FIX Handle structured refusals and scenario partial failures

[romanlutz]

Description

OpenAI Responses and Chat Completions can return structured refusals without ordinary text content. PyRIT treated those valid model responses as parser/runtime failures, which left attack objectives incomplete and could surface a misleading scenario-level ValueError. Separately, syntactically valid scorer JSON with an out-of-domain true/false value failed only after the JSON retry boundary.

This change:

• parses Responses API and Chat Completions structured refusals into persistable, scorable model responses while preserving explicit blocked/refusal semantics;
• keeps refusal explanations available as response content so refusal scorers can evaluate them and atomic attacks can complete normally;
• introduces ScenarioPartialFailureException with structured counts, incomplete objectives, and the original cause for genuine partial execution;
• corrects scenario retry and terminal run-state transitions, using ScenarioRunState at Python boundaries while retaining string persistence at the ORM boundary; and
• validates true/false scorer values inside response parsing so labels such as "refusal" raise InvalidJsonException and participate in the existing clean-history retry flow.

The partial-failure exception remains compatible with callers that catch ValueError. Genuine transport and runtime failures are still incomplete failures rather than success-shaped refusal results. Valid JSON booleans and string booleans remain supported; arbitrary labels are not coerced.

N/A - this change is not intended to be breaking.

Tests and Documentation

Added unit and cross-layer scenario regressions for:

• Responses API ResponseOutputRefusal and Chat Completions message.refusal parsing;
• all-refusal, mixed refusal/text, and refusal plus genuine runtime-failure scenario runs;
• partial-result exception context, cause preservation, retry states, and typed run-state boundaries; and
• true/false JSON booleans, string booleans, invalid semantic values, retry recovery, and retry exhaustion.

Targeted affected suites passed, including 73 true/false scorer tests and 68 refusal/scenario tests. Ruff, Ruff format, and ty checks passed. The original structured-refusal notebook reproduction also completed without the parser or partial-scenario failure signature.

Documentation: N/A - no public API usage or documentation examples changed.

JupyText: N/A - no notebooks or documentation code samples changed.

[Copilot]

Pull request overview

Handles structured model refusals as scorable responses and improves scenario failure-state reporting.

Changes:

• Parses and preserves OpenAI structured refusals.
• Validates true/false scorer output within retry handling.
• Adds typed scenario states and partial-failure details.

Reviewed changes

Copilot reviewed 25 out of 25 changed files in this pull request and generated 1 comment.

Show a summary per file

File	Description
pyrit/backend/services/scenario_run_service.py	Uses typed run states.
pyrit/exceptions/__init__.py	Exports partial-failure exception.
pyrit/exceptions/exception_classes.py	Defines structured partial failures.
pyrit/memory/memory_interface.py	Persists typed run states.
pyrit/models/messages/message_piece.py	Records structured-refusal metadata.
pyrit/prompt_target/common/chat_completions_response_parser.py	Parses Chat Completions refusals.
pyrit/prompt_target/openai/openai_response_target.py	Parses and serializes Responses API refusals.
pyrit/scenario/core/scenario.py	Corrects retries and terminal states.
pyrit/score/response_handler.py	Adds true/false domain validation.
pyrit/score/scorer.py	Makes refusal explanations scoreable.
pyrit/score/true_false/self_ask_general_true_false_scorer.py	Applies domain-validating handler.
pyrit/score/true_false/self_ask_refusal_scorer.py	Applies domain-validating handler.
pyrit/score/true_false/self_ask_true_false_scorer.py	Applies domain-validating handler.
tests/unit/backend/test_scenario_run_service.py	Tests typed service boundaries.
tests/unit/memory/memory_interface/test_interface_scenario_results.py	Tests state persistence and cleanup.
tests/unit/prompt_target/target/test_normalize_async_integration.py	Updates typed Responses fixtures.
tests/unit/prompt_target/target/test_openai_chat_target.py	Tests Chat refusal parsing.
tests/unit/prompt_target/target/test_openai_response_target.py	Tests refusal lifecycle behavior.
tests/unit/prompt_target/target/test_openai_response_target_function_chaining.py	Updates typed output fixtures.
tests/unit/scenario/core/test_scenario.py	Tests empty-run failure state.
tests/unit/scenario/core/test_scenario_partial_results.py	Tests retry and partial failures.
tests/unit/scenario/core/test_scenario_refusals.py	Adds cross-layer refusal scenarios.
tests/unit/score/test_response_handler.py	Tests response-domain validation.
tests/unit/score/test_scorer.py	Tests refusal scoring behavior.
tests/unit/score/test_self_ask_refusal.py	Tests semantic retry handling.

[behnam-o]

looks good. Just some nits