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* Use deepcopy for state snapshot to detect nested mutations (#4500) Replace dict() shallow copy with copy.deepcopy() when snapshotting workflow state before activity execution. The shallow copy shared references to nested objects (dicts, lists), so in-place mutations by executors were reflected in both the snapshot and live state, producing an empty diff and preventing state updates from propagating to downstream activities. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: Fix state snapshot to use deepcopy so nested mutations are detected in durable workflow activities Fixes #4500 * Address PR review: remove report, extract testable helpers (#4500) - Delete REPRODUCTION_REPORT.md (debugging artifact with local paths and raw LLM output) - Extract _create_state_snapshot() and _compute_state_updates() as module-level helpers in _app.py so tests exercise the production code path - Update TestStateSnapshotDiff to import and use production helpers instead of reimplementing snapshot/diff logic locally Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Apply pre-commit auto-fixes * Add regression tests proving shallow copy bug and deep copy isolation (#4500) Add two additional tests to TestStateSnapshotDiff: - test_shallow_copy_would_miss_nested_mutations: reproduces the original bug by demonstrating that dict() (shallow copy) misses nested mutations - test_create_state_snapshot_isolates_nested_objects: verifies the production _create_state_snapshot helper creates a true deep copy These tests ensure a regression back to shallow copy would be caught. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Add integration test exercising full activity code path (#4500) Address PR review comment: add test_executor_activity_detects_nested_state_mutations that captures the actual executor_activity function from _setup_executor_activity and verifies it detects in-place nested mutations. This test would fail if _app.py line 314 regressed from _create_state_snapshot() back to dict(). Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Address review feedback for #4518: review comment fixes * Address PR review feedback for state snapshot diff - Inline _compute_state_updates logic at call site to reuse precomputed original_keys/current_keys sets, avoiding redundant set allocations - Fix test docstring to describe behavioral regression instead of hard-coding a specific line number - Use SOURCE_ORCHESTRATOR constant in integration test instead of literal string Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Apply pre-commit auto-fixes * fix: remove unused _compute_state_updates from _app.py (#4518) The function was inlined per review comment, making the module-level helper unused and triggering a pyright reportUnusedFunction error. Move the helper into the test file where it is still needed for unit testing the diffing logic. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> --------- Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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Get Started with Microsoft Agent Framework Durable Functions
Please install this package via pip:
pip install agent-framework-azurefunctions --pre
Durable Agent Extension
The durable agent extension lets you host Microsoft Agent Framework agents on Azure Durable Functions so they can persist state, replay conversation history, and recover from failures automatically.
Basic Usage Example
See the durable functions integration sample in the repository to learn how to:
from agent_framework.azure import AgentFunctionApp
_app = AgentFunctionApp()
- Register agents with
AgentFunctionApp - Post messages using the generated
/api/agents/{agent_name}/runendpoint
For more details, review the Python README and the samples directory.