* .NET: feat(evals): add ground_truth/expected_output support for workflow eval
Brings .NET to parity with Python PR #5234 for issue #5135:
- Add expectedOutput parameter to Run.EvaluateAsync (workflow) and stamp on the overall EvalItem.ExpectedOutput.
- Map EvalItem.ExpectedOutput -> ground_truth in the Foundry JSONL payload, item_schema, and data_mapping for similarity.
- Add GroundTruthEvaluators set (currently builtin.similarity) and a FindMissingGroundTruthEvaluators helper.
- Fail fast with InvalidOperationException when a ground-truth evaluator is selected but no item provides an ExpectedOutput, instead of surfacing a remote provider error.
- Add tests in FoundryEvalConverterTests and WorkflowEvaluationTests.
- Add Evaluation_WorkflowExpectedOutputs sample (workflow + Foundry similarity).
Fixesmicrosoft/agent-framework#5135 (.NET side).
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* Address review: relax BuildOverallItem events to IReadOnlyList<WorkflowEvent>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* Sample: disable per-agent breakdown when using reference-based evaluator
Per-agent EvalItems are intentionally left without ExpectedOutput, so the new fail-fast validation in FoundryEvals would throw when Similarity is invoked for per-agent items. Pass includePerAgent: false in the workflow + similarity sample, and document this gotcha in the EvaluateAsync XML doc.
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* Fix BuildOverallItem: fall back to last ExecutorCompletedEvent
AgentResponseEvent is only emitted when AIAgentHostOptions.EmitAgentResponseEvents is enabled, which is not the default for WorkflowBuilder(agent).AddEdge(...). When it is absent, fall back to the last non-internal ExecutorCompletedEvent whose Data is an AgentResponse / ChatMessage / string so the overall EvalItem (and any expectedOutput) is produced. Without this, samples wired up the standard way returned 0 evaluation items.
Update test to cover the fallback path.
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* Sample: enable EmitAgentResponseEvents; eval throws clear error when no overall response found
Root cause of '0 results': AIAgentHostExecutor only emits AgentResponseEvent when AIAgentHostOptions.EmitAgentResponseEvents is true (default false). For ordinary AIAgent executors the runtime's ExecutorCompletedEvent.Data is null, so the prior fallback couldn't find a final response either.
Sample now builds executors with EmitAgentResponseEvents=true via BindAsExecutor(hostOptions). EvaluateAsync now throws InvalidOperationException with a remediation hint when the user supplies expectedOutput but no overall final response can be located, instead of silently returning 0/0.
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* Guard against null sample/error/usage/datasource_item in ParseDetailedItem
Foundry eval responses can have these properties present with JSON null
or non-object values, which caused JsonElement.TryGetProperty to throw
'requires Object, has Null'. Check ValueKind == Object before drilling in.
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* Address PR review: reorder expectedOutput, tighten ground-truth check, add fail-fast test
* WorkflowEvaluationExtensions.EvaluateAsync: move 'expectedOutput' to
after 'splitter' so the original positional contract of (splitter,
cancellationToken) is preserved for existing callers.
* FoundryEvals: require ALL items to carry ExpectedOutput when a
ground-truth evaluator is selected (e.g. similarity), not just any.
Reference-based evaluators score per-item, so a single missing GT
would still surface as a provider-side validation error. Updated
fail-fast message accordingly.
* WorkflowEvaluationTests: add EvaluateAsync_WithExpectedOutputButNoFinalResponse_ThrowsAsync
to verify the InvalidOperationException is thrown (and that the
message mentions EmitAgentResponseEvents).
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* Fail-fast on missing overall item regardless of expectedOutput; harden BuildOverallItem default
* EvaluateAsync now throws InvalidOperationException whenever 'includeOverall'
is requested but BuildOverallItem cannot produce an item, instead of only
when 'expectedOutput' is supplied. Same misconfiguration (agents not bound
with EmitAgentResponseEvents) used to silently return empty results — now
it surfaces a clear, actionable error in both cases.
* BuildOverallItem switch default now throws instead of returning null. The
preceding for-loop already constrains Data to AgentResponse/ChatMessage/
string, so reaching default would indicate a contract drift; throw to make
the bug visible.
* Test renamed and broadened to verify the throw fires without expectedOutput.
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
---------
Co-authored-by: alliscode <25218250+alliscode@users.noreply.github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
The workflow samples demonstrate the fundamental concepts and functionality of workflows in Agent Framework.
Samples Overview
Foundational Concepts - Start Here
Please begin with the Start Here samples in order. These three samples introduce the core concepts of executors, edges, agents in workflows, streaming, and workflow construction.
The folder name starts with an underscore (_StartHere) to ensure it appears first in the explorer view.
Ben Thomas
981726cc15