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* Fix #4371: Propagate session to manager agent in StandardMagenticManager StandardMagenticManager._complete() was calling self._agent.run(messages) without passing a session. This caused context providers (e.g. RedisHistoryProvider) configured on the manager agent to silently fail, as each call created a new ephemeral session with a different session_id. Changes: - Create an AgentSession in StandardMagenticManager.__init__() - Pass session=self._session in _complete() calls to agent.run() - Persist/restore the session in checkpoint save/restore methods - Add regression tests for session propagation and checkpoint round-trip Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Add type: ignore[reportPrivateUsage] to private attribute assertions in tests Address PR review feedback: add # type: ignore[reportPrivateUsage] comments to _session attribute accesses in the new regression tests, matching the existing convention used elsewhere in test_magentic.py (e.g., lines 401-406). The @pytest.mark.asyncio decorator is not needed because pyproject.toml sets asyncio_mode = "auto". Fixes #4371 Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Address review: use getattr for private _session access in tests (#4371) Replace direct mgr._session access with getattr(mgr, "_session") to avoid reportPrivateUsage type-checking warnings without needing type: ignore comments. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Apply pre-commit auto-fixes * Address PR review: fix session restore guard and improve test robustness (#4371) - Use 'is not None' instead of truthiness check for session_payload restore - Use getattr() for private _session attribute access in tests - Add backward-compatibility test for on_checkpoint_restore with empty state Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Make non-async tests plain def to avoid pytest-asyncio dependency (#4409) Tests that never await anything don't need to be async. Using plain def ensures they always run regardless of pytest-asyncio configuration. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Apply pre-commit auto-fixes --------- Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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Agent Framework Orchestrations
Orchestration patterns for Microsoft Agent Framework. This package provides high-level builders for common multi-agent workflow patterns.
Installation
pip install agent-framework-orchestrations --pre
Orchestration Patterns
SequentialBuilder
Chain agents/executors in sequence, passing conversation context along:
from agent_framework.orchestrations import SequentialBuilder
workflow = SequentialBuilder(participants=[agent1, agent2, agent3]).build()
ConcurrentBuilder
Fan-out to multiple agents in parallel, then aggregate results:
from agent_framework.orchestrations import ConcurrentBuilder
workflow = ConcurrentBuilder(participants=[agent1, agent2, agent3]).build()
HandoffBuilder
Decentralized agent routing where agents decide handoff targets:
from agent_framework.orchestrations import HandoffBuilder
workflow = (
HandoffBuilder()
.participants([triage, billing, support])
.with_start_agent(triage)
.build()
)
GroupChatBuilder
Orchestrator-directed multi-agent conversations:
from agent_framework.orchestrations import GroupChatBuilder
workflow = GroupChatBuilder(
participants=[agent1, agent2],
selection_func=my_selector,
).build()
MagenticBuilder
Sophisticated multi-agent orchestration using the Magentic One pattern:
from agent_framework.orchestrations import MagenticBuilder
workflow = MagenticBuilder(
participants=[researcher, writer, reviewer],
manager_agent=manager_agent,
).build()
Documentation
For more information, see the Agent Framework documentation.