviewResponse, - MagenticProgressLedger, - MagenticProgressLedgerItem, - MagenticResetSignal, - StandardMagenticManager, -) from ._orchestration_request_info import AgentRequestInfoResponse from ._orchestration_state import OrchestrationState from ._request_info_mixin import response_handler @@ -99,7 +74,6 @@ Message, RunnerContext, ) -from ._sequential import SequentialBuilder from ._validation import ( EdgeDuplicationError, GraphConnectivityError, @@ -120,11 +94,6 @@ __all__ = [ "DEFAULT_MAX_ITERATIONS", - "ORCH_MSG_KIND_INSTRUCTION", - "ORCH_MSG_KIND_NOTICE", - "ORCH_MSG_KIND_TASK_LEDGER", - "ORCH_MSG_KIND_USER_TASK", - "AgentBasedGroupChatOrchestrator", "AgentExecutor", "AgentExecutorRequest", "AgentExecutorResponse", @@ -132,7 +101,6 @@ "BaseGroupChatOrchestrator", "Case", "CheckpointStorage", - "ConcurrentBuilder", "Default", "Edge", "EdgeCondition", @@ -147,35 +115,17 @@ "FileCheckpointStorage", "FunctionExecutor", "GraphConnectivityError", - "GroupChatBuilder", "GroupChatRequestMessage", "GroupChatRequestSentEvent", "GroupChatResponseReceivedEvent", - "GroupChatState", - "HandoffAgentUserRequest", - "HandoffBuilder", - "HandoffSentEvent", "InMemoryCheckpointStorage", "InProcRunnerContext", - "MagenticBuilder", - "MagenticContext", - "MagenticManagerBase", - "MagenticOrchestrator", - "MagenticOrchestratorEvent", - "MagenticOrchestratorEventType", - "MagenticPlanReviewRequest", - "MagenticPlanReviewResponse", - "MagenticProgressLedger", - "MagenticProgressLedgerItem", - "MagenticResetSignal", "Message", "OrchestrationState", "RequestInfoEvent", "Runner", "RunnerContext", - "SequentialBuilder", "SingleEdgeGroup", - "StandardMagenticManager", "SubWorkflowRequestMessage", "SubWorkflowResponseMessage", "SuperStepCompletedEvent", diff --git a/python/packages/core/agent_framework/orchestrations/__init__.py b/python/packages/core/agent_framework/orchestrations/__init__.py new file mode 100644 index 0000000000..ac141eed72 --- /dev/null +++ b/python/packages/core/agent_framework/orchestrations/__init__.py @@ -0,0 +1,61 @@ +# Copyright (c) Microsoft. All rights reserved. + +import importlib +from typing import Any + +IMPORT_PATH = "agent_framework_orchestrations" +PACKAGE_NAME = "agent-framework-orchestrations" +_IMPORTS = [ + "__version__", + # Sequential + "SequentialBuilder", + # Concurrent + "ConcurrentBuilder", + # Handoff + "HandoffAgentExecutor", + "HandoffAgentUserRequest", + "HandoffBuilder", + "HandoffConfiguration", + "HandoffSentEvent", + # Group Chat + "AgentBasedGroupChatOrchestrator", + "AgentOrchestrationOutput", + "GroupChatBuilder", + "GroupChatOrchestrator", + "GroupChatSelectionFunction", + "GroupChatState", + # Magentic + "MAGENTIC_MANAGER_NAME", + "ORCH_MSG_KIND_INSTRUCTION", + "ORCH_MSG_KIND_NOTICE", + "ORCH_MSG_KIND_TASK_LEDGER", + "ORCH_MSG_KIND_USER_TASK", + "MagenticAgentExecutor", + "MagenticBuilder", + "MagenticContext", + "MagenticManagerBase", + "MagenticOrchestrator", + "MagenticOrchestratorEvent", + "MagenticOrchestratorEventType", + "MagenticPlanReviewRequest", + "MagenticPlanReviewResponse", + "MagenticProgressLedger", + "MagenticProgressLedgerItem", + "MagenticResetSignal", + "StandardMagenticManager", +] + + +def __getattr__(name: str) -> Any: + if name in _IMPORTS: + try: + return getattr(importlib.import_module(IMPORT_PATH), name) + except ModuleNotFoundError as exc: + raise ModuleNotFoundError( + f"The '{PACKAGE_NAME}' package is not installed, please do `pip install {PACKAGE_NAME}`" + ) from exc + raise AttributeError(f"Module {IMPORT_PATH} has no attribute {name}.") + + +def __dir__() -> list[str]: + return _IMPORTS diff --git a/python/packages/core/agent_framework/orchestrations/__init__.pyi b/python/packages/core/agent_framework/orchestrations/__init__.pyi new file mode 100644 index 0000000000..2ab4a3cc6e --- /dev/null +++ b/python/packages/core/agent_framework/orchestrations/__init__.pyi @@ -0,0 +1,141 @@ +# Copyright (c) Microsoft. All rights reserved. + +# Type stubs for lazy-loaded orchestrations module +# These re-export types from agent_framework_orchestrations + +from agent_framework_orchestrations import ( + # Magentic + MAGENTIC_MANAGER_NAME as MAGENTIC_MANAGER_NAME, +) +from agent_framework_orchestrations import ( + ORCH_MSG_KIND_INSTRUCTION as ORCH_MSG_KIND_INSTRUCTION, +) +from agent_framework_orchestrations import ( + ORCH_MSG_KIND_NOTICE as ORCH_MSG_KIND_NOTICE, +) +from agent_framework_orchestrations import ( + ORCH_MSG_KIND_TASK_LEDGER as ORCH_MSG_KIND_TASK_LEDGER, +) +from agent_framework_orchestrations import ( + ORCH_MSG_KIND_USER_TASK as ORCH_MSG_KIND_USER_TASK, +) +from agent_framework_orchestrations import ( + # Group Chat + AgentBasedGroupChatOrchestrator as AgentBasedGroupChatOrchestrator, +) +from agent_framework_orchestrations import ( + AgentOrchestrationOutput as AgentOrchestrationOutput, +) +from agent_framework_orchestrations import ( + # Concurrent + ConcurrentBuilder as ConcurrentBuilder, +) +from agent_framework_orchestrations import ( + GroupChatBuilder as GroupChatBuilder, +) +from agent_framework_orchestrations import ( + GroupChatOrchestrator as GroupChatOrchestrator, +) +from agent_framework_orchestrations import ( + GroupChatSelectionFunction as GroupChatSelectionFunction, +) +from agent_framework_orchestrations import ( + GroupChatState as GroupChatState, +) +from agent_framework_orchestrations import ( + # Handoff + HandoffAgentExecutor as HandoffAgentExecutor, +) +from agent_framework_orchestrations import ( + HandoffAgentUserRequest as HandoffAgentUserRequest, +) +from agent_framework_orchestrations import ( + HandoffBuilder as HandoffBuilder, +) +from agent_framework_orchestrations import ( + HandoffConfiguration as HandoffConfiguration, +) +from agent_framework_orchestrations import ( + HandoffSentEvent as HandoffSentEvent, +) +from agent_framework_orchestrations import ( + MagenticAgentExecutor as MagenticAgentExecutor, +) +from agent_framework_orchestrations import ( + MagenticBuilder as MagenticBuilder, +) +from agent_framework_orchestrations import ( + MagenticContext as MagenticContext, +) +from agent_framework_orchestrations import ( + MagenticManagerBase as MagenticManagerBase, +) +from agent_framework_orchestrations import ( + MagenticOrchestrator as MagenticOrchestrator, +) +from agent_framework_orchestrations import ( + MagenticOrchestratorEvent as MagenticOrchestratorEvent, +) +from agent_framework_orchestrations import ( + MagenticOrchestratorEventType as MagenticOrchestratorEventType, +) +from agent_framework_orchestrations import ( + MagenticPlanReviewRequest as MagenticPlanReviewRequest, +) +from agent_framework_orchestrations import ( + MagenticPlanReviewResponse as MagenticPlanReviewResponse, +) +from agent_framework_orchestrations import ( + MagenticProgressLedger as MagenticProgressLedger, +) +from agent_framework_orchestrations import ( + MagenticProgressLedgerItem as MagenticProgressLedgerItem, +) +from agent_framework_orchestrations import ( + MagenticResetSignal as MagenticResetSignal, +) +from agent_framework_orchestrations import ( + # Sequential + SequentialBuilder as SequentialBuilder, +) +from agent_framework_orchestrations import ( + StandardMagenticManager as StandardMagenticManager, +) +from agent_framework_orchestrations import ( + __version__ as __version__, +) + +__all__ = [ + "MAGENTIC_MANAGER_NAME", + "ORCH_MSG_KIND_INSTRUCTION", + "ORCH_MSG_KIND_NOTICE", + "ORCH_MSG_KIND_TASK_LEDGER", + "ORCH_MSG_KIND_USER_TASK", + "AgentBasedGroupChatOrchestrator", + "AgentOrchestrationOutput", + "ConcurrentBuilder", + "GroupChatBuilder", + "GroupChatOrchestrator", + "GroupChatSelectionFunction", + "GroupChatState", + "HandoffAgentExecutor", + "HandoffAgentUserRequest", + "HandoffBuilder", + "HandoffConfiguration", + "HandoffSentEvent", + "MagenticAgentExecutor", + "MagenticBuilder", + "MagenticContext", + "MagenticManagerBase", + "MagenticOrchestrator", + "MagenticOrchestratorEvent", + "MagenticOrchestratorEventType", + "MagenticPlanReviewRequest", + "MagenticPlanReviewResponse", + "MagenticProgressLedger", + "MagenticProgressLedgerItem", + "MagenticResetSignal", + "SequentialBuilder", + "StandardMagenticManager", + "__version__", +] diff --git a/python/packages/core/pyproject.toml b/python/packages/core/pyproject.toml index b68e8038dd..726c1cdcb4 100644 --- a/python/packages/core/pyproject.toml +++ b/python/packages/core/pyproject.toml @@ -55,6 +55,7 @@ all = [ "agent-framework-lab", "agent-framework-mem0", "agent-framework-ollama", + "agent-framework-orchestrations", "agent-framework-purview", "agent-framework-redis", ] diff --git a/python/packages/core/tests/workflow/test_agent_executor.py b/python/packages/core/tests/workflow/test_agent_executor.py index 86beb1d15a..cb5ed5f22f 100644 --- a/python/packages/core/tests/workflow/test_agent_executor.py +++ b/python/packages/core/tests/workflow/test_agent_executor.py @@ -12,13 +12,13 @@ ChatMessage, ChatMessageStore, Content, - SequentialBuilder, WorkflowOutputEvent, WorkflowRunState, WorkflowStatusEvent, ) from agent_framework._workflows._agent_executor import AgentExecutorResponse from agent_framework._workflows._checkpoint import InMemoryCheckpointStorage +from agent_framework.orchestrations import SequentialBuilder class _CountingAgent(BaseAgent): diff --git a/python/packages/core/tests/workflow/test_full_conversation.py b/python/packages/core/tests/workflow/test_full_conversation.py index ca882ef5f8..b7c6e0d39a 100644 --- a/python/packages/core/tests/workflow/test_full_conversation.py +++ b/python/packages/core/tests/workflow/test_full_conversation.py @@ -16,13 +16,13 @@ ChatMessage, Content, Executor, - SequentialBuilder, WorkflowBuilder, WorkflowContext, WorkflowRunState, WorkflowStatusEvent, handler, ) +from agent_framework.orchestrations import SequentialBuilder class _SimpleAgent(BaseAgent): diff --git a/python/packages/core/tests/workflow/test_workflow_kwargs.py b/python/packages/core/tests/workflow/test_workflow_kwargs.py index 3fedbf9289..798f52eacf 100644 --- a/python/packages/core/tests/workflow/test_workflow_kwargs.py +++ b/python/packages/core/tests/workflow/test_workflow_kwargs.py @@ -11,17 +11,19 @@ AgentThread, BaseAgent, ChatMessage, - ConcurrentBuilder, Content, - GroupChatBuilder, - GroupChatState, - HandoffBuilder, - SequentialBuilder, WorkflowRunState, WorkflowStatusEvent, tool, ) from agent_framework._workflows._const import WORKFLOW_RUN_KWARGS_KEY +from agent_framework.orchestrations import ( + ConcurrentBuilder, + GroupChatBuilder, + GroupChatState, + HandoffBuilder, + SequentialBuilder, +) # Track kwargs received by tools during test execution _received_kwargs: list[dict[str, Any]] = [] @@ -371,14 +373,15 @@ async def test_handoff_kwargs_flow_to_agents() -> None: async def test_magentic_kwargs_flow_to_agents() -> None: """Test that kwargs flow to agents in a magentic workflow via MagenticAgentExecutor.""" - from agent_framework import MagenticBuilder - from agent_framework._workflows._magentic import ( + from agent_framework_orchestrations._magentic import ( MagenticContext, MagenticManagerBase, MagenticProgressLedger, MagenticProgressLedgerItem, ) + from agent_framework.orchestrations import MagenticBuilder + # Create a mock manager that completes after one round class _MockManager(MagenticManagerBase): def __init__(self) -> None: @@ -422,14 +425,15 @@ async def prepare_final_answer(self, magentic_context: MagenticContext) -> ChatM async def test_magentic_kwargs_stored_in_state() -> None: """Test that kwargs are stored in State when using MagenticWorkflow.run_stream().""" - from agent_framework import MagenticBuilder - from agent_framework._workflows._magentic import ( + from agent_framework_orchestrations._magentic import ( MagenticContext, MagenticManagerBase, MagenticProgressLedger, MagenticProgressLedgerItem, ) + from agent_framework.orchestrations import MagenticBuilder + class _MockManager(MagenticManagerBase): def __init__(self) -> None: super().__init__(max_stall_count=3, max_reset_count=None, max_round_count=1) diff --git a/python/packages/devui/tests/test_helpers.py b/python/packages/devui/tests/test_helpers.py index d0d9b36b6e..69b914a497 100644 --- a/python/packages/devui/tests/test_helpers.py +++ b/python/packages/devui/tests/test_helpers.py @@ -27,13 +27,12 @@ ChatMessage, ChatResponse, ChatResponseUpdate, - ConcurrentBuilder, Content, - SequentialBuilder, use_chat_middleware, ) from agent_framework._clients import TOptions_co from agent_framework._workflows._agent_executor import AgentExecutorResponse +from agent_framework.orchestrations import ConcurrentBuilder, SequentialBuilder if sys.version_info >= (3, 12): from typing import override # type: ignore # pragma: no cover diff --git a/python/packages/devui/tests/test_mapper.py b/python/packages/devui/tests/test_mapper.py index 70bf44b773..faae9b0673 100644 --- a/python/packages/devui/tests/test_mapper.py +++ b/python/packages/devui/tests/test_mapper.py @@ -437,20 +437,20 @@ async def test_workflow_status_event(mapper: MessageMapper, test_request: AgentF # ============================================================================= -# Magentic Event Tests - Testing REAL AgentRunUpdateEvent with additional_properties +# Magentic Event Tests - Testing WorkflowOutputEvent with additional_properties # ============================================================================= async def test_magentic_agent_run_update_event_with_agent_delta_metadata( mapper: MessageMapper, test_request: AgentFrameworkRequest ) -> None: - """Test that AgentRunUpdateEvent with magentic_event_type='agent_delta' is handled correctly. + """Test that WorkflowOutputEvent with magentic_event_type='agent_delta' is handled correctly. This tests the ACTUAL event format Magentic emits - not a fake MagenticAgentDeltaEvent class. - Magentic uses AgentRunUpdateEvent with additional_properties containing magentic_event_type. + Magentic uses WorkflowOutputEvent wrapping AgentResponseUpdate with additional_properties. """ from agent_framework._types import AgentResponseUpdate - from agent_framework._workflows._events import AgentRunUpdateEvent + from agent_framework._workflows._events import WorkflowOutputEvent # Create the REAL event format that Magentic emits update = AgentResponseUpdate( @@ -462,11 +462,11 @@ async def test_magentic_agent_run_update_event_with_agent_delta_metadata( "agent_id": "writer_agent", }, ) - event = AgentRunUpdateEvent(executor_id="magentic_executor", data=update) + event = WorkflowOutputEvent(executor_id="magentic_executor", data=update) events = await mapper.convert_event(event, test_request) - # Should be treated as a regular AgentRunUpdateEvent with text content + # Should be treated as a regular WorkflowOutputEvent with text content # The mapper should emit text delta events assert len(events) >= 1 text_events = [e for e in events if getattr(e, "type", "") == "response.output_text.delta"] @@ -475,13 +475,13 @@ async def test_magentic_agent_run_update_event_with_agent_delta_metadata( async def test_magentic_orchestrator_message_event(mapper: MessageMapper, test_request: AgentFrameworkRequest) -> None: - """Test that AgentRunUpdateEvent with magentic_event_type='orchestrator_message' is handled. + """Test that WorkflowOutputEvent with magentic_event_type='orchestrator_message' is handled. - Magentic emits orchestrator planning/instruction messages using AgentRunUpdateEvent - with additional_properties containing magentic_event_type='orchestrator_message'. + Magentic emits orchestrator planning/instruction messages using WorkflowOutputEvent + wrapping AgentResponseUpdate with additional_properties. """ from agent_framework._types import AgentResponseUpdate - from agent_framework._workflows._events import AgentRunUpdateEvent + from agent_framework._workflows._events import WorkflowOutputEvent # Create orchestrator message event (REAL format from Magentic) update = AgentResponseUpdate( @@ -494,11 +494,11 @@ async def test_magentic_orchestrator_message_event(mapper: MessageMapper, test_r "orchestrator_id": "magentic_orchestrator", }, ) - event = AgentRunUpdateEvent(executor_id="magentic_orchestrator", data=update) + event = WorkflowOutputEvent(executor_id="magentic_orchestrator", data=update) events = await mapper.convert_event(event, test_request) - # Currently, mapper treats this as regular AgentRunUpdateEvent (no special handling) + # Currently, mapper treats this as regular WorkflowOutputEvent (no special handling) # This test documents the current behavior assert len(events) >= 1 text_events = [e for e in events if getattr(e, "type", "") == "response.output_text.delta"] @@ -509,15 +509,15 @@ async def test_magentic_orchestrator_message_event(mapper: MessageMapper, test_r async def test_magentic_events_use_same_event_class_as_other_workflows( mapper: MessageMapper, test_request: AgentFrameworkRequest ) -> None: - """Verify Magentic uses the same AgentRunUpdateEvent class as other workflows. + """Verify Magentic uses the same WorkflowOutputEvent class as other workflows. This test documents that Magentic does NOT define separate event classes like - MagenticAgentDeltaEvent - it reuses AgentRunUpdateEvent with metadata in + MagenticAgentDeltaEvent - it reuses WorkflowOutputEvent with metadata in additional_properties. Any mapper code checking for 'MagenticAgentDeltaEvent' class names is dead code. """ from agent_framework._types import AgentResponseUpdate - from agent_framework._workflows._events import AgentRunUpdateEvent + from agent_framework._workflows._events import WorkflowOutputEvent # Create events the way different workflows do it # 1. Regular workflow (no additional_properties) @@ -525,7 +525,7 @@ class names is dead code. contents=[Content.from_text(text="Regular workflow response")], role="assistant", ) - regular_event = AgentRunUpdateEvent(executor_id="regular_executor", data=regular_update) + regular_event = WorkflowOutputEvent(executor_id="regular_executor", data=regular_update) # 2. Magentic workflow (with additional_properties) magentic_update = AgentResponseUpdate( @@ -533,12 +533,12 @@ class names is dead code. role="assistant", additional_properties={"magentic_event_type": "agent_delta"}, ) - magentic_event = AgentRunUpdateEvent(executor_id="magentic_executor", data=magentic_update) + magentic_event = WorkflowOutputEvent(executor_id="magentic_executor", data=magentic_update) # Both should be the SAME class assert type(regular_event) is type(magentic_event) - assert isinstance(regular_event, AgentRunUpdateEvent) - assert isinstance(magentic_event, AgentRunUpdateEvent) + assert isinstance(regular_event, WorkflowOutputEvent) + assert isinstance(magentic_event, WorkflowOutputEvent) # Both should be handled by the same isinstance check in mapper regular_events = await mapper.convert_event(regular_event, test_request) diff --git a/python/packages/orchestrations/LICENSE b/python/packages/orchestrations/LICENSE new file mode 100644 index 0000000000..9e841e7a26 --- /dev/null +++ b/python/packages/orchestrations/LICENSE @@ -0,0 +1,21 @@ + MIT License + + Copyright (c) Microsoft Corporation. + + Permission is hereby granted, free of charge, to any person obtaining a copy + of this software and associated documentation files (the "Software"), to deal + in the Software without restriction, including without limitation the rights + to use, copy, modify, merge, publish, distribute, sublicense, and/or sell + copies of the Software, and to permit persons to whom the Software is + furnished to do so, subject to the following conditions: + + The above copyright notice and this permission notice shall be included in all + copies or substantial portions of the Software. + + THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + SOFTWARE diff --git a/python/packages/orchestrations/README.md b/python/packages/orchestrations/README.md new file mode 100644 index 0000000000..68ddebe267 --- /dev/null +++ b/python/packages/orchestrations/README.md @@ -0,0 +1,88 @@ +# Agent Framework Orchestrations + +Orchestration patterns for Microsoft Agent Framework. This package provides high-level builders for common multi-agent workflow patterns. + +## Installation + +```bash +pip install agent-framework-orchestrations +``` + +## Orchestration Patterns + +### SequentialBuilder + +Chain agents/executors in sequence, passing conversation context along: + +```python +from agent_framework_orchestrations import SequentialBuilder + +workflow = SequentialBuilder().participants([agent1, agent2, agent3]).build() +``` + +### ConcurrentBuilder + +Fan-out to multiple agents in parallel, then aggregate results: + +```python +from agent_framework_orchestrations import ConcurrentBuilder + +workflow = ConcurrentBuilder().participants([agent1, agent2, agent3]).build() +``` + +### HandoffBuilder + +Decentralized agent routing where agents decide handoff targets: + +```python +from agent_framework_orchestrations import HandoffBuilder + +workflow = ( + HandoffBuilder() + .participants([triage, billing, support]) + .with_start_agent(triage) + .build() +) +``` + +### GroupChatBuilder + +Orchestrator-directed multi-agent conversations: + +```python +from agent_framework_orchestrations import GroupChatBuilder + +workflow = ( + GroupChatBuilder() + .with_orchestrator(selection_func=my_selector) + .participants([agent1, agent2]) + .build() +) +``` + +### MagenticBuilder + +Sophisticated multi-agent orchestration using the Magentic One pattern: + +```python +from agent_framework_orchestrations import MagenticBuilder + +workflow = ( + MagenticBuilder() + .participants([researcher, writer, reviewer]) + .with_manager(agent=manager_agent) + .build() +) +``` + +## Usage with agent_framework + +You can also import orchestrations through the main agent_framework package: + +```python +from agent_framework.orchestrations import SequentialBuilder, ConcurrentBuilder +``` + +## Documentation + +For more information, see the [Agent Framework documentation](https://aka.ms/agent-framework). diff --git a/python/packages/orchestrations/agent_framework_orchestrations/__init__.py b/python/packages/orchestrations/agent_framework_orchestrations/__init__.py new file mode 100644 index 0000000000..75c8c8de61 --- /dev/null +++ b/python/packages/orchestrations/agent_framework_orchestrations/__init__.py @@ -0,0 +1,91 @@ +# Copyright (c) Microsoft. All rights reserved. + +"""Orchestration patterns for Microsoft Agent Framework. + +This package provides high-level builders for common multi-agent workflow patterns: +- SequentialBuilder: Chain agents in sequence +- ConcurrentBuilder: Fan-out to multiple agents in parallel +- HandoffBuilder: Decentralized agent routing +- GroupChatBuilder: Orchestrator-directed multi-agent conversations +- MagenticBuilder: Magentic One pattern for sophisticated multi-agent orchestration +""" + +import importlib.metadata + +try: + __version__ = importlib.metadata.version(__name__) +except importlib.metadata.PackageNotFoundError: + __version__ = "0.0.0" # Fallback for development mode + +from ._concurrent import ConcurrentBuilder +from ._group_chat import ( + AgentBasedGroupChatOrchestrator, + AgentOrchestrationOutput, + GroupChatBuilder, + GroupChatOrchestrator, + GroupChatSelectionFunction, + GroupChatState, +) +from ._handoff import ( + HandoffAgentExecutor, + HandoffAgentUserRequest, + HandoffBuilder, + HandoffConfiguration, + HandoffSentEvent, +) +from ._magentic import ( + MAGENTIC_MANAGER_NAME, + ORCH_MSG_KIND_INSTRUCTION, + ORCH_MSG_KIND_NOTICE, + ORCH_MSG_KIND_TASK_LEDGER, + ORCH_MSG_KIND_USER_TASK, + MagenticAgentExecutor, + MagenticBuilder, + MagenticContext, + MagenticManagerBase, + MagenticOrchestrator, + MagenticOrchestratorEvent, + MagenticOrchestratorEventType, + MagenticPlanReviewRequest, + MagenticPlanReviewResponse, + MagenticProgressLedger, + MagenticProgressLedgerItem, + MagenticResetSignal, + StandardMagenticManager, +) +from ._sequential import SequentialBuilder + +__all__ = [ + "MAGENTIC_MANAGER_NAME", + "ORCH_MSG_KIND_INSTRUCTION", + "ORCH_MSG_KIND_NOTICE", + "ORCH_MSG_KIND_TASK_LEDGER", + "ORCH_MSG_KIND_USER_TASK", + "AgentBasedGroupChatOrchestrator", + "AgentOrchestrationOutput", + "ConcurrentBuilder", + "GroupChatBuilder", + "GroupChatOrchestrator", + "GroupChatSelectionFunction", + "GroupChatState", + "HandoffAgentExecutor", + "HandoffAgentUserRequest", + "HandoffBuilder", + "HandoffConfiguration", + "HandoffSentEvent", + "MagenticAgentExecutor", + "MagenticBuilder", + "MagenticContext", + "MagenticManagerBase", + "MagenticOrchestrator", + "MagenticOrchestratorEvent", + "MagenticOrchestratorEventType", + "MagenticPlanReviewRequest", + "MagenticPlanReviewResponse", + "MagenticProgressLedger", + "MagenticProgressLedgerItem", + "MagenticResetSignal", + "SequentialBuilder", + "StandardMagenticManager", + "__version__", +] diff --git a/python/packages/core/agent_framework/_workflows/_concurrent.py b/python/packages/orchestrations/agent_framework_orchestrations/_concurrent.py similarity index 96% rename from python/packages/core/agent_framework/_workflows/_concurrent.py rename to python/packages/orchestrations/agent_framework_orchestrations/_concurrent.py index 11b97a9706..d426afd415 100644 --- a/python/packages/core/agent_framework/_workflows/_concurrent.py +++ b/python/packages/orchestrations/agent_framework_orchestrations/_concurrent.py @@ -6,19 +6,17 @@ from collections.abc import Callable, Sequence from typing import Any -from typing_extensions import Never - from agent_framework import AgentProtocol, ChatMessage - -from ._agent_executor import AgentExecutor, AgentExecutorRequest, AgentExecutorResponse -from ._agent_utils import resolve_agent_id -from ._checkpoint import CheckpointStorage -from ._executor import Executor, handler -from ._message_utils import normalize_messages_input -from ._orchestration_request_info import AgentApprovalExecutor -from ._workflow import Workflow -from ._workflow_builder import WorkflowBuilder -from ._workflow_context import WorkflowContext +from agent_framework._workflows._agent_executor import AgentExecutor, AgentExecutorRequest, AgentExecutorResponse +from agent_framework._workflows._agent_utils import resolve_agent_id +from agent_framework._workflows._checkpoint import CheckpointStorage +from agent_framework._workflows._executor import Executor, handler +from agent_framework._workflows._message_utils import normalize_messages_input +from agent_framework._workflows._orchestration_request_info import AgentApprovalExecutor +from agent_framework._workflows._workflow import Workflow +from agent_framework._workflows._workflow_builder import WorkflowBuilder +from agent_framework._workflows._workflow_context import WorkflowContext +from typing_extensions import Never logger = logging.getLogger(__name__) @@ -198,7 +196,7 @@ class ConcurrentBuilder: .. code-block:: python - from agent_framework import ConcurrentBuilder + from agent_framework_orchestrations import ConcurrentBuilder # Minimal: use default aggregator (returns list[ChatMessage]) workflow = ConcurrentBuilder().participants([agent1, agent2, agent3]).build() @@ -483,7 +481,7 @@ def with_request_info( Returns: Self for fluent chaining """ - from ._orchestration_request_info import resolve_request_info_filter + from agent_framework._workflows._orchestration_request_info import resolve_request_info_filter self._request_info_enabled = True self._request_info_filter = resolve_request_info_filter(list(agents) if agents else None) diff --git a/python/packages/core/agent_framework/_workflows/_group_chat.py b/python/packages/orchestrations/agent_framework_orchestrations/_group_chat.py similarity index 96% rename from python/packages/core/agent_framework/_workflows/_group_chat.py rename to python/packages/orchestrations/agent_framework_orchestrations/_group_chat.py index 566a090b67..5fb5d9db17 100644 --- a/python/packages/core/agent_framework/_workflows/_group_chat.py +++ b/python/packages/orchestrations/agent_framework_orchestrations/_group_chat.py @@ -26,15 +26,12 @@ from dataclasses import dataclass from typing import Any, ClassVar, cast, overload -from pydantic import BaseModel, Field -from typing_extensions import Never - -from .._agents import AgentProtocol, ChatAgent -from .._threads import AgentThread -from .._types import ChatMessage -from ._agent_executor import AgentExecutor, AgentExecutorRequest, AgentExecutorResponse -from ._agent_utils import resolve_agent_id -from ._base_group_chat_orchestrator import ( +from agent_framework import AgentProtocol, ChatAgent +from agent_framework._threads import AgentThread +from agent_framework._types import ChatMessage +from agent_framework._workflows._agent_executor import AgentExecutor, AgentExecutorRequest, AgentExecutorResponse +from agent_framework._workflows._agent_utils import resolve_agent_id +from agent_framework._workflows._base_group_chat_orchestrator import ( BaseGroupChatOrchestrator, GroupChatParticipantMessage, GroupChatRequestMessage, @@ -43,13 +40,15 @@ ParticipantRegistry, TerminationCondition, ) -from ._checkpoint import CheckpointStorage -from ._conversation_state import decode_chat_messages, encode_chat_messages -from ._executor import Executor -from ._orchestration_request_info import AgentApprovalExecutor -from ._workflow import Workflow -from ._workflow_builder import WorkflowBuilder -from ._workflow_context import WorkflowContext +from agent_framework._workflows._checkpoint import CheckpointStorage +from agent_framework._workflows._conversation_state import decode_chat_messages, encode_chat_messages +from agent_framework._workflows._executor import Executor +from agent_framework._workflows._orchestration_request_info import AgentApprovalExecutor +from agent_framework._workflows._workflow import Workflow +from agent_framework._workflows._workflow_builder import WorkflowBuilder +from agent_framework._workflows._workflow_context import WorkflowContext +from pydantic import BaseModel, Field +from typing_extensions import Never if sys.version_info >= (3, 12): from typing import override # type: ignore # pragma: no cover @@ -134,7 +133,7 @@ def __init__( Example: .. code-block:: python - from agent_framework import GroupChatOrchestrator + from agent_framework_orchestrations import GroupChatOrchestrator async def round_robin_selector(state: GroupChatState) -> str: @@ -641,7 +640,7 @@ def with_orchestrator( Example: .. code-block:: python - from agent_framework import GroupChatBuilder + from agent_framework_orchestrations import GroupChatBuilder orchestrator = CustomGroupChatOrchestrator(...) @@ -726,7 +725,7 @@ def participants(self, participants: Sequence[AgentProtocol | Executor]) -> "Gro .. code-block:: python - from agent_framework import GroupChatBuilder + from agent_framework_orchestrations import GroupChatBuilder workflow = ( GroupChatBuilder() @@ -781,7 +780,8 @@ def with_termination_condition(self, termination_condition: TerminationCondition .. code-block:: python - from agent_framework import ChatMessage, GroupChatBuilder, Role + from agent_framework import ChatMessage + from agent_framework_orchestrations import GroupChatBuilder def stop_after_two_calls(conversation: list[ChatMessage]) -> bool: @@ -840,7 +840,8 @@ def with_checkpointing(self, checkpoint_storage: CheckpointStorage) -> "GroupCha .. code-block:: python - from agent_framework import GroupChatBuilder, MemoryCheckpointStorage + from agent_framework import MemoryCheckpointStorage + from agent_framework_orchestrations import GroupChatBuilder storage = MemoryCheckpointStorage() workflow = ( @@ -876,7 +877,7 @@ def with_request_info(self, *, agents: Sequence[str | AgentProtocol] | None = No Returns: Self for fluent chaining """ - from ._orchestration_request_info import resolve_request_info_filter + from agent_framework._workflows._orchestration_request_info import resolve_request_info_filter self._request_info_enabled = True self._request_info_filter = resolve_request_info_filter(list(agents) if agents else None) diff --git a/python/packages/core/agent_framework/_workflows/_handoff.py b/python/packages/orchestrations/agent_framework_orchestrations/_handoff.py similarity index 97% rename from python/packages/core/agent_framework/_workflows/_handoff.py rename to python/packages/orchestrations/agent_framework_orchestrations/_handoff.py index 03ea7824dd..a26bf1ea37 100644 --- a/python/packages/core/agent_framework/_workflows/_handoff.py +++ b/python/packages/orchestrations/agent_framework_orchestrations/_handoff.py @@ -36,24 +36,23 @@ from dataclasses import dataclass from typing import Any, cast +from agent_framework import AgentProtocol, ChatAgent +from agent_framework._middleware import FunctionInvocationContext, FunctionMiddleware +from agent_framework._threads import AgentThread +from agent_framework._tools import FunctionTool, tool +from agent_framework._types import AgentResponse, AgentResponseUpdate, ChatMessage +from agent_framework._workflows._agent_executor import AgentExecutor, AgentExecutorRequest, AgentExecutorResponse +from agent_framework._workflows._agent_utils import resolve_agent_id +from agent_framework._workflows._base_group_chat_orchestrator import TerminationCondition +from agent_framework._workflows._checkpoint import CheckpointStorage +from agent_framework._workflows._events import WorkflowEvent +from agent_framework._workflows._orchestrator_helpers import clean_conversation_for_handoff +from agent_framework._workflows._request_info_mixin import response_handler +from agent_framework._workflows._workflow import Workflow +from agent_framework._workflows._workflow_builder import WorkflowBuilder +from agent_framework._workflows._workflow_context import WorkflowContext from typing_extensions import Never -from .._agents import AgentProtocol, ChatAgent -from .._middleware import FunctionInvocationContext, FunctionMiddleware -from .._threads import AgentThread -from .._tools import FunctionTool, tool -from .._types import AgentResponse, AgentResponseUpdate, ChatMessage -from ._agent_executor import AgentExecutor, AgentExecutorRequest, AgentExecutorResponse -from ._agent_utils import resolve_agent_id -from ._base_group_chat_orchestrator import TerminationCondition -from ._checkpoint import CheckpointStorage -from ._events import WorkflowEvent -from ._orchestrator_helpers import clean_conversation_for_handoff -from ._request_info_mixin import response_handler -from ._workflow import Workflow -from ._workflow_builder import WorkflowBuilder -from ._workflow_context import WorkflowContext - if sys.version_info >= (3, 12): from typing import override # type: ignore # pragma: no cover else: @@ -333,14 +332,14 @@ def _apply_auto_tools(self, agent: ChatAgent, targets: Sequence[HandoffConfigura new_tools: list[FunctionTool[Any, Any]] = [] for target in targets: - tool = self._create_handoff_tool(target.target_id, target.description) - if tool.name in existing_names: + handoff_tool = self._create_handoff_tool(target.target_id, target.description) + if handoff_tool.name in existing_names: raise ValueError( - f"Agent '{resolve_agent_id(agent)}' already has a tool named '{tool.name}'. " - f"Handoff tool name '{tool.name}' conflicts with existing tool." + f"Agent '{resolve_agent_id(agent)}' already has a tool named '{handoff_tool.name}'. " + f"Handoff tool name '{handoff_tool.name}' conflicts with existing tool." "Please rename the existing tool or modify the target agent ID to avoid conflicts." ) - new_tools.append(tool) + new_tools.append(handoff_tool) if new_tools: default_options["tools"] = existing_tools + new_tools # type: ignore[operator] @@ -654,7 +653,8 @@ def register_participants( Example: .. code-block:: python - from agent_framework import ChatAgent, HandoffBuilder + from agent_framework import ChatAgent + from agent_framework_orchestrations import HandoffBuilder def create_triage() -> ChatAgent: @@ -710,7 +710,7 @@ def participants(self, participants: Sequence[AgentProtocol]) -> "HandoffBuilder .. code-block:: python - from agent_framework import HandoffBuilder + from agent_framework_orchestrations import HandoffBuilder from agent_framework.openai import OpenAIChatClient client = OpenAIChatClient() diff --git a/python/packages/core/agent_framework/_workflows/_magentic.py b/python/packages/orchestrations/agent_framework_orchestrations/_magentic.py similarity index 99% rename from python/packages/core/agent_framework/_workflows/_magentic.py rename to python/packages/orchestrations/agent_framework_orchestrations/_magentic.py index 8dec78944e..0e2ca703e3 100644 --- a/python/packages/core/agent_framework/_workflows/_magentic.py +++ b/python/packages/orchestrations/agent_framework_orchestrations/_magentic.py @@ -12,16 +12,13 @@ from enum import Enum from typing import Any, ClassVar, TypeVar, cast, overload -from typing_extensions import Never - from agent_framework import ( AgentProtocol, AgentResponse, ChatMessage, ) - -from ._agent_executor import AgentExecutor, AgentExecutorRequest, AgentExecutorResponse -from ._base_group_chat_orchestrator import ( +from agent_framework._workflows._agent_executor import AgentExecutor, AgentExecutorRequest, AgentExecutorResponse +from agent_framework._workflows._base_group_chat_orchestrator import ( BaseGroupChatOrchestrator, GroupChatParticipantMessage, GroupChatRequestMessage, @@ -29,14 +26,15 @@ GroupChatWorkflowContextOutT, ParticipantRegistry, ) -from ._checkpoint import CheckpointStorage -from ._events import ExecutorEvent -from ._executor import Executor, handler -from ._model_utils import DictConvertible, encode_value -from ._request_info_mixin import response_handler -from ._workflow import Workflow -from ._workflow_builder import WorkflowBuilder -from ._workflow_context import WorkflowContext +from agent_framework._workflows._checkpoint import CheckpointStorage +from agent_framework._workflows._events import ExecutorEvent +from agent_framework._workflows._executor import Executor, handler +from agent_framework._workflows._model_utils import DictConvertible, encode_value +from agent_framework._workflows._request_info_mixin import response_handler +from agent_framework._workflows._workflow import Workflow +from agent_framework._workflows._workflow_builder import WorkflowBuilder +from agent_framework._workflows._workflow_context import WorkflowContext +from typing_extensions import Never if sys.version_info >= (3, 12): from typing import override # type: ignore # pragma: no cover diff --git a/python/packages/core/agent_framework/_workflows/_sequential.py b/python/packages/orchestrations/agent_framework_orchestrations/_sequential.py similarity index 94% rename from python/packages/core/agent_framework/_workflows/_sequential.py rename to python/packages/orchestrations/agent_framework_orchestrations/_sequential.py index 3cc916ff1d..f619473857 100644 --- a/python/packages/core/agent_framework/_workflows/_sequential.py +++ b/python/packages/orchestrations/agent_framework_orchestrations/_sequential.py @@ -42,22 +42,21 @@ from typing import Any from agent_framework import AgentProtocol, ChatMessage - -from ._agent_executor import ( +from agent_framework._workflows._agent_executor import ( AgentExecutor, AgentExecutorResponse, ) -from ._agent_utils import resolve_agent_id -from ._checkpoint import CheckpointStorage -from ._executor import ( +from agent_framework._workflows._agent_utils import resolve_agent_id +from agent_framework._workflows._checkpoint import CheckpointStorage +from agent_framework._workflows._executor import ( Executor, handler, ) -from ._message_utils import normalize_messages_input -from ._orchestration_request_info import AgentApprovalExecutor -from ._workflow import Workflow -from ._workflow_builder import WorkflowBuilder -from ._workflow_context import WorkflowContext +from agent_framework._workflows._message_utils import normalize_messages_input +from agent_framework._workflows._orchestration_request_info import AgentApprovalExecutor +from agent_framework._workflows._workflow import Workflow +from agent_framework._workflows._workflow_builder import WorkflowBuilder +from agent_framework._workflows._workflow_context import WorkflowContext logger = logging.getLogger(__name__) @@ -122,7 +121,7 @@ class SequentialBuilder: .. code-block:: python - from agent_framework import SequentialBuilder + from agent_framework_orchestrations import SequentialBuilder # With agent instances workflow = SequentialBuilder().participants([agent1, agent2, summarizer_exec]).build() @@ -236,7 +235,7 @@ def with_request_info( Returns: Self for fluent chaining """ - from ._orchestration_request_info import resolve_request_info_filter + from agent_framework._workflows._orchestration_request_info import resolve_request_info_filter self._request_info_enabled = True self._request_info_filter = resolve_request_info_filter(list(agents) if agents else None) diff --git a/python/packages/orchestrations/agent_framework_orchestrations/py.typed b/python/packages/orchestrations/agent_framework_orchestrations/py.typed new file mode 100644 index 0000000000..e69de29bb2 diff --git a/python/packages/orchestrations/pyproject.toml b/python/packages/orchestrations/pyproject.toml new file mode 100644 index 0000000000..60ce61be1b --- /dev/null +++ b/python/packages/orchestrations/pyproject.toml @@ -0,0 +1,87 @@ +[project] +name = "agent-framework-orchestrations" +description = "Orchestration patterns for Microsoft Agent Framework. Includes SequentialBuilder, ConcurrentBuilder, HandoffBuilder, GroupChatBuilder, and MagenticBuilder." +authors = [{ name = "Microsoft", email = "af-support@microsoft.com"}] +readme = "README.md" +requires-python = ">=3.10" +version = "1.0.0b260130" +license-files = ["LICENSE"] +urls.homepage = "https://aka.ms/agent-framework" +urls.source = "https://github.com/microsoft/agent-framework/tree/main/python" +urls.release_notes = "https://github.com/microsoft/agent-framework/releases?q=tag%3Apython-1&expanded=true" +urls.issues = "https://github.com/microsoft/agent-framework/issues" +classifiers = [ + "License :: OSI Approved :: MIT License", + "Development Status :: 4 - Beta", + "Intended Audience :: Developers", + "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", + "Programming Language :: Python :: 3.13", + "Programming Language :: Python :: 3.14", + "Typing :: Typed", +] +dependencies = [ + "agent-framework-core", +] + +[tool.uv] +prerelease = "if-necessary-or-explicit" +environments = [ + "sys_platform == 'darwin'", + "sys_platform == 'linux'", + "sys_platform == 'win32'" +] + +[tool.uv-dynamic-versioning] +fallback-version = "0.0.0" + +[tool.pytest.ini_options] +testpaths = 'tests' +addopts = "-ra -q -r fEX" +asyncio_mode = "auto" +asyncio_default_fixture_loop_scope = "function" +filterwarnings = [] +timeout = 120 + +[tool.ruff] +extend = "../../pyproject.toml" + +[tool.coverage.run] +omit = [ + "**/__init__.py" +] + +[tool.pyright] +extends = "../../pyproject.toml" +exclude = ['tests'] + +[tool.mypy] +plugins = ['pydantic.mypy'] +strict = true +python_version = "3.10" +ignore_missing_imports = true +disallow_untyped_defs = true +no_implicit_optional = true +check_untyped_defs = true +warn_return_any = true +show_error_codes = true +warn_unused_ignores = false +disallow_incomplete_defs = true +disallow_untyped_decorators = true + +[tool.bandit] +targets = ["agent_framework_orchestrations"] +exclude_dirs = ["tests"] + +[tool.poe] +executor.type = "uv" +include = "../../shared_tasks.toml" +[tool.poe.tasks] +mypy = "mypy --config-file $POE_ROOT/pyproject.toml agent_framework_orchestrations" +test = "pytest --cov=agent_framework_orchestrations --cov-report=term-missing:skip-covered tests" + +[build-system] +requires = ["flit-core >= 3.11,<4.0"] +build-backend = "flit_core.buildapi" diff --git a/python/packages/core/tests/workflow/test_concurrent.py b/python/packages/orchestrations/tests/test_concurrent.py similarity index 99% rename from python/packages/core/tests/workflow/test_concurrent.py rename to python/packages/orchestrations/tests/test_concurrent.py index d1fee3684e..edc937a75e 100644 --- a/python/packages/core/tests/workflow/test_concurrent.py +++ b/python/packages/orchestrations/tests/test_concurrent.py @@ -3,14 +3,11 @@ from typing import Any, cast import pytest -from typing_extensions import Never - from agent_framework import ( AgentExecutorRequest, AgentExecutorResponse, AgentResponse, ChatMessage, - ConcurrentBuilder, Executor, WorkflowContext, WorkflowOutputEvent, @@ -19,6 +16,8 @@ handler, ) from agent_framework._workflows._checkpoint import InMemoryCheckpointStorage +from agent_framework.orchestrations import ConcurrentBuilder +from typing_extensions import Never class _FakeAgentExec(Executor): diff --git a/python/packages/core/tests/workflow/test_group_chat.py b/python/packages/orchestrations/tests/test_group_chat.py similarity index 99% rename from python/packages/core/tests/workflow/test_group_chat.py rename to python/packages/orchestrations/tests/test_group_chat.py index 21f1e567d3..2e6e2f0ce9 100644 --- a/python/packages/core/tests/workflow/test_group_chat.py +++ b/python/packages/orchestrations/tests/test_group_chat.py @@ -4,7 +4,6 @@ from typing import Any, cast import pytest - from agent_framework import ( AgentExecutorResponse, AgentRequestInfoResponse, @@ -18,18 +17,20 @@ ChatResponse, ChatResponseUpdate, Content, + RequestInfoEvent, + WorkflowOutputEvent, + WorkflowRunState, + WorkflowStatusEvent, +) +from agent_framework._workflows._checkpoint import InMemoryCheckpointStorage +from agent_framework.orchestrations import ( GroupChatBuilder, GroupChatState, MagenticContext, MagenticManagerBase, MagenticProgressLedger, MagenticProgressLedgerItem, - RequestInfoEvent, - WorkflowOutputEvent, - WorkflowRunState, - WorkflowStatusEvent, ) -from agent_framework._workflows._checkpoint import InMemoryCheckpointStorage class StubAgent(BaseAgent): @@ -1186,7 +1187,7 @@ def orchestrator_factory() -> BaseGroupChatOrchestrator: nonlocal factory_call_count factory_call_count += 1 from agent_framework._workflows._base_group_chat_orchestrator import ParticipantRegistry - from agent_framework._workflows._group_chat import GroupChatOrchestrator + from agent_framework.orchestrations import GroupChatOrchestrator # Create a custom orchestrator; when returning BaseGroupChatOrchestrator, # the builder uses it as-is without modifying its participant registry diff --git a/python/packages/core/tests/workflow/test_handoff.py b/python/packages/orchestrations/tests/test_handoff.py similarity index 99% rename from python/packages/core/tests/workflow/test_handoff.py rename to python/packages/orchestrations/tests/test_handoff.py index 962ab88f16..d1fe70eff6 100644 --- a/python/packages/core/tests/workflow/test_handoff.py +++ b/python/packages/orchestrations/tests/test_handoff.py @@ -5,21 +5,19 @@ from unittest.mock import AsyncMock, MagicMock import pytest - from agent_framework import ( ChatAgent, ChatMessage, ChatResponse, ChatResponseUpdate, Content, - HandoffAgentUserRequest, - HandoffBuilder, RequestInfoEvent, WorkflowEvent, WorkflowOutputEvent, resolve_agent_id, use_function_invocation, ) +from agent_framework.orchestrations import HandoffAgentUserRequest, HandoffBuilder @use_function_invocation diff --git a/python/packages/core/tests/workflow/test_magentic.py b/python/packages/orchestrations/tests/test_magentic.py similarity index 99% rename from python/packages/core/tests/workflow/test_magentic.py rename to python/packages/orchestrations/tests/test_magentic.py index fe51259693..90120a130c 100644 --- a/python/packages/core/tests/workflow/test_magentic.py +++ b/python/packages/orchestrations/tests/test_magentic.py @@ -6,7 +6,6 @@ from typing import Any, ClassVar, cast import pytest - from agent_framework import ( AgentProtocol, AgentResponse, @@ -17,16 +16,7 @@ Content, Executor, GroupChatRequestMessage, - MagenticBuilder, - MagenticContext, - MagenticManagerBase, - MagenticOrchestrator, - MagenticOrchestratorEvent, - MagenticPlanReviewRequest, - MagenticProgressLedger, - MagenticProgressLedgerItem, RequestInfoEvent, - StandardMagenticManager, Workflow, WorkflowCheckpoint, WorkflowCheckpointException, @@ -38,6 +28,17 @@ handler, ) from agent_framework._workflows._checkpoint import InMemoryCheckpointStorage +from agent_framework.orchestrations import ( + MagenticBuilder, + MagenticContext, + MagenticManagerBase, + MagenticOrchestrator, + MagenticOrchestratorEvent, + MagenticPlanReviewRequest, + MagenticProgressLedger, + MagenticProgressLedgerItem, + StandardMagenticManager, +) if sys.version_info >= (3, 12): from typing import override # type: ignore # pragma: no cover @@ -1246,7 +1247,7 @@ def agent_factory() -> AgentProtocol: custom_final_prompt = "Custom final: {task}" # Create a custom task ledger - from agent_framework._workflows._magentic import _MagenticTaskLedger # type: ignore + from agent_framework_orchestrations._magentic import _MagenticTaskLedger # type: ignore custom_task_ledger = _MagenticTaskLedger( facts=ChatMessage("assistant", ["Custom facts"]), @@ -1282,7 +1283,7 @@ def agent_factory() -> AgentProtocol: manager = orchestrator._manager # type: ignore[reportPrivateUsage] # Verify the manager is a StandardMagenticManager with the expected options - from agent_framework import StandardMagenticManager + from agent_framework.orchestrations import StandardMagenticManager assert isinstance(manager, StandardMagenticManager) assert manager.task_ledger is custom_task_ledger diff --git a/python/packages/core/tests/workflow/test_sequential.py b/python/packages/orchestrations/tests/test_sequential.py similarity index 99% rename from python/packages/core/tests/workflow/test_sequential.py rename to python/packages/orchestrations/tests/test_sequential.py index e5b55ae081..b6441ff592 100644 --- a/python/packages/core/tests/workflow/test_sequential.py +++ b/python/packages/orchestrations/tests/test_sequential.py @@ -4,7 +4,6 @@ from typing import Any import pytest - from agent_framework import ( AgentExecutorResponse, AgentResponse, @@ -14,7 +13,6 @@ ChatMessage, Content, Executor, - SequentialBuilder, TypeCompatibilityError, WorkflowContext, WorkflowOutputEvent, @@ -23,6 +21,7 @@ handler, ) from agent_framework._workflows._checkpoint import InMemoryCheckpointStorage +from agent_framework.orchestrations import SequentialBuilder class _EchoAgent(BaseAgent): diff --git a/python/pyproject.toml b/python/pyproject.toml index a14354cbe4..ebbc83ac4b 100644 --- a/python/pyproject.toml +++ b/python/pyproject.toml @@ -104,6 +104,7 @@ agent-framework-purview = { workspace = true } agent-framework-redis = { workspace = true } agent-framework-github-copilot = { workspace = true } agent-framework-claude = { workspace = true } +agent-framework-orchestrations = { workspace = true } [tool.ruff] line-length = 120 @@ -253,6 +254,7 @@ pytest --import-mode=importlib --cov=agent_framework_mem0 --cov=agent_framework_purview --cov=agent_framework_redis +--cov=agent_framework_orchestrations --cov-config=pyproject.toml --cov-report=term-missing:skip-covered --ignore-glob=packages/lab/** diff --git a/python/samples/getting_started/orchestrations/README.md b/python/samples/getting_started/orchestrations/README.md new file mode 100644 index 0000000000..d1fb0e0ef0 --- /dev/null +++ b/python/samples/getting_started/orchestrations/README.md @@ -0,0 +1,70 @@ +# Orchestration Getting Started Samples + +## Installation + +The orchestrations package is included when you install `agent-framework` (which pulls in all optional packages): + +```bash +pip install agent-framework +``` + +Or install the orchestrations package directly: + +```bash +pip install agent-framework-orchestrations +``` + +Orchestration builders are available via the `agent_framework.orchestrations` submodule: + +```python +from agent_framework.orchestrations import ( + SequentialBuilder, + ConcurrentBuilder, + HandoffBuilder, + GroupChatBuilder, + MagenticBuilder, +) +``` + +## Samples Overview + +| Sample | File | Concepts | +| ------------------------------------------------- | ------------------------------------------------------------------------------------ | ---------------------------------------------------------------------------------------------------------------- | +| Concurrent Orchestration (Default Aggregator) | [concurrent_agents.py](./concurrent_agents.py) | Fan-out to multiple agents; fan-in with default aggregator returning combined ChatMessages | +| Concurrent Orchestration (Custom Aggregator) | [concurrent_custom_aggregator.py](./concurrent_custom_aggregator.py) | Override aggregator via callback; summarize results with an LLM | +| Concurrent Orchestration (Custom Agent Executors) | [concurrent_custom_agent_executors.py](./concurrent_custom_agent_executors.py) | Child executors own ChatAgents; concurrent fan-out/fan-in via ConcurrentBuilder | +| Concurrent Orchestration (Participant Factory) | [concurrent_participant_factory.py](./concurrent_participant_factory.py) | Use participant factories for state isolation between workflow instances | +| Group Chat with Agent Manager | [group_chat_agent_manager.py](./group_chat_agent_manager.py) | Agent-based manager using `with_orchestrator(agent=)` to select next speaker | +| Group Chat Philosophical Debate | [group_chat_philosophical_debate.py](./group_chat_philosophical_debate.py) | Agent manager moderates long-form, multi-round debate across diverse participants | +| Group Chat with Simple Function Selector | [group_chat_simple_selector.py](./group_chat_simple_selector.py) | Group chat with a simple function selector for next speaker | +| Handoff (Simple) | [handoff_simple.py](./handoff_simple.py) | Single-tier routing: triage agent routes to specialists, control returns to user after each specialist response | +| Handoff (Autonomous) | [handoff_autonomous.py](./handoff_autonomous.py) | Autonomous mode: specialists iterate independently until invoking a handoff tool using `.with_autonomous_mode()` | +| Handoff (Participant Factory) | [handoff_participant_factory.py](./handoff_participant_factory.py) | Use participant factories for state isolation between workflow instances | +| Handoff with Code Interpreter | [handoff_with_code_interpreter_file.py](./handoff_with_code_interpreter_file.py) | Retrieve file IDs from code interpreter output in handoff workflow | +| Magentic Workflow (Multi-Agent) | [magentic.py](./magentic.py) | Orchestrate multiple agents with Magentic manager and streaming | +| Magentic + Human Plan Review | [magentic_human_plan_review.py](./magentic_human_plan_review.py) | Human reviews/updates the plan before execution | +| Magentic + Checkpoint Resume | [magentic_checkpoint.py](./magentic_checkpoint.py) | Resume Magentic orchestration from saved checkpoints | +| Sequential Orchestration (Agents) | [sequential_agents.py](./sequential_agents.py) | Chain agents sequentially with shared conversation context | +| Sequential Orchestration (Custom Executor) | [sequential_custom_executors.py](./sequential_custom_executors.py) | Mix agents with a summarizer that appends a compact summary | +| Sequential Orchestration (Participant Factories) | [sequential_participant_factory.py](./sequential_participant_factory.py) | Use participant factories for state isolation between workflow instances | + +## Tips + +**Magentic checkpointing tip**: Treat `MagenticBuilder.participants` keys as stable identifiers. When resuming from a checkpoint, the rebuilt workflow must reuse the same participant names; otherwise the checkpoint cannot be applied and the run will fail fast. + +**Handoff workflow tip**: Handoff workflows maintain the full conversation history including any `ChatMessage.additional_properties` emitted by your agents. This ensures routing metadata remains intact across all agent transitions. For specialist-to-specialist handoffs, use `.add_handoff(source, targets)` to configure which agents can route to which others with a fluent, type-safe API. + +**Sequential orchestration note**: Sequential orchestration uses a few small adapter nodes for plumbing: +- `input-conversation` normalizes input to `list[ChatMessage]` +- `to-conversation:` converts agent responses into the shared conversation +- `complete` publishes the final `WorkflowOutputEvent` + +These may appear in event streams (ExecutorInvoke/Completed). They're analogous to concurrent's dispatcher and aggregator and can be ignored if you only care about agent activity. + +## Environment Variables + +- **AzureOpenAIChatClient**: Set Azure OpenAI environment variables as documented [here](https://github.com/microsoft/agent-framework/blob/main/python/samples/getting_started/chat_client/README.md#environment-variables). + +- **OpenAI** (used in some orchestration samples): + - [OpenAIChatClient env vars](https://github.com/microsoft/agent-framework/blob/main/python/samples/getting_started/agents/openai_chat_client/README.md) + - [OpenAIResponsesClient env vars](https://github.com/microsoft/agent-framework/blob/main/python/samples/getting_started/agents/openai_responses_client/README.md) diff --git a/python/samples/getting_started/workflows/orchestration/concurrent_agents.py b/python/samples/getting_started/orchestrations/concurrent_agents.py similarity index 98% rename from python/samples/getting_started/workflows/orchestration/concurrent_agents.py rename to python/samples/getting_started/orchestrations/concurrent_agents.py index 51d8c0ef06..cece1f616a 100644 --- a/python/samples/getting_started/workflows/orchestration/concurrent_agents.py +++ b/python/samples/getting_started/orchestrations/concurrent_agents.py @@ -3,8 +3,9 @@ import asyncio from typing import Any -from agent_framework import ChatMessage, ConcurrentBuilder +from agent_framework import ChatMessage from agent_framework.azure import AzureOpenAIChatClient +from agent_framework.orchestrations import ConcurrentBuilder from azure.identity import AzureCliCredential """ diff --git a/python/samples/getting_started/workflows/orchestration/concurrent_custom_agent_executors.py b/python/samples/getting_started/orchestrations/concurrent_custom_agent_executors.py similarity index 99% rename from python/samples/getting_started/workflows/orchestration/concurrent_custom_agent_executors.py rename to python/samples/getting_started/orchestrations/concurrent_custom_agent_executors.py index 76203dba63..55512ecc6e 100644 --- a/python/samples/getting_started/workflows/orchestration/concurrent_custom_agent_executors.py +++ b/python/samples/getting_started/orchestrations/concurrent_custom_agent_executors.py @@ -8,12 +8,12 @@ AgentExecutorResponse, ChatAgent, ChatMessage, - ConcurrentBuilder, Executor, WorkflowContext, handler, ) from agent_framework.azure import AzureOpenAIChatClient +from agent_framework.orchestrations import ConcurrentBuilder from azure.identity import AzureCliCredential """ diff --git a/python/samples/getting_started/workflows/orchestration/concurrent_custom_aggregator.py b/python/samples/getting_started/orchestrations/concurrent_custom_aggregator.py similarity index 98% rename from python/samples/getting_started/workflows/orchestration/concurrent_custom_aggregator.py rename to python/samples/getting_started/orchestrations/concurrent_custom_aggregator.py index 1690c2baad..994107acc3 100644 --- a/python/samples/getting_started/workflows/orchestration/concurrent_custom_aggregator.py +++ b/python/samples/getting_started/orchestrations/concurrent_custom_aggregator.py @@ -3,8 +3,9 @@ import asyncio from typing import Any -from agent_framework import ChatMessage, ConcurrentBuilder +from agent_framework import ChatMessage from agent_framework.azure import AzureOpenAIChatClient +from agent_framework.orchestrations import ConcurrentBuilder from azure.identity import AzureCliCredential """ diff --git a/python/samples/getting_started/workflows/orchestration/concurrent_participant_factory.py b/python/samples/getting_started/orchestrations/concurrent_participant_factory.py similarity index 99% rename from python/samples/getting_started/workflows/orchestration/concurrent_participant_factory.py rename to python/samples/getting_started/orchestrations/concurrent_participant_factory.py index 941456a823..fd21378a37 100644 --- a/python/samples/getting_started/workflows/orchestration/concurrent_participant_factory.py +++ b/python/samples/getting_started/orchestrations/concurrent_participant_factory.py @@ -6,13 +6,13 @@ from agent_framework import ( ChatAgent, ChatMessage, - ConcurrentBuilder, Executor, Workflow, WorkflowContext, handler, ) from agent_framework.azure import AzureOpenAIChatClient +from agent_framework.orchestrations import ConcurrentBuilder from azure.identity import AzureCliCredential """ diff --git a/python/samples/getting_started/workflows/orchestration/group_chat_agent_manager.py b/python/samples/getting_started/orchestrations/group_chat_agent_manager.py similarity index 98% rename from python/samples/getting_started/workflows/orchestration/group_chat_agent_manager.py rename to python/samples/getting_started/orchestrations/group_chat_agent_manager.py index 29cc965e80..940bb14c66 100644 --- a/python/samples/getting_started/workflows/orchestration/group_chat_agent_manager.py +++ b/python/samples/getting_started/orchestrations/group_chat_agent_manager.py @@ -7,10 +7,10 @@ AgentResponseUpdate, ChatAgent, ChatMessage, - GroupChatBuilder, WorkflowOutputEvent, ) from agent_framework.azure import AzureOpenAIChatClient +from agent_framework.orchestrations import GroupChatBuilder from azure.identity import AzureCliCredential """ diff --git a/python/samples/getting_started/workflows/orchestration/group_chat_philosophical_debate.py b/python/samples/getting_started/orchestrations/group_chat_philosophical_debate.py similarity index 98% rename from python/samples/getting_started/workflows/orchestration/group_chat_philosophical_debate.py rename to python/samples/getting_started/orchestrations/group_chat_philosophical_debate.py index 116adcb475..6f817f5eef 100644 --- a/python/samples/getting_started/workflows/orchestration/group_chat_philosophical_debate.py +++ b/python/samples/getting_started/orchestrations/group_chat_philosophical_debate.py @@ -4,8 +4,14 @@ import logging from typing import cast -from agent_framework import AgentResponseUpdate, ChatAgent, ChatMessage, GroupChatBuilder, WorkflowOutputEvent +from agent_framework import ( + AgentResponseUpdate, + ChatAgent, + ChatMessage, + WorkflowOutputEvent, +) from agent_framework.azure import AzureOpenAIChatClient +from agent_framework.orchestrations import GroupChatBuilder from azure.identity import AzureCliCredential logging.basicConfig(level=logging.WARNING) diff --git a/python/samples/getting_started/workflows/orchestration/group_chat_simple_selector.py b/python/samples/getting_started/orchestrations/group_chat_simple_selector.py similarity index 98% rename from python/samples/getting_started/workflows/orchestration/group_chat_simple_selector.py rename to python/samples/getting_started/orchestrations/group_chat_simple_selector.py index 0beeda6b72..012a31c72d 100644 --- a/python/samples/getting_started/workflows/orchestration/group_chat_simple_selector.py +++ b/python/samples/getting_started/orchestrations/group_chat_simple_selector.py @@ -7,11 +7,10 @@ AgentResponseUpdate, ChatAgent, ChatMessage, - GroupChatBuilder, - GroupChatState, WorkflowOutputEvent, ) from agent_framework.azure import AzureOpenAIChatClient +from agent_framework.orchestrations import GroupChatBuilder, GroupChatState from azure.identity import AzureCliCredential """ diff --git a/python/samples/getting_started/workflows/orchestration/handoff_autonomous.py b/python/samples/getting_started/orchestrations/handoff_autonomous.py similarity index 98% rename from python/samples/getting_started/workflows/orchestration/handoff_autonomous.py rename to python/samples/getting_started/orchestrations/handoff_autonomous.py index 21d102fd04..277bf1abd0 100644 --- a/python/samples/getting_started/workflows/orchestration/handoff_autonomous.py +++ b/python/samples/getting_started/orchestrations/handoff_autonomous.py @@ -8,13 +8,12 @@ AgentResponseUpdate, ChatAgent, ChatMessage, - HandoffBuilder, HandoffSentEvent, - HostedWebSearchTool, WorkflowOutputEvent, resolve_agent_id, ) from agent_framework.azure import AzureOpenAIChatClient +from agent_framework.orchestrations import HandoffBuilder from azure.identity import AzureCliCredential logging.basicConfig(level=logging.ERROR) @@ -61,7 +60,6 @@ def create_agents( "coordinator. Keep each individual response focused on one aspect." ), name="research_agent", - tools=[HostedWebSearchTool()], ) summary_agent = chat_client.as_agent( diff --git a/python/samples/getting_started/workflows/orchestration/handoff_participant_factory.py b/python/samples/getting_started/orchestrations/handoff_participant_factory.py similarity index 99% rename from python/samples/getting_started/workflows/orchestration/handoff_participant_factory.py rename to python/samples/getting_started/orchestrations/handoff_participant_factory.py index 3cfe746bc1..ee5c8830bc 100644 --- a/python/samples/getting_started/workflows/orchestration/handoff_participant_factory.py +++ b/python/samples/getting_started/orchestrations/handoff_participant_factory.py @@ -8,9 +8,6 @@ AgentResponse, ChatAgent, ChatMessage, - HandoffAgentUserRequest, - HandoffBuilder, - HandoffSentEvent, RequestInfoEvent, Workflow, WorkflowEvent, @@ -20,6 +17,7 @@ tool, ) from agent_framework.azure import AzureOpenAIChatClient +from agent_framework.orchestrations import HandoffAgentUserRequest, HandoffBuilder, HandoffSentEvent from azure.identity import AzureCliCredential logging.basicConfig(level=logging.ERROR) diff --git a/python/samples/getting_started/workflows/orchestration/handoff_simple.py b/python/samples/getting_started/orchestrations/handoff_simple.py similarity index 99% rename from python/samples/getting_started/workflows/orchestration/handoff_simple.py rename to python/samples/getting_started/orchestrations/handoff_simple.py index 062f10db7d..9db5a38590 100644 --- a/python/samples/getting_started/workflows/orchestration/handoff_simple.py +++ b/python/samples/getting_started/orchestrations/handoff_simple.py @@ -7,9 +7,6 @@ AgentResponse, ChatAgent, ChatMessage, - HandoffAgentUserRequest, - HandoffBuilder, - HandoffSentEvent, RequestInfoEvent, WorkflowEvent, WorkflowOutputEvent, @@ -18,6 +15,7 @@ tool, ) from agent_framework.azure import AzureOpenAIChatClient +from agent_framework.orchestrations import HandoffAgentUserRequest, HandoffBuilder, HandoffSentEvent from azure.identity import AzureCliCredential """Sample: Simple handoff workflow. diff --git a/python/samples/getting_started/workflows/orchestration/handoff_with_code_interpreter_file.py b/python/samples/getting_started/orchestrations/handoff_with_code_interpreter_file.py similarity index 99% rename from python/samples/getting_started/workflows/orchestration/handoff_with_code_interpreter_file.py rename to python/samples/getting_started/orchestrations/handoff_with_code_interpreter_file.py index ff0fd159fd..aa4025f9bf 100644 --- a/python/samples/getting_started/workflows/orchestration/handoff_with_code_interpreter_file.py +++ b/python/samples/getting_started/orchestrations/handoff_with_code_interpreter_file.py @@ -34,8 +34,6 @@ AgentResponseUpdate, ChatAgent, ChatMessage, - HandoffAgentUserRequest, - HandoffBuilder, HandoffSentEvent, HostedCodeInterpreterTool, RequestInfoEvent, @@ -44,6 +42,7 @@ WorkflowRunState, WorkflowStatusEvent, ) +from agent_framework.orchestrations import HandoffAgentUserRequest, HandoffBuilder from azure.identity.aio import AzureCliCredential # Toggle between V1 (AzureAIAgentClient) and V2 (AzureAIClient) diff --git a/python/samples/getting_started/workflows/orchestration/magentic.py b/python/samples/getting_started/orchestrations/magentic.py similarity index 98% rename from python/samples/getting_started/workflows/orchestration/magentic.py rename to python/samples/getting_started/orchestrations/magentic.py index b44a57112d..0e5b73e104 100644 --- a/python/samples/getting_started/workflows/orchestration/magentic.py +++ b/python/samples/getting_started/orchestrations/magentic.py @@ -11,12 +11,10 @@ ChatMessage, GroupChatRequestSentEvent, HostedCodeInterpreterTool, - MagenticBuilder, - MagenticOrchestratorEvent, - MagenticProgressLedger, WorkflowOutputEvent, ) from agent_framework.openai import OpenAIChatClient, OpenAIResponsesClient +from agent_framework.orchestrations import MagenticBuilder, MagenticOrchestratorEvent, MagenticProgressLedger logging.basicConfig(level=logging.WARNING) logger = logging.getLogger(__name__) diff --git a/python/samples/getting_started/workflows/orchestration/magentic_checkpoint.py b/python/samples/getting_started/orchestrations/magentic_checkpoint.py similarity index 99% rename from python/samples/getting_started/workflows/orchestration/magentic_checkpoint.py rename to python/samples/getting_started/orchestrations/magentic_checkpoint.py index 2dd6a1a170..48f9dce5be 100644 --- a/python/samples/getting_started/workflows/orchestration/magentic_checkpoint.py +++ b/python/samples/getting_started/orchestrations/magentic_checkpoint.py @@ -9,8 +9,6 @@ ChatAgent, ChatMessage, FileCheckpointStorage, - MagenticBuilder, - MagenticPlanReviewRequest, RequestInfoEvent, WorkflowCheckpoint, WorkflowOutputEvent, @@ -18,6 +16,7 @@ WorkflowStatusEvent, ) from agent_framework.azure import AzureOpenAIChatClient +from agent_framework.orchestrations import MagenticBuilder, MagenticPlanReviewRequest from azure.identity._credentials import AzureCliCredential """ diff --git a/python/samples/getting_started/workflows/orchestration/magentic_human_plan_review.py b/python/samples/getting_started/orchestrations/magentic_human_plan_review.py similarity index 98% rename from python/samples/getting_started/workflows/orchestration/magentic_human_plan_review.py rename to python/samples/getting_started/orchestrations/magentic_human_plan_review.py index 1a5271813f..2413a4c47e 100644 --- a/python/samples/getting_started/workflows/orchestration/magentic_human_plan_review.py +++ b/python/samples/getting_started/orchestrations/magentic_human_plan_review.py @@ -9,14 +9,12 @@ AgentResponseUpdate, ChatAgent, ChatMessage, - MagenticBuilder, - MagenticPlanReviewRequest, - MagenticPlanReviewResponse, RequestInfoEvent, WorkflowEvent, WorkflowOutputEvent, ) from agent_framework.openai import OpenAIChatClient +from agent_framework.orchestrations import MagenticBuilder, MagenticPlanReviewRequest, MagenticPlanReviewResponse """ Sample: Magentic Orchestration with Human Plan Review diff --git a/python/samples/getting_started/workflows/orchestration/sequential_agents.py b/python/samples/getting_started/orchestrations/sequential_agents.py similarity index 96% rename from python/samples/getting_started/workflows/orchestration/sequential_agents.py rename to python/samples/getting_started/orchestrations/sequential_agents.py index 59a9cb5bdd..681a810846 100644 --- a/python/samples/getting_started/workflows/orchestration/sequential_agents.py +++ b/python/samples/getting_started/orchestrations/sequential_agents.py @@ -3,8 +3,9 @@ import asyncio from typing import cast -from agent_framework import ChatMessage, SequentialBuilder, WorkflowOutputEvent +from agent_framework import ChatMessage, WorkflowOutputEvent from agent_framework.azure import AzureOpenAIChatClient +from agent_framework.orchestrations import SequentialBuilder from azure.identity import AzureCliCredential """ diff --git a/python/samples/getting_started/workflows/orchestration/sequential_custom_executors.py b/python/samples/getting_started/orchestrations/sequential_custom_executors.py similarity index 98% rename from python/samples/getting_started/workflows/orchestration/sequential_custom_executors.py rename to python/samples/getting_started/orchestrations/sequential_custom_executors.py index 09454f8b12..8b1cc8d8eb 100644 --- a/python/samples/getting_started/workflows/orchestration/sequential_custom_executors.py +++ b/python/samples/getting_started/orchestrations/sequential_custom_executors.py @@ -7,11 +7,11 @@ AgentExecutorResponse, ChatMessage, Executor, - SequentialBuilder, WorkflowContext, handler, ) from agent_framework.azure import AzureOpenAIChatClient +from agent_framework.orchestrations import SequentialBuilder from azure.identity import AzureCliCredential """ diff --git a/python/samples/getting_started/workflows/orchestration/sequential_participant_factory.py b/python/samples/getting_started/orchestrations/sequential_participant_factory.py similarity index 98% rename from python/samples/getting_started/workflows/orchestration/sequential_participant_factory.py rename to python/samples/getting_started/orchestrations/sequential_participant_factory.py index 8b78a38926..243c4b145a 100644 --- a/python/samples/getting_started/workflows/orchestration/sequential_participant_factory.py +++ b/python/samples/getting_started/orchestrations/sequential_participant_factory.py @@ -6,12 +6,12 @@ ChatAgent, ChatMessage, Executor, - SequentialBuilder, Workflow, WorkflowContext, handler, ) from agent_framework.azure import AzureOpenAIChatClient +from agent_framework.orchestrations import SequentialBuilder from azure.identity import AzureCliCredential """ diff --git a/python/samples/getting_started/workflows/README.md b/python/samples/getting_started/workflows/README.md index dc21829053..3e4b6f0a72 100644 --- a/python/samples/getting_started/workflows/README.md +++ b/python/samples/getting_started/workflows/README.md @@ -108,31 +108,7 @@ For additional observability samples in Agent Framework, see the [observability ### orchestration -| Sample | File | Concepts | -| ------------------------------------------------- | ---------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------- | -| Concurrent Orchestration (Default Aggregator) | [orchestration/concurrent_agents.py](./orchestration/concurrent_agents.py) | Fan-out to multiple agents; fan-in with default aggregator returning combined ChatMessages | -| Concurrent Orchestration (Custom Aggregator) | [orchestration/concurrent_custom_aggregator.py](./orchestration/concurrent_custom_aggregator.py) | Override aggregator via callback; summarize results with an LLM | -| Concurrent Orchestration (Custom Agent Executors) | [orchestration/concurrent_custom_agent_executors.py](./orchestration/concurrent_custom_agent_executors.py) | Child executors own ChatAgents; concurrent fan-out/fan-in via ConcurrentBuilder | -| Concurrent Orchestration (Participant Factory) | [orchestration/concurrent_participant_factory.py](./orchestration/concurrent_participant_factory.py) | Use participant factories for state isolation between workflow instances | -| Group Chat with Agent Manager | [orchestration/group_chat_agent_manager.py](./orchestration/group_chat_agent_manager.py) | Agent-based manager using `with_orchestrator(agent=)` to select next speaker | -| Group Chat Philosophical Debate | [orchestration/group_chat_philosophical_debate.py](./orchestration/group_chat_philosophical_debate.py) | Agent manager moderates long-form, multi-round debate across diverse participants | -| Group Chat with Simple Function Selector | [orchestration/group_chat_simple_selector.py](./orchestration/group_chat_simple_selector.py) | Group chat with a simple function selector for next speaker | -| Handoff (Simple) | [orchestration/handoff_simple.py](./orchestration/handoff_simple.py) | Single-tier routing: triage agent routes to specialists, control returns to user after each specialist response | -| Handoff (Autonomous) | [orchestration/handoff_autonomous.py](./orchestration/handoff_autonomous.py) | Autonomous mode: specialists iterate independently until invoking a handoff tool using `.with_autonomous_mode()` | -| Handoff (Participant Factory) | [orchestration/handoff_participant_factory.py](./orchestration/handoff_participant_factory.py) | Use participant factories for state isolation between workflow instances | -| Magentic Workflow (Multi-Agent) | [orchestration/magentic.py](./orchestration/magentic.py) | Orchestrate multiple agents with Magentic manager and streaming | -| Magentic + Human Plan Review | [orchestration/magentic_human_plan_review.py](./orchestration/magentic_human_plan_review.py) | Human reviews/updates the plan before execution | -| Magentic + Checkpoint Resume | [orchestration/magentic_checkpoint.py](./orchestration/magentic_checkpoint.py) | Resume Magentic orchestration from saved checkpoints | -| Sequential Orchestration (Agents) | [orchestration/sequential_agents.py](./orchestration/sequential_agents.py) | Chain agents sequentially with shared conversation context | -| Sequential Orchestration (Custom Executor) | [orchestration/sequential_custom_executors.py](./orchestration/sequential_custom_executors.py) | Mix agents with a summarizer that appends a compact summary | -| Sequential Orchestration (Participant Factories) | [orchestration/sequential_participant_factory.py](./orchestration/sequential_participant_factory.py) | Use participant factories for state isolation between workflow instances | - -**Magentic checkpointing tip**: Treat `MagenticBuilder.participants` keys as stable identifiers. When resuming from a checkpoint, the rebuilt workflow must reuse the same participant names; otherwise the checkpoint cannot be applied and the run will fail fast. - -**Handoff workflow tip**: Handoff workflows maintain the full conversation history including any -`ChatMessage.additional_properties` emitted by your agents. This ensures routing metadata remains -intact across all agent transitions. For specialist-to-specialist handoffs, use `.add_handoff(source, targets)` -to configure which agents can route to which others with a fluent, type-safe API. +Orchestration samples (Sequential, Concurrent, Handoff, GroupChat, Magentic) have moved to the dedicated [orchestrations samples directory](../orchestrations/README.md). ### parallelism diff --git a/python/uv.lock b/python/uv.lock index 63e2cd11b8..1eba1ebdc7 100644 --- a/python/uv.lock +++ b/python/uv.lock @@ -46,6 +46,7 @@ members = [ "agent-framework-lab", "agent-framework-mem0", "agent-framework-ollama", + "agent-framework-orchestrations", "agent-framework-purview", "agent-framework-redis", ] @@ -372,6 +373,7 @@ all = [ { name = "agent-framework-lab", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" }, { name = "agent-framework-mem0", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" }, { name = "agent-framework-ollama", marker = "sys_platform == 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