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[evaluation] backport 1.16.6 release notes; bump version to 1.16.7 #46574

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slister1001 merged 2 commits into from
Apr 28, 2026
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[evaluation] backport 1.16.6 release notes; bump version to 1.16.7 #46574

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757202a
[evaluation] backport 1.16.6 release notes; bump version to 1.16.7
slister1001 Apr 28, 2026
1a5ea1c
Add 'genai' to cspell ignoreWords
slister1001 Apr 28, 2026
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9 changes: 8 additions & 1 deletion sdk/evaluation/azure-ai-evaluation/CHANGELOG.md
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# Release History

## 1.16.6 (Unreleased)
## 1.16.7 (Unreleased)

### Features Added

### Breaking Changes

### Bugs Fixed

### Other Changes

## 1.16.6 (2026-04-27)

### Bugs Fixed

- Fixed evaluation token usage not being emitted in the genai evaluation event, causing token consumption metrics to be missing from telemetry.
- Fixed multi-turn red team attacks (`RedTeamingAttack`-based strategies like `MultiTurn`) failing silently with PyRIT 0.11. Two bugs were patched at the SDK level: (1) `RedTeamingAttack._setup_async` raised `RuntimeError: Conversation already exists` because it seeded prepended conversation messages before calling `set_system_prompt`; now patched per-instance on the adversarial chat target to tolerate existing conversation history. (2) `RedTeamingAttack._generate_next_prompt_async` returned `context.next_message` without calling `.duplicate_message()`, causing `sqlite3.IntegrityError: UNIQUE constraint failed: PromptMemoryEntries.id` on the second turn; now patched at module load with an idempotent wrapper that duplicates the message before returning.
- Fixed `sensitive_data_leakage` red team attacks producing 100% false-pass rates. `_extract_context_items` in the Foundry execution path only handled `list` or `dict` shapes for `messages[0].context`; pre-curated SDL attack objectives store the document text as a `str` with sibling `context_type`/`tool_name` fields, so the document was silently dropped and a fallback synthesized a context item from the user prompt. The agent never received the sensitive document content and could not leak it, causing the evaluator to score every attempt as a pass. Added `str` handling (both message-level and top-level), normalized raw string entries inside list-shaped context, and gated the `context_type` fallback so it only runs when no usable context was extracted (including the `context: null` case).

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2 changes: 1 addition & 1 deletion sdk/evaluation/azure-ai-evaluation/azure/ai/evaluation/_version.py
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# ---------------------------------------------------------
# represents upcoming version

VERSION = "1.16.6"
VERSION = "1.16.7"
3 changes: 2 additions & 1 deletion sdk/evaluation/azure-ai-evaluation/cspell.json
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"etests",
"redteam",
"redef",
"smode"
"smode",
"genai"
],
"ignorePaths": [
"sdk/evaluation/azure-ai-evaluation/azure/ai/evaluation/_common/onedp/models/_enums.py",
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