Python: [BREAKING] Moved to a single get_response and run API by eavanvalkenburg · Pull Request #3379 · microsoft/agent-framework

eavanvalkenburg · 2026-01-22T17:34:18Z

Motivation and Context

Summary

Migrate chat/agent telemetry to mixin-based usage and remove legacy decorators, with streaming telemetry now using finalizers/teardown hooks instead of consuming streams.
- This makes understanding the code a lot simpler, because we can set attributes on the chat client in the init of those mixin (making them technically not a mixin)
- Added those parameters to the constructors, making it easier to configure things like function calling
Replace function invocation decorators with FunctionInvokingChatClient/FunctionInvokingMixin across clients, tests, and samples; update docs/comments accordingly.
Introducing a ResponseStream object that can is created to unify the API's
- It is generic over TUpdate and TFinal, which in our case is usually ChatResponseUpdate and ChatReponse or the agent equivalent.
- It features a update_hook mechanism, to allow you to run code while the internal stream is being unpacked, this can mostly be leveraged by middleware
- It features a teardown hook mechanism, this get's run when the stream is exhausted, it's used now by the telemtry to record the duration
- It features a finalizer (one or more) mechanism, that runs after the end of the stream, which is used to turn the updates list into a final object, this can be used by middleware and is also used in function calling and telemetry
- In principle the ResponseStream is created by the most lowlevel object, the actual chat client implementations, and ideally all the layers in between should only use the hooks to do something, FunctionCalling does not work that way, because there are multiple calls to the underlying chat client that all then have to be combined into a single stream at runtime. Agent also creates a new stream, because it goes from ResponseStream[ChatResponseUpdate, ChatResponse] to ResponseStream[AgentResponseUpdate, AgentResponse], but the object has a classmethod called wrap that is used to wrap the ResponseStream from the chat client into the new ResponseStream in the Agent.
Overall this change reduces the number of times we iterate the stream and return a new AsyncGenerator and the new hooks actually make it simpler to create middleware that alters the stream (as the sample shows), it should therefore also improve performance a bit.
Removed use_instrumentation/use_agent_instrumentation and use_function_invocation decorators; mixins are now the supported path.

Description

Contribution Checklist

The code builds clean without any errors or warnings
The PR follows the Contribution Guidelines
All unit tests pass, and I have added new tests where possible
Is this a breaking change? If yes, add [BREAKING] prefix to the title of the PR.

Fixes #3585
Fixes #3607
Fixes #3617
Fixes #3581
Fixes #3610

Copilot

Pull request overview

This PR consolidates the Python Agent Framework's streaming and non-streaming APIs into a unified interface. The primary changes include:

Changes:

Unified run() and get_response() methods with stream parameter replacing separate run_stream() and get_streaming_response() methods
Migration from decorator-based (@use_instrumentation, @use_function_invocation) to mixin-based architecture for telemetry and function invocation
Introduction of ResponseStream class for unified stream handling with hooks, finalizers, and teardown support
Renamed AgentExecutionException to AgentRunException

Reviewed changes

Copilot reviewed 84 out of 85 changed files in this pull request and generated 28 comments.

Show a summary per file

File	Description
`_types.py`	Added `ResponseStream` class for unified streaming, updated `prepare_messages` to handle None
`_clients.py`	Refactored `BaseChatClient` with unified `get_response()` method, introduced `FunctionInvokingChatClient` mixin
`openai/_responses_client.py`	Consolidated streaming/non-streaming into single `_inner_get_response()` method
`openai/_chat_client.py`	Similar consolidation for chat completions API
`openai/_assistants_client.py`	Unified assistants API with stream parameter
`_workflows/_workflow.py`	Consolidated `run()` and `run_stream()` into single `run(stream=bool)` method
`_workflows/_agent.py`	Updated `WorkflowAgent.run()` to use stream parameter
Test files (multiple)	Updated all tests to use `run(stream=True)` and `get_response(stream=True)`
Sample files (multiple)	Updated samples to demonstrate new unified API
Provider clients	Updated all provider implementations (Azure, Anthropic, Bedrock, Ollama, etc.) to use mixins

python/packages/core/agent_framework/openai/_responses_client.py

python/packages/core/agent_framework/openai/_assistants_client.py

python/packages/core/agent_framework/_clients.py

python/packages/core/agent_framework/exceptions.py

python/packages/core/agent_framework/observability.py

python/packages/core/tests/workflow/test_agent_executor_tool_calls.py

python/packages/core/tests/workflow/test_handoff.py

python/packages/core/agent_framework/_tools.py

markwallace-microsoft · 2026-01-23T11:16:58Z

Python Test Coverage Report •

File	Stmts	Miss	Cover	Missing
packages/a2a/agent_framework_a2a
_agent.py	148	8	94%	261, 399–400, 437–438, 467–469
packages/ag-ui/agent_framework_ag_ui
_client.py	150	17	88%	83–84, 88–92, 96–100, 263, 295, 464–466
_message_adapters.py	454	95	79%	89, 99–100, 109–112, 115–119, 121–126, 129, 138–144, 147, 151–153, 162–164, 184, 190–192, 222, 235–236, 246–247, 284, 287, 289, 292, 295, 311, 328, 350, 381, 386, 397–398, 449, 465–466, 532–535, 537, 543, 551–552, 554, 558–561, 574, 663–666, 668, 734, 769–771, 773–776, 779–780, 782, 788, 791, 793, 796, 798, 804–805, 807
_run.py	481	121	74%	155–162, 305, 324–325, 340–341, 356, 384–386, 411, 414–417, 419–420, 423–429, 432–434, 437, 453–455, 462, 468–470, 474, 479–481, 483–484, 500–504, 515, 528, 530–531, 547, 568–569, 626–628, 640–642, 840, 851–852, 859, 877–879, 913–915, 932, 938, 946, 948, 984–990, 993–996, 998–1007, 1010, 1018–1021, 1028, 1031–1032, 1037, 1043–1045, 1049, 1054–1057, 1071–1073
_types.py	36	0	100%
_utils.py	101	3	97%	72, 257, 262
packages/ag-ui/agent_framework_ag_ui/_orchestration
_tooling.py	57	0	100%
packages/anthropic/agent_framework_anthropic
_chat_client.py	362	150	58%	371, 403, 405, 420, 442–445, 454, 456, 487–491, 493, 495–496, 498, 503–504, 506, 539–540, 549, 551–552, 557, 574–575, 617, 632, 636–637, 653, 662, 664, 668–669, 712–714, 716, 729–730, 737–739, 743–745, 749–752, 763, 765, 787, 797, 819–825, 832–833, 841–842, 850–853, 860–861, 867–868, 874–875, 881, 889–891, 895, 902–903, 909–910, 916–917, 923, 931–934, 941–942, 961, 968–969, 988, 1010, 1012, 1021–1022, 1028, 1050–1051, 1057–1058, 1067–1077, 1084–1090, 1097–1103, 1110–1119, 1126–1129
packages/azure-ai/agent_framework_azure_ai
_agent_provider.py	115	3	97%	122–123, 251
_chat_client.py	484	75	84%	382, 387–388, 390–391, 394, 397, 399, 404, 665–666, 668, 671, 674, 677–682, 685, 687, 695, 707–709, 713, 716–717, 725–728, 738, 746–749, 751–752, 754–755, 762, 770–771, 779–780, 785–786, 790–797, 802, 805, 813, 819, 827–829, 832, 854–855, 988, 1016, 1031, 1152, 1178, 1187, 1196, 1329
_client.py	195	13	93%	360, 362, 411, 440–445, 488, 523, 525, 601
_project_provider.py	115	6	94%	132–133, 211, 309, 353, 386
packages/chatkit/agent_framework_chatkit
_converter.py	133	46	65%	115, 120, 168, 170, 340, 393, 395, 414–416, 418, 436, 438, 440, 443, 455, 465, 483, 503–527, 529–531
packages/copilotstudio/agent_framework_copilotstudio
_agent.py	83	5	93%	154–155, 190, 198, 315
packages/core/agent_framework
_agents.py	320	35	89%	473, 885, 921, 1020–1022, 1135, 1176, 1178, 1187–1192, 1198, 1200, 1210–1211, 1218, 1220–1221, 1229–1233, 1241–1242, 1244, 1249, 1251, 1285, 1325, 1345
_clients.py	52	3	94%	294, 495, 497
_middleware.py	329	16	95%	80, 83, 88, 797, 799, 801, 922, 949, 951, 976, 1057, 1061, 1185, 1189, 1250, 1324
_serialization.py	105	4	96%	516, 532, 542, 610
_threads.py	136	3	97%	343, 474–475
_tools.py	788	85	89%	232, 278, 329, 331, 359, 529, 564–565, 667, 669, 689, 707, 721, 733, 738, 740, 747, 780, 851–853, 894, 916–944, 979, 987, 1228, 1433, 1490, 1494, 1573–1577, 1595, 1597–1598, 1703, 1707, 1757, 1759, 1775, 1777, 1841, 1868, 1921, 1989, 2165–2166, 2193, 2201, 2214, 2224–2225, 2260, 2316, 2348
_types.py	1038	96	90%	81, 90–91, 145, 150, 169, 171, 175, 179, 181, 183, 185, 203, 207, 233, 255, 260, 265, 269, 295, 299, 645–646, 1017, 1079, 1096, 1114, 1119, 1137, 1147, 1164–1165, 1167, 1185–1186, 1188, 1195–1196, 1198, 1233, 1244–1245, 1247, 1285, 1542, 1595, 1602, 1624, 1630, 1678, 1721–1726, 1748, 1753, 1882, 1894, 2133, 2142, 2162, 2254, 2475, 2743, 2747, 2759, 2766, 2777, 2981–2983, 2986–2988, 2992, 2997, 3001, 3113–3115, 3143, 3197, 3201–3203, 3205, 3216–3217, 3220–3224, 3230
observability.py	607	82	86%	334, 336–338, 341–343, 348–349, 355–356, 362–363, 370, 372–374, 377–379, 384–385, 391–392, 398–399, 406, 662, 665, 673–674, 677–680, 682, 685–687, 690–691, 719, 721, 732–734, 736–739, 743, 751, 852, 854, 1003, 1005, 1009–1014, 1016, 1019–1023, 1025, 1137–1138, 1140, 1327, 1375–1376, 1492–1494, 1553, 1723, 1877, 1879
packages/core/agent_framework/_workflows
_agent.py	332	54	83%	59, 67–73, 107–108, 340–341, 350–351, 358, 360, 366–367, 453–454, 463, 470, 496, 547, 576, 635–638, 644, 650, 654–655, 658–664, 668–669, 675, 749–750, 761, 800, 821, 830, 834, 836–838, 845
_agent_executor.py	160	22	86%	98, 146, 164–165, 216–217, 219–220, 252–254, 262–264, 274–276, 278, 282, 286, 290–291
_base_group_chat_orchestrator.py	170	12	92%	135, 301, 316, 350–352, 356, 375, 436, 480–482
_const.py	6	0	100%
_conversation_state.py	36	5	86%	40, 45, 47, 49, 64
_message_utils.py	18	3	83%	22, 33, 37
_orchestration_request_info.py	54	0	100%
_orchestrator_helpers.py	21	2	90%	90–91
_runner_context.py	168	6	96%	84, 87, 383, 403, 491, 495
_workflow.py	272	19	93%	89, 267–269, 271–272, 290, 294, 322, 424, 642, 684, 689, 692, 711–713, 726, 794
_workflow_context.py	157	9	94%	62–63, 71, 75, 89, 165, 190, 308, 427
packages/core/agent_framework/azure
_chat_client.py	79	4	94%	301, 303, 316–317
_responses_client.py	37	6	83%	146, 169, 198–201
packages/core/agent_framework/openai
_assistant_provider.py	110	11	90%	156–157, 169, 294, 360, 475–480
_assistants_client.py	275	35	87%	358, 360, 362, 365, 369–370, 373, 376, 381–382, 384, 387–389, 394, 405, 430, 432, 434, 436, 438, 443, 446, 449, 453, 464, 549, 634, 671, 708–711, 763, 780
_chat_client.py	267	21	92%	179–180, 184, 298, 305, 386–393, 395–398, 408, 493, 530, 546
_responses_client.py	562	62	88%	277–278, 283, 314, 322, 345, 407, 439, 464, 470, 488–489, 511, 516, 572, 586, 603, 616, 671, 750, 755, 759–761, 765–766, 789, 858, 880–881, 896–897, 915–916, 1047–1048, 1064, 1066, 1141–1149, 1197, 1252, 1267, 1303–1304, 1306–1308, 1322–1324, 1334–1335, 1341, 1356
_shared.py	135	16	88%	63, 69–72, 151, 153, 155, 162, 164, 177, 253, 277, 341–342, 344
packages/mem0/agent_framework_mem0
_provider.py	85	6	92%	67–68, 90, 174–175, 178
packages/orchestrations/agent_framework_orchestrations
_group_chat.py	291	39	86%	171, 332, 339, 366, 377–378, 384, 389, 405, 432–437, 439, 472–475, 477, 482–486, 650, 655, 669, 750, 756, 802, 822, 897–898, 932, 951, 970, 980
_handoff.py	383	57	85%	109–110, 112, 141–142, 164–174, 176, 178, 180, 185, 285, 339, 364, 392, 400–401, 415, 464–465, 497, 544–546, 733, 740, 745, 832, 835, 844–847, 857, 862, 869, 875–878, 913, 918, 1115, 1118, 1126, 1144, 1151, 1226
_magentic.py	620	91	85%	66–75, 80, 84–95, 260, 271, 275, 295, 356, 365, 367, 409, 426, 435–436, 438–440, 442, 453, 595, 597, 637, 685, 721–723, 725, 733–736, 740–743, 786, 813–816, 907, 913, 919, 958, 996, 1025, 1042, 1053, 1107–1108, 1112–1114, 1138, 1159–1160, 1173, 1189, 1211, 1259–1260, 1298–1299, 1458, 1467, 1470, 1475, 1871, 1926, 1941, 1970
packages/purview/agent_framework_purview
_middleware.py	95	0	100%
packages/redis/agent_framework_redis
_chat_message_store.py	149	14	90%	199, 232, 322–323, 326, 329, 485, 575–579, 588, 592
_provider.py	188	9	95%	255, 257, 265, 270–271, 274, 329, 386, 398
TOTAL	16510	2021	87%

Python Unit Test Overview

Tests	Skipped	Failures	Errors	Time
3909	225 💤	0 ❌	0 🔥	1m 13s ⏱️

python/packages/a2a/agent_framework_a2a/_agent.py

python/packages/anthropic/agent_framework_anthropic/_chat_client.py

python/packages/azure-ai/agent_framework_azure_ai/_client.py

python/packages/core/agent_framework/_workflows/_agent_executor.py

python/packages/core/agent_framework/_agents.py

python/packages/core/agent_framework/observability.py

eavanvalkenburg · 2026-02-02T10:26:04Z

Fixes lingering CI failures: import missing response types in streaming telemetry finalizers, move AG-UI tests to ag_ui_tests with config updates, and track service thread IDs in AG-UI test client.\n\nChecks: uv run poe fmt/lint/pyright/mypy; uv run poe all-tests.

python/packages/core/agent_framework/observability.py

python/packages/core/agent_framework/_tools.py

- Fix a2a tests: Role comparisons and ChatMessage signatures - Fix lab tau2 source: Role enum comparison in flip_messages, log_messages, sliding_window - Fix lab tau2 tests: ChatMessage signatures and Role comparisons

After rebasing on upstream/main which merged PR microsoft#3647 (Types API Review improvements), fix all packages to use the new API: - ChatMessage: Use keyword args (role=, text=, contents=) instead of positional args - Role: Compare using .value attribute since it's now an enum Packages fixed: - ag-ui: Fixed Role value extraction bugs in _message_adapters.py - anthropic: Fixed ChatMessage and Role comparisons in tests - azure-ai: Fixed Role comparison in _client.py - azure-ai-search: Fixed ChatMessage and Role in source/tests - bedrock: Fixed ChatMessage signatures in tests - chatkit: Fixed ChatMessage and Role in source/tests - copilotstudio: Fixed ChatMessage and Role in tests - declarative: Fixed ChatMessage in _executors_agents.py - mem0: Fixed ChatMessage and Role in source/tests - purview: Fixed ChatMessage in source/tests

- durabletask: Use str() fallback in role value extraction - core: Fix ChatMessage in _orchestrator_helpers.py to use keyword args - core: Add type ignore for _conversation_state.py contents deserialization - ag-ui: Fix type ignore comments (call-overload instead of arg-type) - azure-ai-search: Fix get_role_value type hint to accept Any - lab: Move get_role_value to module level with Any type hint

- Increase job timeout from 10 to 15 minutes - Reduce per-test timeout to 60s (was 900s/300s) - Add --timeout_method thread for better timeout handling - Add --timeout-verbose to see which tests are slow - Reduce retries from 3 to 2 and delay from 10s to 5s This ensures individual test timeouts are shorter than the job timeout, providing better visibility when tests hang. With 60s timeout and 2 retries, worst case per test is ~180s.

- Fix ChatMessage positional args in docstrings: _serialization.py, _threads.py, _middleware.py - Fix ChatMessage in tau2 runner.py - Fix role comparison in _orchestrator_helpers.py to use .value - Fix role comparison in _group_chat.py docstring example - Fix role assertions in test_durable_entities.py to use .value

… no tools OpenAI API requires tool_choice and parallel_tool_calls to only be present when tools are specified. Restored the logic that removes these options when there are no tools. - Restored check in _chat_client.py to remove tool_choice and parallel_tool_calls when no tools present - Restored same logic in _responses_client.py - Reverted test to expect the correct behavior

…types

- Refactor streaming function invocation to use get_final_response() on inner streams - Fix MiddlewareTermination to accept result parameter for passing results - Fix _AutoHandoffMiddleware to use MiddlewareTermination instead of context.terminate - Fix AgentMiddlewareLayer.run() to properly forward function/chat middleware - Remove duplicate middleware registration in AgentMiddlewareLayer.__init__ - Fix exception handling in _auto_invoke_function to properly capture termination - Fix mypy errors in core package - Update tests to use stream=True parameter for unified run API

- Merge testutils.py into conftest.py for azurefunctions integration tests - Merge dt_testutils.py into conftest.py for durabletask integration tests - Convert all integration tests to use fixtures instead of direct imports (fixes ModuleNotFoundError with --import-mode=importlib) - Add sample_helper fixture for azurefunctions tests - Add agent_client_factory and orchestration_helper fixtures for durabletask - Integration tests now skip with descriptive messages when services unavailable - Restructure devui tests into tests/devui/ with proper conftest.py - Add test organization guidelines to CODING_STANDARD.md - Remove __init__.py from test directories per pytest best practices

The hook was skipping all tests in the test session, not just integration tests. Now it only skips items in the integration_tests directory.

@patch

Use patch.object on the imported module instead of @patch with string path to ensure the mock takes effect regardless of import timing.

Increase from 2 to 8 seconds to allow time for: - Python startup and module imports - Azure OpenAI client creation - Agent registration with DTS worker - Worker connection to DTS This helps prevent test failures in CI where the first tests may run before the worker is fully ready to process requests.

The _consume_stream method now expects a ResponseStream that can provide a final AgentResponse via get_final_response(). Update the test to use ResponseStream with AgentResponse.from_updates as the finalizer.

Copilot AI review requested due to automatic review settings January 22, 2026 17:34

markwallace-microsoft added documentation Improvements or additions to documentation python labels Jan 22, 2026

Copilot started reviewing on behalf of eavanvalkenburg January 22, 2026 17:35 View session

Copilot AI reviewed Jan 22, 2026

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eavanvalkenburg force-pushed the python_single_response branch 3 times, most recently from 07afd46 to dd65afa Compare January 23, 2026 10:46

eavanvalkenburg changed the title ~~Python: [BREAKING} Python single response~~ Python: [BREAKING] Moved to a single get_response and run API Jan 23, 2026

eavanvalkenburg force-pushed the python_single_response branch 4 times, most recently from 32f0473 to 5c78d91 Compare January 30, 2026 05:03

markwallace-microsoft mentioned this pull request Jan 30, 2026

Python: NET: [Feature] Simplify AIAgent run methods #3515

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eavanvalkenburg requested a review from a team as a code owner January 30, 2026 16:25

TaoChenOSU reviewed Jan 30, 2026

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markwallace-microsoft added .NET workflows Related to Workflows in agent-framework lab Agent Framework Lab labels Feb 1, 2026

github-actions bot changed the title ~~Python: [BREAKING] Moved to a single get_response and run API~~ .NET: Python: [BREAKING] Moved to a single get_response and run API Feb 1, 2026

eavanvalkenburg force-pushed the python_single_response branch from ebfc3b0 to 92995e6 Compare February 1, 2026 14:58

eavanvalkenburg removed the .NET label Feb 1, 2026

eavanvalkenburg changed the title ~~.NET: Python: [BREAKING] Moved to a single get_response and run API~~ Python: [BREAKING] Moved to a single get_response and run API Feb 1, 2026

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eavanvalkenburg force-pushed the python_single_response branch from a8f7c92 to a5dadf8 Compare February 3, 2026 15:36

dmytrostruk approved these changes Feb 4, 2026

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eavanvalkenburg force-pushed the python_single_response branch from 92df8e3 to a99fdba Compare February 4, 2026 08:08

eavanvalkenburg enabled auto-merge February 4, 2026 08:23

eavanvalkenburg added 11 commits February 5, 2026 12:45

Fix ChatMessage and Role API changes in a2a and lab packages

a7f49db

- Fix a2a tests: Role comparisons and ChatMessage signatures - Fix lab tau2 source: Role enum comparison in flip_messages, log_messages, sliding_window - Fix lab tau2 tests: ChatMessage signatures and Role comparisons

Remove duplicate test files from ag-ui/tests (tests are in ag_ui_tests)

2589b8a

fixed issue in tests

87c5748

fix: resolve merge conflict markers in ag-ui tests

4f9402e

fix: restructure ag-ui tests and fix Role/FinishReason to use string …

8e18817

…types

eavanvalkenburg force-pushed the python_single_response branch from ca3d898 to 3577435 Compare February 5, 2026 11:45

eavanvalkenburg added 8 commits February 5, 2026 12:48

fix all tests command

64163d3

Fix pytest_collection_modifyitems to only skip integration tests

ac7f387

The hook was skipping all tests in the test session, not just integration tests. Now it only skips items in the integration_tests directory.

Fix mem0 tests failing on Python 3.13

474e6a6

Use patch.object on the imported module instead of @patch with string path to ensure the mock takes effect regardless of import timing.

fix mem0

4793efe

another attempt for mem0

ee56d48

fix for mem0

4c6d083

fix mem0

f9c5953

eavanvalkenburg enabled auto-merge February 5, 2026 14:36

westey-m approved these changes Feb 5, 2026

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github-merge-queue bot removed this pull request from the merge queue due to failed status checks Feb 5, 2026

eavanvalkenburg enabled auto-merge February 5, 2026 15:14

Fix streaming test to use ResponseStream with finalizer

e6ed08b

The _consume_stream method now expects a ResponseStream that can provide a final AgentResponse via get_final_response(). Update the test to use ResponseStream with AgentResponse.from_updates as the finalizer.

westey-m approved these changes Feb 5, 2026

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