Commit Graph
23 Commits
Author SHA1 Message Date
6cd81286a9 .NET: dotnet: Add hosted-agent User-Agent supplement to outgoing requests (#5453)
* dotnet: Add hosted-agent User-Agent supplement to outgoing requests

When an agent runs inside a Foundry Hosted Agent, the outgoing
User-Agent header now includes 'agent-framework-hosted/{version}'
alongside the existing 'MEAI/{version}' segment.

- Add HostedAgentContext with AsyncLocal<string?> property
- MeaiUserAgentPolicy reads the supplement per-call
- AgentFrameworkResponseHandler sets/restores the context

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* chore: update hosted UA format to foundry-hosting/agent-framework-dotnet/{version}

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Trying to get UA flowing, no luck yet.

* .NET: Polyfill MEAI OpenAIResponsesChatClient to add hosted-agent User-Agent supplement

When AgentFrameworkResponseHandler resolves an agent (i.e. we are running in a
hosted context), TryApplyUserAgent walks the agent's IChatClient decorator chain
to find MEAI's internal OpenAIResponsesChatClient and reflectively swaps its
inner _responseClient field with a DelegatingResponsesClient wrapper. The
wrapper overrides the public-virtual protocol methods to add a per-call
HostedAgentUserAgentPolicy to the RequestOptions and delegate to the inner
ResponsesClient. The OpenAI SDK's internal streaming overloads bottom out in
calls to the public-virtual non-streaming overloads via virtual dispatch on
this, so streaming is covered without overriding any non-virtual member.

The wrapper accepts any ResponsesClient-derived inner — both the Foundry
ProjectResponsesClient and the native OpenAI ResponsesClient — and preserves
the inner client's full pipeline (Transport, RetryPolicy, NetworkTimeout,
OrganizationId / ProjectId / UserAgentApplicationId, custom policies).

- Add DelegatingResponsesClient + HostedAgentUserAgentPolicy in Microsoft.Agents.AI.Foundry.Hosting.
- Add TryApplyUserAgent next to ApplyOpenTelemetry in FoundryHostingExtensions; wire it into AgentFrameworkResponseHandler.GetAgent for both keyed and default-agent paths.
- Drop earlier-iteration dead code: AddHostedAgentTelemetry extension, HostedUserAgentPolicy class, HostedAgentContext.cs, and the never-called ToRequestOptions helper.
- Revert RequestOptionsExtensions.MeaiUserAgentPolicy to MEAI-only (the supplement is now injected by the polyfill).
- Revert unrelated whitespace change in Agent_Step25_ToolboxServerSideTools sample.
- Tests cover streaming AND non-streaming, retry policy preservation, OrganizationId/ProjectId/UserAgentApplicationId pass-through, idempotency, native OpenAI ResponsesClient, and reflection guards for MEAI/OpenAI shape drift.

* .NET: Address review feedback on hosted-agent User-Agent polyfill

- TryApplyUserAgent: replace silent null-return with ArgumentNullException to match the codebase's convention.
- Add idempotency test (TryApplyUserAgent_CalledTwiceOnSameAgent_DoesNotDoubleWrap) — runs the polyfill twice on the same agent and asserts the wire UA contains exactly one foundry-hosting segment, proving the 'current is DelegatingResponsesClient' guard prevents nested wrapping.
- Add retry-double-append test (Polyfill_RetryWithinCall_DoesNotDuplicateSupplementInUserAgent) — exercises the HostedAgentUserAgentPolicy Contains-guard via a custom retry policy that re-runs the inner pipeline on the same message.
- Replace TryApplyUserAgent_NullAgent_ReturnsNullWithoutThrowing with TryApplyUserAgent_NullAgent_ThrowsArgumentNullException to match the new contract.

* .NET: Drop null check from TryApplyUserAgent and its now-redundant test

The two call sites in AgentFrameworkResponseHandler.GetAgent already null-check the agent before invoking TryApplyUserAgent, so the defensive ArgumentNullException is unreachable. Remove it and the corresponding test.

* .NET: Remove unused Microsoft.Shared.Diagnostics import in ServiceCollectionExtensions

The Throw.IfNull helper from this namespace was used by the now-removed null check in TryApplyUserAgent. Drop the unused import to satisfy IDE0005 in CI's full-project dotnet format run.

---------

Co-authored-by: alliscode <bentho@microsoft.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Roger Barreto <19890735+rogerbarreto@users.noreply.github.com>
2026-04-30 16:37:54 +00:00
8b71f9459a Python: Feature/hosted dwf (#5531)
* Fix declarative Workflow.as_agent() by accepting list[Message] in start executor

The declarative start executor (JoinExecutor) only advertised dict and str
in its input_types, so WorkflowAgent.__init__ rejected it with
'Workflow's start executor cannot handle list[Message]'.

Add list[Message] to the JoinExecutor handler annotation and add a
matching branch in DeclarativeActionExecutor._ensure_state_initialized
that extracts the last user-message text and falls through to the
string-input initialization path, so =System.LastMessageText works
end-to-end via as_agent().

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Populate Conversation.messages from list[Message] trigger

When Workflow.as_agent() is invoked with a list[Message], the start executor now populates Conversation.messages / Conversation.history / System.conversations.{id}.messages with prior turns only (excluding the latest user message), and surfaces the latest user message via Inputs.input and System.LastMessage*. This matches InvokeAzureAgent's contract that the messages binding holds prior turns and the executor itself appends the new user input before invoking, avoiding double-append of the trailing user turn while preserving full history (incl. assistant/system/tool roles and multi-modal content) for downstream actions.

* Coerce Enum values when serializing PowerFx symbols

MessageRole and other str-subclass Enums passed isinstance(v, str) and were forwarded to pythonnet unchanged. pythonnet then raised 'MessageRole value cannot be converted to System.String' for every PowerFx primitive when ConditionGroup/Expr eval walked the symbol table containing Conversation.messages. Reduce Enum members to their underlying value before the primitive check so eval sees plain strings/ints.

* Foundry hosting: pass full conversation history to workflow agents

_handle_inner_workflow only forwarded the latest user turn to WorkflowAgent.run, even though _handle_inner_agent already prepends history fetched from Foundry storage to the messages it sends a regular agent. Declarative workflows reset Conversation.messages on every run (state.initialize), so checkpoint replay alone does not give them prior turns - the host has to pass them in, the same way it does for non-workflow agents. Mirror that contract: fetch context.get_history() and pass [*history, *input_messages] to the workflow agent.

* feat(workflows): support combined message + checkpoint_id for multi-turn continuation

Allow Workflow.run(message=..., checkpoint_id=...) so callers can restore
prior workflow state from a checkpoint AND deliver a new message to the
start executor in a single call. The existing reset_context logic
already preserves shared state when checkpoint_id is set, so this gives
us 'fresh start executor invocation with prior state intact' - exactly
what hosted multi-turn declarative workflows need.

- _workflow.py: drop the message+checkpoint_id mutual exclusion and
  update _execute_with_message_or_checkpoint to do both (restore then
  execute) when both are provided.
- _agent.py: in _run_core's checkpoint branch, also forward
  input_messages so WorkflowAgent.run(messages, checkpoint_id=...) works
  end-to-end. Falls back to the legacy 'restore only' behavior when
  messages are absent.
- _declarative_base.py: detect continuation in _ensure_state_initialized
  by checking whether DECLARATIVE_STATE_KEY already exists in shared
  state; if so, refresh inputs/LastMessage* and append non-user trigger
  messages instead of calling state.initialize() (which would wipe
  Conversation/Local/System).
- foundry_hosting/_responses.py: collapse the host's two-call pattern
  (restore-only, then fresh run) into a single combined call now that
  the underlying APIs support it.
- tests: drop the assertion that combined message+checkpoint_id raises.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Pivot: preserve workflow state across run() calls

Replace the prior 'combined message + checkpoint_id in one run()' approach
with a cleaner default: Workflow.run no longer wipes shared state or runner-
context messages between calls. Iteration counting and per-run kwargs still
reset on a fresh-message run; checkpoint and responses runs are continuations
that preserve everything.

This lets a WorkflowAgent be invoked repeatedly on the same instance and
maintain multi-turn context (e.g. accumulated Conversation.messages) without
asking developers to opt in. Hosted-agent multi-turn pattern becomes two
explicit calls: restore-from-checkpoint (drive to idle), then run-with-message.

Key changes:
- _workflow.py: drop _state.clear() and reset_for_new_run() from run().
  Reset iteration count and run kwargs on fresh-message runs only.
  Restore 'Cannot provide both message and checkpoint_id' validation.
  Add async guard: fresh-message run with un-drained pending executor
  messages from a prior run is invalid.
- _runner.py: clear _state before import_state in restore_from_checkpoint
  so restore is authoritative (import_state merges, not replaces).
- _agent.py: revert checkpoint branch to restore-only (no message forward).
- _responses.py (foundry_hosting): two-call host pattern - restore checkpoint
  silently, then run with new user input.
- tests: state-preservation is the new default; rebuild Workflow for clean slate.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix CI lint and mypy issues from prior pivot commit

- _workflow.py: collapse nested if (SIM102), drop redundant assignment (RET504)
- _declarative_base.py: remove unused last_user_msg = tail assignment
  whose Message | None type clashed with the prior Message-typed branch

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Address PR review: fix Inputs.input update and checkpoint storage path

- _declarative_base.py: continuation branch was writing 'Inputs.input' via
  state.set, which routes to the Custom namespace and never updates the
  PowerFx-visible Workflow.Inputs.input. Update state_data['Inputs'] in
  place via get_state_data / set_state_data so =Workflow.Inputs.input and
  =inputs.input see the new turn's user text on continuation.
- _declarative_base.py: refresh docstring to clarify that on a list[Message]
  trigger, Conversation.messages excludes the current user message at the
  start of the turn (agent executors append it before invoking the inner
  agent).
- _responses.py: when previous_response_id is supplied (no conversation_id),
  the prior checkpoint lives under <storage>/<previous_response_id> but new
  checkpoints must land under <storage>/<current_response_id> for the next
  turn to find them. Hold onto restore_storage from the get_latest lookup
  and pass it to the restore-only run; pass write_storage (current id) to
  the message-delivery run and to checkpoint cleanup.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix pyright errors in _declarative_base.py for CI

- Replace state._state.get(...) protected access with new public
  is_initialized() method on DeclarativeWorkflowState (also clearer intent
  for the continuation detection use case).
- Add narrow pyright ignores for the Any-typed trigger paths that pyright
  cannot fully narrow (the list[Message] isinstance loop and the
  fallback-DefaultTransform branch).

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Address Copilot review batch: tests + Workflow.reset escape hatch

* Add Workflow.reset() public method as recovery escape hatch when an
  in-flight run aborted (e.g. WorkflowConvergenceException) and the
  workflow is not checkpointed. Update the in-flight messages guard's
  error message to point callers at it.

* Add test_workflow_run_inflight_messages_guard exercising both the
  guard (sync + streaming) and the reset() recovery path.
* Add test_workflow_reset_rejects_concurrent_runs to lock down the
  in-progress guard on reset.

* Add test_as_agent_continuation_preserves_prior_state covering the
  is_continuation branch in _ensure_state_initialized: stamps a marker
  between calls and asserts it survives, while Inputs.input and
  System.LastMessageText refresh to the new turn.

* Add test_powerfx_safe.py regression tests for the Enum branch in
  _make_powerfx_safe (str-subclass, int-subclass, plain Enum, and
  Enums nested in dict/list).

* Drop redundant @pytest.mark.asyncio on
  test_as_agent_round_trip_with_last_message_text (asyncio_mode='auto').

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Skip restore-only pre-pass when checkpoint has pending request_info

Address Copilot review on _responses.py: the restore-only checkpoint
replay populates self._agent.pending_requests for any request_info
events captured in the checkpoint. The follow-up run(input_messages)
call would then route through WorkflowAgent._process_pending_requests,
which expects function-response content and rejects plain text input
as 'unexpected content while awaiting request info responses'.

Workflows resumed from a checkpoint that was idle-with-pending-requests
would therefore fail every subsequent plain-text user turn. Inspect the
loaded checkpoint and skip the pre-pass when its
pending_request_info_events dict is non-empty. Workflows that don't use
request_info (the current sample set) are unaffected; workflows that do
will fall through to a fresh-message run rather than silently corrupting
the routing state.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Loosen azure-ai-agentserver-* pins to major version

The exact-version pins on azure-ai-agentserver-{core,responses,invocations}
forced foundry-hosting consumers to upgrade in lockstep with every beta
bump from upstream. Switch to '>=current,<next-major' so we pick up patch
and feature updates within the same major series without a coordinated
release.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Drop Workflow.reset(); checkpointing is the recovery path

The in-flight-messages guard prevented silent misbehavior, but the
companion Workflow.reset() escape hatch only cleared _messages while
leaving iteration count, executor-local state, and shared State
mutations in an indeterminate condition after a mid-run failure. That
gave a false sense of recovery.

Recovery from a mid-run failure is supported only via checkpoint
restoration. Keep the guard and reframe its error message accordingly;
remove reset() and its tests.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Address Tao's review on PR 5531

- Rename Workflow._run_workflow_with_tracing parameter
  is_fresh_message_run -> is_continuation (default False, inverted).
  Fresh-message turns reset per-run accounting; continuations
  (checkpoint restores, responses replays) preserve it.
- Simplify the in-flight-messages guard: _validate_run_params already
  enforces that 'message' is mutually exclusive with 'checkpoint_id'
  and 'responses', so the additional checks were dead code.
- foundry_hosting _responses: move the restore-only pre-pass above
  emit_created/emit_in_progress; restore is preparation, not run
  progress. Drop the skip-restore gate (state preservation requires
  unconditional restore) and instead clear agent.pending_requests
  after the restore-only call. Collapse over-conditioned check.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Don't clear pending_requests after restore-only pre-pass

Pending requests in the restored checkpoint represent genuinely
outstanding HITL requests. The next user input may carry function
responses (Responses API `function_call_output` items become
FunctionResultContent / FunctionApprovalResponseContent), which
`WorkflowAgent._process_pending_requests` correctly extracts and
matches against the populated `pending_requests`. Clearing them
after restore would silently drop that state and force the next turn
to be treated as a fresh input even when the caller is responding to
the outstanding requests.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

---------

Co-authored-by: alliscode <bentho@microsoft.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>
2026-04-29 00:51:49 +00:00
5fe8941ff9 .NET: dotnet: Add server-side Foundry Toolbox support and fix SDK beta.4 br… (#5450)
* dotnet: Add server-side Foundry Toolbox support and fix SDK beta.4 breaking changes

Add FoundryToolbox and AIProjectClient extensions to Microsoft.Agents.AI.Foundry.Hosting
for server-side toolbox tool integration matching Python's FoundryChatClient.get_toolbox()
pattern. Tools are fetched from the Foundry project SDK and passed as server-side tools
in the Responses API request.

New files:
- FoundryToolbox.cs: Core implementation using AgentAdministrationClient SDK
- AIProjectClientToolboxExtensions.cs: Extension methods on AIProjectClient
- Agent_Step25_ToolboxServerSideTools sample with create helper and combine flow
- 19 unit tests covering param validation, conversion, sanitization, and extensions

SDK breaking changes (Azure.AI.AgentServer.Responses beta.3 -> beta.4):
- FunctionToolCallOutputResource renamed to OutputItemFunctionToolCallOutput
- AzureAIAgentServerResponsesModelFactory made internal, replaced with direct constructors
- ResponseUsage constructor now requires non-null token details parameters

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: reuse endpoint variable in CreateSampleToolboxAsync

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: pass endpoint through static local functions to avoid capture

Static local functions cannot capture top-level variables. Thread the
endpoint parameter through Main, CombineToolboxes, and CreateSampleToolboxAsync.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* refactor: remove unused projectClient param from CreateSampleToolboxAsync

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Update dotnet/samples/02-agents/AgentsWithFoundry/Agent_Step25_ToolboxServerSideTools/README.md

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update dotnet/samples/02-agents/AgentsWithFoundry/Agent_Step25_ToolboxServerSideTools/Program.cs

Co-authored-by: westey <164392973+westey-m@users.noreply.github.com>

* Update dotnet/samples/02-agents/AgentsWithFoundry/Agent_Step25_ToolboxServerSideTools/Program.cs

Co-authored-by: westey <164392973+westey-m@users.noreply.github.com>

* Removing GetToolbocVersion.

* Removing tests for GetToolboxVersion

* fix: map cached/reasoning token counts in ConvertUsage instead of hardcoding zeros

Extract InputTokenDetails.CachedTokenCount and OutputTokenDetails.ReasoningTokenCount
from UsageDetails.AdditionalCounts, matching the pattern in AgentResponseExtensions.
Also accumulate detail counts when merging with existing usage.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

---------

Co-authored-by: alliscode <bentho@microsoft.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: westey <164392973+westey-m@users.noreply.github.com>
2026-04-23 18:52:03 +00:00
aee1acbf8b .NET: Foundry Evals integration for .NET (#4914)
* Foundry Evals integration for .NET

- Core evaluation framework: EvalItem, LocalEvaluator, FunctionEvaluator, EvalChecks
- IAgentEvaluator interface with MeaiEvaluatorAdapter bridge
- AgentEvaluationExtensions for agent.EvaluateAsync() overloads
- FoundryEvals wrapping MEAI quality/safety evaluators
- ConversationSplitters (LastTurn, Full) and IConversationSplitter
- EvalItem.PerTurnItems() for multi-turn decomposition
- HasImageContent for multimodal content detection
- WorkflowEvaluationExtensions for per-agent workflow evaluation
- 7 eval samples mirroring Python parity:
  02-agents/Evaluation: SimpleEval, ExpectedOutputs, Multimodal
  03-workflows/Evaluation: WorkflowEval
  05-end-to-end/Evaluation: FoundryQuality, MixedProviders, ConversationSplits
- Comprehensive unit tests (1958 passing)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Rewrite FoundryEvals to use real Foundry Evals API

Replace MEAI evaluator shim with actual OpenAI EvaluationClient protocol
methods. FoundryEvals now creates eval definitions, submits runs, polls
for completion, and fetches per-item results server-side.

- New constructor: FoundryEvals(AIProjectClient, model, evaluators)
- Add FoundryEvalConverter for MEAI ChatMessage -> Foundry JSON format
- Add EvalId, RunId, ReportUrl to AgentEvaluationResults
- All 20 built-in evaluator constants now work (agent, tool, quality, safety)
- Remove Microsoft.Extensions.AI.Evaluation.Quality/Safety dependencies
- Update all samples for new constructor (no more ChatConfiguration)
- Replace BuildEvaluators tests with ResolveEvaluator tests

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add response output to CustomEvals and ExpectedOutputs samples

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Address review: pagination, validation, error handling, tests

FoundryEvals fixes:
- Add pagination for output items (has_more/after cursor)
- Add guard clauses for pollIntervalSeconds/timeoutSeconds <= 0
- Fix double TryGetProperty for passed field parsing
- Throw on all-tool-evaluators with no tool definitions
- Fix XML doc (default 300s, not 180s)

New tests (30 added, 1989 total):
- EvalChecks: NonEmpty, ContainsExpected (pass/fail/skip/case),
  HasImageContent, ToolCallsPresent
- FoundryEvalConverter: ConvertMessage (text, image, function call,
  function results fan-out, empty fallback, mixed content),
  ConvertEvalItem, BuildTestingCriteria (quality/agent/tool/groundedness
  data mappings), BuildItemSchema

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix review: null-refs, Data.ToString() bug, ContainsExpected, add tests

- Fix NullReferenceException in sample Response display (pattern matching)
- Fix WorkflowEvaluationExtensions Data?.ToString() producing type names
  instead of message text (pattern-match ChatMessage/AgentResponse/list)
- Change EvalChecks.ContainsExpected to return Passed=false when no
  ExpectedOutput (was silently passing, masking misconfiguration)
- Add EvalItem constructor tests with LastTurn/Full/null splitters
- Add FoundryEvalConverter.ConvertMessage DataContent (base64 image) test
- Add ExtractAgentData tests with ChatMessage, list, and AgentResponse data

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix review: conversation fidelity, eval caching, fallback tests

- WorkflowEvaluationExtensions: preserve full response messages (tool calls,
  intermediate) instead of synthetic 2-message conversation. Cast completed
  Data to AgentResponse and use Messages when available, fallback to text.
- FoundryEvals: cache evalId per schema shape (hasContext, hasTools) so
  subsequent EvaluateAsync calls create runs under the same eval definition.
- MeaiEvaluatorAdapter: code already correctly passes queryMessages (not full
  conversation) to IEvaluator — no change needed, verified by inspection.
- Add tests: AgentResponse full messages preservation, unknown object
  ToString() fallback for ExtractAgentData.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Rename AzureAI→Foundry: move eval files, update references

- Move FoundryEvals.cs and FoundryEvalConverter.cs from
  Microsoft.Agents.AI.AzureAI to Microsoft.Agents.AI.Foundry
- Update namespace from AzureAI to Foundry in both files
- Add explicit usings required by Foundry project (no implicit usings)
- Move FoundryEvalConverter tests to Foundry.UnitTests project
  (avoids ReplacingRedactor type conflict from dual project refs)
- Update all sample csproj references and using statements
- Remove Foundry project reference from AI UnitTests

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* PR review round 4: wire up tool extraction, remove eval cache, fix null safety

- BuildEvalItem: extract tools from agent via GetService<ChatOptions>() into EvalItem.Tools (Python parity)
- FoundryEvals: remove eval ID cache - each call creates fresh definition (matches Python behavior)
- FoundryEvals: replace null-forgiving operators with descriptive InvalidOperationException
- MixedProviders sample: remove unnecessary explicit PackageReferences (transitively provided)
- FoundryEvalConverter: document that tool results take precedence over text content
- Add LocalEvaluator zero-checks test documenting 0 metrics = failed behavior

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Python-dotnet parity: 9 feature gaps filled

New checks:
- ToolCallArgsMatch() — verify tool call names + argument subset match
- ToolCalledCheck(ToolCalledMode.Any, ...) — match any of the specified tools
- ToolCalledMode enum (All/Any)

FoundryEvals enhancements:
- Default evaluators now [Relevance, Coherence, TaskAdherence] (was Relevance, Coherence)
- Auto-add ToolCallAccuracy when items have tool definitions
- EvaluateTracesAsync — evaluate by response_ids, trace_ids, or agent_id
- EvaluateFoundryTargetAsync — evaluate deployed Foundry targets

Result type enrichment:
- AgentEvaluationResults: added Status, Error, PerEvaluator, DetailedItems
- New EvalItemResult/EvalScoreResult/PerEvaluatorResult types
- FoundryEvals populates all new fields from API responses

Workflow fix:
- Skip internal executors (_*, input-conversation, end-conversation, end)

Tests: 8 new tests covering ToolCallArgsMatch, ToolCalledMode.Any, internal executor filtering

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add MeaiEvaluatorAdapter and PerTurnItems edge case tests

- 3 tests for MeaiEvaluatorAdapter: query message forwarding, synthetic
  response fallback, multiple items aggregation
- 3 tests for EvalItem.PerTurnItems: empty conversation, no user messages,
  system+assistant only
- StubEvaluator and StubChatClient test helpers

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Blocking link check for outdated package in DevUI.

* Replace Dictionary<string, object> payloads with typed wire models

Introduce internal FoundryEvalWireModels.cs with compile-time-safe types
for the OpenAI Evals API wire format. The OpenAI .NET SDK (2.9.1) only
provides protocol-level methods with BinaryContent/ClientResult — no
typed request models. These internal models replace scattered dictionary
literals with [JsonPropertyName]-annotated classes, giving:

- Compile-time safety (typos become build errors)
- Single point of change when the API evolves
- IntelliSense discoverability
- Cleaner serialization via JsonPolymorphic for content items

Models: WireContentItem hierarchy (text, image, tool_call, tool_result),
WireMessage, WireEvalItemPayload, WireTestingCriterion, WireItemSchema,
WireCreateEvalRequest, WireCreateRunRequest, and data source variants.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Skip metric when Foundry returns neither score nor passed

When an evaluator returns no score and no passed value, the previous
code created BooleanMetric(name, false), which falsely failed items
via ItemPassed. Now we skip the MEAI metric entirely for indeterminate
results — the raw data remains available in DetailedItems for diagnostics.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Address PR #4914 review comments: fix tool evaluator bug and add tests

- Fix duplicate ToolCallAccuracy: resolve evaluator names before checking
  against ToolEvaluators set (Comment 2)
- Make FilterToolEvaluators internal for testability; add tests for the
  ArgumentException edge case when all evaluators are tool-type (Comment 3)
- Add CancellationToken test for LocalEvaluator (Comment 4)
- Add EvaluateAsync integration test on Run with sequential workflow and
  per-agent SubResults verification (Comment 5)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Address Peter's review comments on PR #4914

- Add trailing newline to Evaluation_FoundryQuality.csproj (Comment 6)
- Make evaluator name lookups case-insensitive: switch BuiltinEvaluators,
  ToolEvaluators, AgentEvaluators, and ResolveEvaluator's StartsWith check
  from Ordinal to OrdinalIgnoreCase (Comment 7)
- Add Trace.TraceWarning when Foundry returns fewer results than submitted
  items, indicating expected vs actual count before padding (Comment 8)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add Microsoft.Extensions.AI.Evaluation packages to Directory.Packages.props

These were removed in #5269 as unused, but are needed by the Foundry
and core evaluation integration added in this PR.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

---------

Co-authored-by: alliscode <bentho@microsoft.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
2026-04-16 19:40:07 +00:00
35adfdb318 Python: Foundry Evals integration for Python (#4750)
* Foundry Evals integration for Python

Merged and refactored eval module per Eduard's PR review:

- Merge _eval.py + _local_eval.py into single _evaluation.py
- Convert EvalItem from dataclass to regular class
- Rename to_dict() to to_eval_data()
- Convert _AgentEvalData to TypedDict
- Simplify check system: unified async pattern with isawaitable
- Parallelize checks and evaluators with asyncio.gather
- Add all/any mode to tool_called_check
- Fix bool(passed) truthy bug in _coerce_result
- Remove deprecated function_evaluator/async_function_evaluator aliases
- Remove _MinimalAgent, tighten evaluate_agent signature
- Set self.name in __init__ (LocalEvaluator, FoundryEvals)
- Limit FoundryEvals to AsyncOpenAI only
- Type project_client as AIProjectClient
- Remove NotImplementedError continuous eval code
- Add evaluation samples in 02-agents/ and 03-workflows/
- Update all imports and tests (167 passing)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: resolve mypy redundant-cast errors while keeping pyright happy

Use cast(list[Any], x) with type: ignore[redundant-cast] comments to
satisfy both mypy (which considers casting Any redundant) and pyright
strict mode (which needs explicit casts to narrow Unknown types).

Also fix evaluator decorator check_name type annotation to be
explicitly str, resolving mypy str|Any|None mismatch.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: CI failures — pyupgrade, evaluator overloads, sample API, reset attr

- Apply pyupgrade: Sequence from collections.abc, remove forward-ref quotes
- Add @overload signatures to evaluator() for proper @evaluator usage
- Fix evaluate_workflow sample to use WorkflowBuilder(start_executor=) API
- Fix _workflow.py executor.reset() to use getattr pattern for pyright
- Remove unused EvalResults forward-ref string in default_factory lambda

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: skip gRPC-dependent observability test

The test_configure_otel_providers_with_env_file_and_vs_code_port test
triggers gRPC OTLP exporter creation, but the grpc dependency is
optional and not installed by default. Add skipif decorator matching
the pattern used by all other gRPC exporter tests in the same file.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: add nosec B101 for bandit assert check

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* style: align eval samples with repo conventions

- Move module docstrings before imports (after copyright header)
- Add -> None return type to all main() and helper functions
- Fix line-too-long in multiturn sample conversation data
- Add Workflow import for typed return in all_patterns_sample

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Address PR review feedback: async fixes, sample bugs, deprecation warnings

- Simplify _ensure_async_result to direct await (async-only clients)
- Replace get_event_loop() with get_running_loop()
- Narrow _fetch_output_items exception handling to specific types
- Add warning log when _filter_tool_evaluators falls back to defaults
- Add DeprecationWarning to options alias in Agent.__init__
- Add DeprecationWarning to evaluate_response()
- Rename raw key to _raw_arguments in convert_message fallback
- Fix evaluate_agent_sample.py: replace evals.select() with FoundryEvals()
- Fix evaluate_multiturn_sample.py: use Message/Content/FunctionTool types
- Fix evaluate_workflow_sample.py: replace evals.select() with FoundryEvals()
- Update test mocks to use AsyncMock for awaited API calls

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add test coverage for review feedback items

- Add num_repetitions=2 positive test verifying 2×items and 4 agent calls
- Add _poll_eval_run tests: timeout, failed, and canceled paths
- Add evaluate_traces tests: validation error, response_ids path, trace_ids path
- Add evaluate_foundry_target happy-path test with target/query verification

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix ruff ISC004 lint error and apply formatter

- Wrap implicit string concatenation in parens in evaluate_multiturn_sample.py
- Apply ruff formatter to 6 other files with minor formatting drift

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Remove core type changes (extracted to fix/workflow-stale-session branch)

Reverts changes to _agents.py, _agent_executor.py, and _workflow.py
back to upstream/main. These fixes are now in a separate PR.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Address PR review round 2: bugs, tests, and architecture

Code fixes:
- Fix _normalize_queries inverted condition (single query now replicates
  to match expected_count)
- Fix substring match bug: 'end' in 'backend' matched; use exact set
  lookup for executor ID filtering
- Fix used_available_tools sample: tool_definitions→tools param, use
  FunctionTool attribute access instead of dict .get()
- Add None-check in _resolve_openai_client for misconfigured project
- Add Returns section to evaluate_workflow docstring
- Cache inspect.signature in @evaluator wrapper (avoid per-item reflection)

Architecture:
- Extract _evaluate_via_responses as module-level helper; evaluate_traces
  now calls it directly instead of creating a FoundryEvals instance
- Move Foundry-specific typed-content conversion out of core to_eval_data;
  core now returns plain role/content dicts, FoundryEvals applies
  AgentEvalConverter in _evaluate_via_dataset

Tests:
- evaluate_response() deprecation warning emission and delegation
- num_repetitions > 1 with expected_output and expected_tool_calls
- Mock output_items.list in test_evaluate_calls_evals_api
- Update to_eval_data assertions for plain-dict format
- Unknown param error now raised at @evaluator decoration time

Skipped (separate PR): executor reset loop, xfail removal, options alias

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix CI: revert test_full_conversation, fix pyright errors

- Revert test_full_conversation.py to upstream/main (the session
  preservation test was incorrectly changed to assert clearing)
- Fix pyright reportUnnecessaryComparison on get_openai_client() None
  check by adding ignore comment
- Fix pyright reportPrivateUsage: add public EvalItem.split_messages()
  method and use it in FoundryEvals._evaluate_via_dataset instead of
  accessing private _split_conversation

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Address PR review round 3: reliability, test gaps, cleanup

- Add try/except guard for non-numeric score in _coerce_result
- Add poll_interval minimum bound (0.1s) to prevent tight loops
- Add runtime async client check in _resolve_openai_client
- Remove _ensure_async_result wrapper (10 call sites → direct await)
- Better error message when queries provided without agent
- Import-time asserts for evaluator set consistency
- Remove 28 redundant @pytest.mark.asyncio decorators
- Add doc note about _raw_arguments sensitive data
- Tests: tool_called_check mode=any, _normalize_queries branches,
  _extract_result_counts paths, _extract_per_evaluator, bare check
  via evaluate_agent, output_items assertion, modulo wrapping,
  async client check, queries-without-agent error

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix CI: ruff S101 assert, pyright and mypy arg-type errors

- Replace module-level assert with if/raise for evaluator set
  consistency checks (ruff S101 disallows bare assert)
- Add type: ignore[arg-type] and pyright: ignore[reportArgumentType]
  on OpenAI SDK evals API calls that pass dicts where typed params
  are expected (SDK accepts dicts at runtime)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Address PR review round 4: bugs, reliability, test fixes

- Fix all_passed ignoring parent result_counts when sub_results present
- Fix _extract_tool_calls: parse string arguments via json.loads before
  falling back to None (real LLM responses use string arguments)
- Sanitize _raw_arguments to '[unparseable]' to avoid leaking sensitive
  tool-call data to external evaluation services
- Add NOTE comment on to_eval_data message serialization dropping
  non-text content (tool calls, results)
- Eliminate double conversation split in _evaluate_via_dataset: build
  JSONL dicts directly from split_messages + AgentEvalConverter
- Raise poll_interval floor from 0.1s to 1.0s to prevent rate-limit
  exhaustion
- Fix MagicMock(name=...) bug in test: sets display name not .name attr
- Fix mock_output_item.sample: use MagicMock object instead of dict so
  _fetch_output_items exercises error/usage/input/output extraction

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Address PR review round 5: reliability, docs, test coverage

Code fixes:
- Move import-time RuntimeError checks to unit tests (avoids breaking
  imports for all users on developer set-drift mistake)
- _filter_tool_evaluators now raises ValueError when all evaluators
  require tools but no items have tools (was silently substituting)
- Add poll_interval upper bound (60s) to prevent single-iteration sleep
- Log exc_info=True in _fetch_output_items for debugging API changes
- Fix evaluate() docstring: remove claim about Responses API optimization
- Validate target dict has 'type' key in evaluate_foundry_target
- Document to_eval_data() limitation: non-text content is omitted

Tests:
- TestEvaluatorSetConsistency: verify _AGENT/_TOOL subsets of _BUILTIN
- TestEvaluateTracesAgentId: agent_id-only path with lookback_hours
- TestFilterToolEvaluatorsRaises: ValueError on all-tool no-items
- TestEvaluateFoundryTargetValidation: target without 'type' key
- Assert items==[] on failed/canceled poll results
- Mock output_items.list in response_ids test for full flow
- TestAllPassedSubResults: result_counts=None + sub_results delegation
  and parent failures override sub_results
- TestBuildOverallItemEmpty: empty workflow outputs returns None

Skipped r5-07 (_raw_arguments length hint): marginal debugging value,
could leak content size information.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix error message: evaluate_responses() → evaluate_traces(response_ids=...)

The referenced function doesn't exist; the correct API is
evaluate_traces(response_ids=...) from the azure-ai package.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Remove dead to_eval_data() method, fix docstring claims

- Remove to_eval_data() from EvalItem (dead code after r4-05 JSONL refactor)
- Migrate 15 tests from to_eval_data() to split_messages()
- Update sample to use split_messages() + Message properties
- Remove unimplemented Responses API optimization docstring claim
- Update split_messages() docstring to not reference removed method

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Reduce default eval timeout from 600s to 180s (3 minutes)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Remove dead _evaluate_via_responses method from FoundryEvals

The method was never called — evaluate() uses _evaluate_via_dataset,
and evaluate_traces() calls _evaluate_via_responses_impl directly.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Revert unrelated formatting changes to get-started samples

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix pyright: remove phantom FoundryMemoryProvider import, apply ruff format

- Remove import of non-existent _foundry_memory_provider module
  (incorrectly kept during rebase conflict resolution)
- Apply ruff formatter to test_local_eval.py and get-started samples

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix eval samples: use FoundryChatClient for Agent()

The upstream provider-leading client refactor (#4818) made client=
a required parameter on Agent(). Update the three getting-started
eval samples to use FoundryChatClient with FOUNDRY_PROJECT_ENDPOINT,
matching the standard pattern from 01-get-started samples.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Simplify self-reflection sample using FoundryEvals

Replace ~80 lines of manual OpenAI evals API code (create_eval,
run_eval, manual polling, raw JSONL params) with FoundryEvals:

- evaluate_groundedness() uses FoundryEvals.evaluate() with EvalItem
- Remove create_openai_client(), create_eval(), run_eval() functions
- Remove openai SDK type imports (DataSourceConfigCustom, etc.)
- run_self_reflection_batch creates FoundryEvals instance once,
  reuses it for all iterations across all prompts

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Update eval samples to FoundryChatClient and FOUNDRY_PROJECT_ENDPOINT

- Migrate all foundry_evals samples from AzureOpenAIResponsesClient to FoundryChatClient
- Update env var from AZURE_AI_PROJECT_ENDPOINT to FOUNDRY_PROJECT_ENDPOINT
- Use AzureCliCredential consistently across all samples
- Fix README.md: correct function names (evaluate_dataset -> FoundryEvals.evaluate, evaluate_responses -> evaluate_traces)
- Update self_reflection .env.example and README.md

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix lint errors in eval samples (E501, ASYNC240, formatting)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Remove evaluate_all_patterns_sample.py (redundant with focused samples)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix async credential mismatch: use azure.identity.aio for async AIProjectClient

AIProjectClient from azure.ai.projects.aio requires an async credential.
Switch all foundry_evals samples from azure.identity.AzureCliCredential
to azure.identity.aio.AzureCliCredential. Also pass project_client to
FoundryChatClient instead of duplicating endpoint+credential.

Close credential in self_reflection sample to avoid resource leak.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Revert test_observability.py to upstream/main (not our test)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Address moonbox3 review: sphinx docstrings, pagination, isinstance check

- Convert all Example:: / Typical usage:: code blocks to .. code-block:: python
  format matching codebase convention (both _evaluation.py and _foundry_evals.py)
- Add async pagination in _fetch_output_items via async for (handles large result sets)
- Replace hasattr(__aenter__) with isinstance(client, AsyncOpenAI) in _resolve_openai_client
- Move AsyncOpenAI import from TYPE_CHECKING to runtime (needed for isinstance)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix test failures and address remaining moonbox3 review comments

- Fix tests: use MagicMock(spec=AsyncOpenAI) for project_client mocks
  (isinstance check now requires proper type, not duck-typing)
- Fix tests: replace mock_page.__iter__ with _AsyncPage helper for async for
- Fix evaluate_response: auto-extract queries from response messages when
  query is not provided (previously always raised ValueError)
- Add debug logging when skipping internal _-prefixed executor IDs

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Address Tao's PR review comments on Foundry Evals

- T1: Add comment explaining builtin.* pass-through in _resolve_evaluator
- T2: Add comment referencing OpenAI evals API for testing_criteria dict
- T3: Document Mustache-style {{item.*}} template placeholders
- T4: Document poll loop 60s sleep upper bound rationale
- T5: Narrow run type to RunRetrieveResponse, use typed field access
  instead of vars()/getattr dance in _extract_result_counts and
  _extract_per_evaluator; use run.error and run.report_url directly
- T6: Clarify openai_client docstring re: Azure Foundry endpoint
- T8: Remove misleading empty expected_tool_calls from sample
- Update tests to match real SDK PerTestingCriteriaResult shape

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Remove unnecessary Any union from run type annotations

RunRetrieveResponse is the correct type — no backward compat needed
for a brand new feature.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Accept FoundryChatClient instead of raw AsyncOpenAI

FoundryEvals now takes client: FoundryChatClient as its primary
parameter instead of openai_client: AsyncOpenAI.  The builtin.*
evaluators require a Foundry endpoint, so the type should reflect that.

- FoundryEvals.__init__: client: FoundryChatClient replaces openai_client
- evaluate_traces / evaluate_foundry_target: same change
- _resolve_openai_client: extracts .client from FoundryChatClient
- project_client fallback retained for standalone functions
- All samples updated to construct FoundryChatClient and pass as client=
- Tests updated (openai_client= → client=)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Remove implicit 60s upper bound on poll interval

If a developer sets a higher poll_interval, respect it. Only clamp
to remaining time and enforce a 1s minimum for rate-limit protection.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Remove 1s floor on poll interval — let the developer control it

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Update python/samples/05-end-to-end/evaluation/foundry_evals/.env.example

Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>

* Update python/samples/02-agents/evaluation/evaluate_agent.py

Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>

* Address eavanvalkenburg review (round 2) on Python eval PR

- Rename model_deployment -> model across FoundryEvals and all samples
- Make model param optional, resolves from client.model
- Convert EvalResults from dataclass to regular class
- Remove deprecated evaluate_response() function
- Refactor splitters: BUILT_IN_SPLITTERS dict + standalone functions
- Change per_turn_items from classmethod to staticmethod
- Simplify EvalCheck type alias to use Awaitable[CheckResult]
- Remove errored property from EvalResults
- Remove default value from Evaluator protocol eval_name
- Rename assert_passed -> raise_for_status, add EvalNotPassedError
- Type agent param as SupportsAgentRun | None
- Fix Arguments docstring
- Update __init__.py exports
- Update all tests and samples

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Move FoundryEvals to foundry package, split tool eval sample

- Move _foundry_evals.py from azure-ai to foundry package
- Move test_foundry_evals.py to foundry/tests/
- Update lazy re-exports in agent_framework.foundry namespace
- Update .pyi type stubs
- All samples now import from agent_framework.foundry
- Split tool-call evaluation into evaluate_tool_calls_sample.py
- Fix all_passed to check errored count from result_counts
- Fix raise_for_status to include errored item details

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Auto-create FoundryChatClient from env vars when no client provided

FoundryEvals() now works zero-config when FOUNDRY_PROJECT_ENDPOINT and
FOUNDRY_MODEL environment variables are set. Auto-creates a FoundryChatClient
under the hood, matching the established env var pattern.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix pyright errors: remove dead _normalize_queries, suppress EvalAPIError check

- Remove unused _normalize_queries function and its tests
- Add pyright ignore for EvalAPIError None check (defensive guard)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Support multimodal image content in eval pipeline

Add image (data/uri) content handling to AgentEvalConverter.convert_message()
so that Content.from_data() and Content.from_uri() image payloads are
preserved as input_image parts in the Foundry evaluator format.

- Handle Content type='data' and type='uri' → emit input_image parts
- Add 6 unit tests for image content through convert_message/convert_messages
- Add integration test verifying images flow through EvalItem → JSONL path
- Add evaluate_multimodal.py sample demonstrating local image eval

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Address remaining review comments

- Fix project_client docstring to say async-only (not sync/async)
- Add builtin evaluator name validation warning in _resolve_evaluator
- Replace getattr with typed attribute access in _poll_eval_run,
  _extract_result_counts, _extract_per_evaluator, _fetch_output_items
- Remove cast import from _foundry_evals (no longer needed)
- Tighten _coerce_result: honour explicit 'passed' when both 'score'
  and 'passed' are present; remove performative cast
- Fix self_reflection sample: add env file existence check
- Fix traces sample: correct Pattern 2 section label
- Update all Foundry eval samples to FoundryChatClient + FOUNDRY_MODEL
  (remove AIProjectClient + AZURE_AI_MODEL_DEPLOYMENT_NAME pattern)
- Add eval_name and OpenAI client docs to FoundryEvals docstring
- Update test mocks to match typed SDK objects (_MockResultCounts)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix ruff lint errors (E501, SIM108, SIM102)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix pyright errors: type-narrow dict to dict[str, Any], add ignore comments

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Replace ConversationSplitter type alias with Protocol

ConversationSplitter is now a runtime-checkable Protocol with a named
'conversation' parameter, making the expected signature self-documenting.

ConversationSplit enum members gain a __call__ method so they satisfy
the protocol directly -- ConversationSplit.LAST_TURN(conversation) works.

This simplifies _split_conversation from an isinstance dispatch to a
single split(conversation) call.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Standardize on AZURE_AI_MODEL_DEPLOYMENT_NAME and fix Unicode in samples

- Replace FOUNDRY_MODEL with AZURE_AI_MODEL_DEPLOYMENT_NAME in all
  eval samples to match repo convention
- Replace Unicode symbols with ASCII equivalents in all eval sample
  print statements to avoid cp1252 encoding errors on Windows

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Update python/samples/03-workflows/evaluation/evaluate_workflow.py

Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>

* Apply suggestions from code review

Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>

* Rename ADR 0020 to 0023 (foundry evals integration)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

---------

Co-authored-by: alliscode <bentho@microsoft.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>
2026-03-31 15:53:06 +00:00
3f964c4cdb Removing old code-gen docs from dotnet root (#4997)
Co-authored-by: alliscode <bentho@microsoft.com>
2026-03-31 15:37:59 +00:00
9dfe7c40ca Add ADR-0020: Foundry Evals integration (#4731)
* Add ADR-0020: Foundry Evals integration design

Captures the design for integrating Azure AI Foundry Evaluations with
agent-framework. Key decisions:

- EvalItem with conversation (list[Message]) as single source of truth
- query/response derived from configurable conversation split strategies
- Tools as list[FunctionTool] (including auto-extracted MCP tools)
- FoundryEvals provider with auto-detection of evaluator capabilities
- LocalEvaluator with @function_evaluator decorator for local checks
- Consistent Python/C# APIs: evaluate_agent, evaluate_workflow

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Mark ADR 0020 Foundry Evals as accepted

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

---------

Co-authored-by: alliscode <bentho@microsoft.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
2026-03-20 20:20:59 +00:00
db48f8ce09 .NET: Fixing issue with invalid node Ids when visualizing dotnet workflows. (#4269)
* Fix Mermaid rendering errors in WorkflowVisualizer.ToMermaidString

Fix two bugs in the Mermaid diagram output:

1. Use safe node aliases (node_0, node_1, ...) instead of raw executor IDs
   as Mermaid node identifiers. Raw IDs containing spaces, dots, or
   non-ASCII characters (e.g. Japanese) caused Mermaid parse errors.

2. Fix conditional edge arrow syntax from '.--> ' (invalid) to '.-> '
   (valid Mermaid dotted arrow syntax).

Fixes #1406

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Use recognizable sanitized IDs for Mermaid node identifiers\n\nReplace generic node_0/node_1 aliases with IDs derived from the original\nexecutor names. ASCII letters, digits, and underscores are preserved;\nother characters become underscores (collapsed, trimmed). Leading digits\nget an n_ prefix. Collisions are resolved with a numeric suffix.\n\nThis keeps node IDs readable in the Mermaid source while the display\nlabels continue to show the full original names."

* Remove issue number references from test names and comments"

* Address PR review feedback from Copilot\n\n- Add Throw.IfNull(id) guard to SanitizeMermaidNodeId\n- Add safety limit (10,000) to collision resolution loop\n- Restore missing edge assertions (middle1/middle2 --> end)\n- Fix comment to show actual sanitized ID (n_1_User_input)\n- Use stricter regex in Unicode test (must start with letter/underscore)"

* Address second round of PR review feedback\n\n- Escape node display labels via EscapeMermaidLabel to handle quotes,\n  brackets, and newlines in executor IDs\n- Fix XML doc on SanitizeMermaidNodeId to accurately describe that\n  existing consecutive underscores in input are preserved\n- Restore specific edge assertion (mid --> end) in conditional edge test\n- Restore fan-in routing assertions (s1/s2 through intermediate node,\n  no direct edges to t) in fan-in test"

---------

Co-authored-by: alliscode <bentho@microsoft.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
2026-03-02 16:26:14 +00:00
425f27f989 .NET: Fixing issue where OpenTelemetry span is never exported in .NET in-process workflow execution (#4196)
* 1. Add reproduction test for issue #4155: workflow.run Activity never stopped in streaming OffThread path

The WorkflowRunActivity_IsStopped_Streaming_OffThread test demonstrates that
the workflow.run OpenTelemetry Activity created in StreamingRunEventStream.RunLoopAsync
is started but never stopped when using the OffThread/Default streaming execution.
The background run loop keeps running after event consumption completes, so the
using Activity? declaration never disposes until explicit StopAsync() is called.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

2. Fix workflow.run Activity never stopped in streaming OffThread execution (#4155)

The workflow.run OpenTelemetry Activity in StreamingRunEventStream.RunLoopAsync
was scoped to the method lifetime via 'using'. Since the run loop only exits on
cancellation, the Activity was never stopped/exported until explicit disposal.

Fix: Remove 'using' and explicitly dispose the Activity when the workflow reaches
Idle status (all supersteps complete). A safety-net disposal in the finally block
handles cancellation and error paths.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add root-level workflow.session activity spanning run loop lifetime\n\nImplements two-level telemetry hierarchy per PR feedback from lokitoth:\n- workflow.session: spans the entire run loop / stream lifetime\n- workflow_invoke: per input-to-halt cycle, nested within the session\n\nThis ensures the session activity stays open across multiple turns,\nwhile individual run activities are created and disposed per cycle.\n\nAlso fixes linkedSource CancellationTokenSource disposal leak in\nStreamingRunEventStream (added using declaration)."

* Address Copilot review: fix Activity/CTS disposal, rename activity, add error tag\n\n1. LockstepRunEventStream: Remove 'using' from Activity in async iterator\n   and manually dispose in finally block (fixes #4155 pattern). Also dispose\n   linkedSource CTS in finally to prevent leak.\n2. Tags.cs: Add ErrorMessage (\"error.message\") tag for runtime errors,\n   distinct from BuildErrorMessage (\"build.error.message\").\n3. ActivityNames: Rename WorkflowRun from \"workflow_invoke\" to \"workflow.run\"\n   for cross-language consistency.\n4. WorkflowTelemetryContext: Fix XML doc to say \"outer/parent span\" instead\n   of \"root-level span\".\n5. ObservabilityTests: Assert WorkflowSession absence when DisableWorkflowRun\n   is true.\n6. WorkflowRunActivityStopTests: Fix streaming test race by disposing\n   StreamingRun before asserting activities are stopped.\n7. StreamingRunEventStream/LockstepRunEventStream: Use Tags.ErrorMessage\n   instead of Tags.BuildErrorMessage for runtime error events."

* Review fixes: revert workflow_invoke rename, use 'using' for linkedSource, move SessionStarted earlier\n\n- Revert ActivityNames.WorkflowRun back to \"workflow_invoke\" (OTEL semantic convention contract)\n- Use 'using' declaration for linkedSource CTS in LockstepRunEventStream (no timing sensitivity)\n- Move SessionStarted event before WaitForInputAsync in StreamingRunEventStream to match Lockstep behavior"

* Improve naming and comments in WorkflowRunActivityStopTests"

* Prevent session Activity.Current leak in lockstep mode, add nesting test

Save and restore Activity.Current in LockstepRunEventStream.Start() so the
session activity doesn't leak into caller code via AsyncLocal. Re-establish
Activity.Current = sessionActivity before creating the run activity in
TakeEventStreamAsync to preserve parent-child nesting.

Add test verifying app activities after RunAsync are not parented under the
session, and that the workflow_invoke activity nests under the session."

* Fix stale XML doc: WorkflowRun -> WorkflowInvoke in ObservabilityTests

---------

Co-authored-by: alliscode <bentho@microsoft.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
2026-02-25 19:42:45 +00:00
23fe2c16b3 Python: Fixing issue #1366 - Thread corruption when max_iterations is reached. (#4234)
* Fix thread corruption when max_iterations exhausted (#1366)

When the function invocation loop exhausts max_iterations while the model
keeps requesting tools, the failsafe code path (calling the model with
tool_choice='none' and prepending fcc_messages) was unreachable because
'if response is not None: return response' short-circuited before it.

The fix removes the premature return so the failsafe always runs after
loop exhaustion, making a final model call with tool_choice='none' to
produce a clean text answer and prepending accumulated fcc_messages from
prior iterations. This matches the existing pattern used by the error
threshold and max_function_calls paths.

Also unskips test_max_iterations_limit and test_streaming_max_iterations_limit
which were previously skipped with 'needs investigation in unified API'.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add fix report for issue #1366

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix ruff formatting in _tools.py and test_issue_1366_thread_corruption.py

Apply ruff format to fix multi-line string concatenation and function call
formatting issues flagged by the linter.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add quality review for issue #1366 fix

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Remove temporary investigation docs.

* Address PR review: explicit enabled check in log condition, clarify mock behavior in test

- Add explicit function_invocation_configuration['enabled'] check to the
  'Maximum iterations reached' log condition in both non-streaming and
  streaming paths, making intent clearer when function invocation is disabled.
- Add comment in test_thread_safe_after_max_iterations_with_agent explaining
  that the failsafe response (tool_choice='none') is provided automatically
  by the mock client, not from run_responses.

* Blend fix and tests into project without issue-specific callouts

- Remove issue #1366 references from _tools.py comments
- Move regression tests from standalone test_issue_1366_thread_corruption.py
  into test_function_invocation_logic.py alongside existing max_iterations tests
- Clean up test docstrings to describe behavior generically
- Delete the standalone issue-specific test file

---------

Co-authored-by: alliscode <bentho@microsoft.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
2026-02-25 00:58:34 +00:00
c609b14f63 Python: Fix GroupChat orchestrator message cleanup issue (#3712)
* Fix GroupChat orchestrator message cleanup issue

Apply clean_conversation_for_handoff to GroupChatOrchestrator and
AgentBasedGroupChatOrchestrator _handle_response methods to remove
tool-related content that causes API errors from empty messages.

Fixes #3705

* Move orchestration related files to orchestrations package.

* Fix imports

---------

Co-authored-by: alliscode <bentho@microsoft.com>
Co-authored-by: Evan Mattson <evan.mattson@microsoft.com>
2026-02-06 03:50:37 +00:00
907654a489 [BREAKING] Obsoleting ReflectingExecutor in favor of source gen (#3380)
* Initial working version with tests.

* Updates to validate class data once instead of for each handler method. Also updated Diagnostics Ids to format of MAFGENWF{NUM}

* Formatting and trying to fix generation project pack.

* Another atempt at getting the genrators project to build.

* More attempts to fix generator build and pack.

* Fixing file encodings.

* Initail round of cleanup.

* Trying to fix packing.

* Still trying to fix pipeline pack.

* Remove obsolescence markers, sample updates, and docs from generator branch.

This commit separates the generator core functionality from the
deprecation of ReflectingExecutor. The removed changes will be
re-added in a dependent branch (wf-obsolete-reflector).

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* Mark ReflectingExecutor and IMessageHandler as obsolete.

This commit deprecates the reflection-based handler discovery approach
in favor of the new [MessageHandler] attribute with source generation.

Changes:
- Add [Obsolete] to ReflectingExecutor<T>, IMessageHandler<T>, IMessageHandler<T,R>
- Add #pragma to suppress warnings in internal reflection code
- Update Concurrent sample to use new [MessageHandler] pattern
- Add Directory.Build.props for samples to include generator
- Add documentation files explaining the migration

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* Obsoleteing Reflector-based workflow code generation in favor of Source Generators and updating some samples to use new pattern.

This commit deprecates the reflection-based handler discovery approach
in favor of the new [MessageHandler] attribute with source generation.

Changes:
- Add [Obsolete] to ReflectingExecutor<T>, IMessageHandler<T>, IMessageHandler<T,R>
- Add #pragma to suppress warnings in internal reflection code
- Update Concurrent sample to use new [MessageHandler] pattern
- Add Directory.Build.props for samples to include generator
- Add documentation files explaining the migration

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* Cleaning up temporary design and progress files.

---------

Co-authored-by: alliscode <bentho@microsoft.com>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
2026-02-04 20:07:43 +00:00
ea7818d390 Python: .NET: Executor source gen for workflow executor routing (#3131)
* Roslyn Source Generators for Workflow Executor Routing.

* Update dotnet/src/Microsoft.Agents.AI.Workflows.Generators/ExecutorRouteGenerator.cs

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* WIP.

* All fixed up except dangling sends/yields attriutes, working on that next.

* Add protocol-only generation for SendsMessage/YieldsOutput attributes

* Ensuring collections that can change order are sorted to enable pipeline caching.

* Improvents per PR feedback.

---------

Co-authored-by: alliscode <bentho@microsoft.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2026-01-22 16:02:12 +00:00
a4039134de .NET: Remove reflection samples (#1460)
* Removing usage of ReflectingExecutor<T> from workflow samples.

* Removing uneeded changes.

* Clean up.

* Update dotnet/samples/GettingStarted/Workflows/_Foundational/01_ExecutorsAndEdges/Program.cs

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update dotnet/samples/GettingStarted/Workflows/_Foundational/01_ExecutorsAndEdges/Program.cs

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update dotnet/samples/GettingStarted/Workflows/_Foundational/02_Streaming/Program.cs

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update dotnet/samples/GettingStarted/Workflows/_Foundational/02_Streaming/Program.cs

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Updates per PR feedback.

* Undo changes to generated file.

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-10-14 20:34:04 +00:00
64b57639b8 .NET: Mitigation for issue 1315 (#1432)
* Adding mitigation for issue 1315, will follow up with long-term plan.

* Apply suggestion from @lokitoth

Co-authored-by: Jacob Alber <jaalber@microsoft.com>

* Apply suggestion from @Copilot

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Extracting common updates to a helper method.

* Fixing spelling mistake.

* Update per PR feedback.

---------

Co-authored-by: Jacob Alber <jaalber@microsoft.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-10-13 18:06:58 +00:00
54b35e76ed Python: Updating python DEV_SETUP to add brew-based uv installation. (#1173)
* Updating python DEV_SETUP to add brew-based uv installation.

* Apply suggestion from @Copilot

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-10-03 20:57:12 +00:00
Ben ThomasandGitHub df3e12b2ed .Net: Visualizing dotnet workflows (#882)
* Adding more test for workflow vizualization.

* Improving README for sample.

* More cleanup.

* Removing rendering of workflow visualization and adding basic support for mermaid format.

* Adding basic mermaid tests.

* Improving sample. Switching to another branch.

* About to merge from main.

* Formatting.

* More fromatting.

* Removng uneeded call to ToUpper.

* Adding README.

* Moving samples under workflow to workflows.

* Removing uneeded README for map-reduce sample.
2025-09-30 16:29:19 +00:00
Ben ThomasandGitHub 647db9635a .NET: Rename workflows projects (#975)
* Renaming Microsoft.Agent.Workflows to Microsoft.Agents.AI.Workflows

* Removing local settings.

* Removing remining old files from merge.
2025-09-29 18:30:45 +00:00
Ben ThomasandGitHub e1e5100afe Removing fallback to DefaultAzureCredential outside of testing. (#755) 2025-09-15 16:55:28 +00:00
Ben ThomasandGitHub c7a1a1e991 Fix link to Declarative Workflow demo (#674) 2025-09-09 20:32:08 +00:00
Ben ThomasandGitHub b4d8ad1bd2 Adding workflows label to PRs when appropriate. (#643)
* Adding workflows label to issues when appropriate.

* Adding declarative workflows path.
2025-09-08 19:20:08 +00:00
32c26c3c25 Adding draft version of workflows design doc. (#271)
* Adding draft version of workflows design doc.

* Adding message flow diagrams and fixing group chat sample.

* Added sequence diagram for fan_in with WhenAny

* Updating workflows design

* clean up

* Clean up request & response contents

* Add more future enhacements

* message_handler -> handler

* remove mention of visual designer

* Minor updates and rename

* Name reformat

---------

Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
Co-authored-by: Tao Chen <taochen@microsoft.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
2025-08-25 16:10:24 +00:00
b0b3fd151c Python: Adding support for nested workflows (#460)
* Adding design documents and data flow descriptions for sub-workflows

* Updating docs.

* Sub-workflow implementation #1. Stuck because of singleton RequestInfoExecutor, going to make a change to remove that restrivtion.

* Removed the singleton restriction on RequestInfoExecutor so enable sub-workflows.

* Scenarios seem to be working.

* Sample improved.

* going to have intern add generic response wrappers.

* Wrapped responses working.

* Non-hardcoded routing is working.

* Sample showing external approved and not approved.

* Cleaning up.

* Updating some samples and user guide.

* Removing old design doc.

* Cleaning up.

* Adding python-package-setup.md back.

* Update python/packages/workflow/agent_framework_workflow/_executor.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update python/packages/workflow/agent_framework_workflow/_validation.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Removing prints.

* Fixing lint and type issues.

* Fixing lint and type issues.

* Update python/packages/workflow/agent_framework_workflow/_executor.py

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* Adding type hints to intercepts decorator.

* Removing unused files.

* Fixing issue with sample 5 groupchat with hil.

* Removing redundent samples.

* Updates to ensure no conflicting request interceptors and to support a subflow with multiple requests in a single super step.

* Fixing pypi errors.

* clean up samples

* update samples to make it more clear

* warning for unhandled request info from sub workflow

* add logger info

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
2025-08-23 03:21:37 +00:00