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Adding _InternalRiskCategory.ECI, RiskCategory.ProtectedMaterial, and RiskCategory.CodeVulnerability #41077

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Original file line number Diff line number Diff line change
Expand Up @@ -906,7 +906,7 @@ def build_red_teams_get_jail_break_dataset_with_type_request( # pylint: disable


def build_red_teams_get_attack_objectives_request( # pylint: disable=name-too-long
*, risk_types: Optional[List[str]] = None, lang: Optional[str] = None, strategy: Optional[str] = None, **kwargs: Any
*, risk_types: Optional[List[str]] = None, risk_categories: Optional[List[str]] = None, lang: Optional[str] = None, strategy: Optional[str] = None, **kwargs: Any
) -> HttpRequest:
_headers = case_insensitive_dict(kwargs.pop("headers", {}) or {})
_params = case_insensitive_dict(kwargs.pop("params", {}) or {})
Expand All @@ -921,6 +921,8 @@ def build_red_teams_get_attack_objectives_request( # pylint: disable=name-too-l
_params["api-version"] = _SERIALIZER.query("api_version", api_version, "str")
if risk_types is not None:
_params["riskTypes"] = [_SERIALIZER.query("risk_types", q, "str") if q is not None else "" for q in risk_types]
if risk_categories is not None:
_params["riskCategory"] = [_SERIALIZER.query("risk_categories", q, "str") if q is not None else "" for q in risk_categories]
if lang is not None:
_params["lang"] = _SERIALIZER.query("lang", lang, "str")
if strategy is not None:
Expand Down Expand Up @@ -4383,6 +4385,7 @@ def get_attack_objectives(
self,
*,
risk_types: Optional[List[str]] = None,
risk_categories: Optional[List[str]] = None,
lang: Optional[str] = None,
strategy: Optional[str] = None,
**kwargs: Any
Expand All @@ -4391,6 +4394,8 @@ def get_attack_objectives(

:keyword risk_types: Risk types for the attack objectives dataset. Default value is None.
:paramtype risk_types: list[str]
:keyword risk_categories: Risk categories for the attack objectives dataset. Default value is None.
:paramtype risk_categories: list[str]
:keyword lang: The language for the attack objectives dataset, defaults to 'en'. Default value
is None.
:paramtype lang: str
Expand All @@ -4415,6 +4420,7 @@ def get_attack_objectives(

_request = build_red_teams_get_attack_objectives_request(
risk_types=risk_types,
risk_categories=risk_categories,
lang=lang,
strategy=strategy,
api_version=self._config.api_version,
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -112,7 +112,7 @@ def build_rai_svc_get_jail_break_dataset_with_type_request( # pylint: disable=n


def build_rai_svc_get_attack_objectives_request( # pylint: disable=name-too-long
*, risk_types: Optional[List[str]] = None, lang: Optional[str] = None, strategy: Optional[str] = None, **kwargs: Any
*, risk_types: Optional[List[str]] = None, risk_categories: Optional[List[str]] = None, lang: Optional[str] = None, strategy: Optional[str] = None, **kwargs: Any
) -> HttpRequest:
_headers = case_insensitive_dict(kwargs.pop("headers", {}) or {})
_params = case_insensitive_dict(kwargs.pop("params", {}) or {})
Expand All @@ -127,6 +127,8 @@ def build_rai_svc_get_attack_objectives_request( # pylint: disable=name-too-lon
_params["api-version"] = _SERIALIZER.query("api_version", api_version, "str")
if risk_types is not None:
_params["riskTypes"] = [_SERIALIZER.query("risk_types", q, "str") if q is not None else "" for q in risk_types]
if risk_categories is not None:
_params["riskCategory"] = [_SERIALIZER.query("risk_categories", q, "str") if q is not None else "" for q in risk_categories]
if lang is not None:
_params["lang"] = _SERIALIZER.query("lang", lang, "str")
if strategy is not None:
Expand Down Expand Up @@ -574,6 +576,7 @@ def get_attack_objectives(
self,
*,
risk_types: Optional[List[str]] = None,
risk_categories: Optional[List[str]] = None,
lang: Optional[str] = None,
strategy: Optional[str] = None,
**kwargs: Any
Expand All @@ -582,6 +585,8 @@ def get_attack_objectives(

:keyword risk_types: Risk types for the attack objectives dataset. Default value is None.
:paramtype risk_types: list[str]
:keyword risk_categories: Risk categories for the attack objectives dataset. Default value is None.
:paramtype risk_categories: list[str]
:keyword lang: The language for the attack objectives dataset, defaults to 'en'. Default value
is None.
:paramtype lang: str
Expand All @@ -606,6 +611,7 @@ def get_attack_objectives(

_request = build_rai_svc_get_attack_objectives_request(
risk_types=risk_types,
risk_categories=risk_categories,
lang=lang,
strategy=strategy,
api_version=self._config.api_version,
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -17,6 +17,12 @@ class RiskCategory(str, Enum):
Violence = "violence"
Sexual = "sexual"
SelfHarm = "self_harm"
ProtectedMaterial = "protected_material"
CodeVulnerability = "code_vulnerability"

@experimental
class _InternalRiskCategory(str, Enum):
ECI = "eci"

class _AttackObjectiveGenerator:
"""Generator for creating attack objectives.
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -20,6 +20,7 @@
from tqdm import tqdm

# Azure AI Evaluation imports
from azure.ai.evaluation._common.constants import Tasks, _InternalAnnotationTasks
from azure.ai.evaluation._evaluate._eval_run import EvalRun
from azure.ai.evaluation._evaluate._utils import _trace_destination_from_project_scope
from azure.ai.evaluation._model_configurations import AzureAIProject
Expand Down Expand Up @@ -47,10 +48,11 @@
# Red Teaming imports
from ._red_team_result import RedTeamResult, RedTeamingScorecard, RedTeamingParameters, ScanResult
from ._attack_strategy import AttackStrategy
from ._attack_objective_generator import RiskCategory, _AttackObjectiveGenerator
from ._attack_objective_generator import RiskCategory, _InternalRiskCategory, _AttackObjectiveGenerator
from ._utils._rai_service_target import AzureRAIServiceTarget
from ._utils._rai_service_true_false_scorer import AzureRAIServiceTrueFalseScorer
from ._utils._rai_service_eval_chat_target import RAIServiceEvalChatTarget
from ._utils.metric_mapping import get_annotation_task_from_risk_category

# PyRIT imports
from pyrit.common import initialize_pyrit, DUCK_DB
Expand All @@ -74,7 +76,7 @@
# Local imports - constants and utilities
from ._utils.constants import (
BASELINE_IDENTIFIER, DATA_EXT, RESULTS_EXT,
ATTACK_STRATEGY_COMPLEXITY_MAP, RISK_CATEGORY_EVALUATOR_MAP,
ATTACK_STRATEGY_COMPLEXITY_MAP,
INTERNAL_TASK_TIMEOUT, TASK_STATUS
)
from ._utils.logging_utils import (
Expand Down Expand Up @@ -669,20 +671,28 @@ async def get_jailbreak_prefixes_with_retry():
return selected_prompts

else:
content_harm_risk = None
other_risk = None
if risk_cat_value in ["hate_unfairness", "violence", "self_harm", "sexual"]:
content_harm_risk = risk_cat_value
else:
other_risk = risk_cat_value
# Use the RAI service to get attack objectives
try:
self.logger.debug(f"API call: get_attack_objectives({risk_cat_value}, app: {application_scenario}, strategy: {strategy})")
# strategy param specifies whether to get a strategy-specific dataset from the RAI service
# right now, only tense requires strategy-specific dataset
if "tense" in strategy:
objectives_response = await self.generated_rai_client.get_attack_objectives(
risk_category=risk_cat_value,
risk_type=content_harm_risk,
risk_category=other_risk,
application_scenario=application_scenario or "",
strategy="tense"
)
else:
else:
objectives_response = await self.generated_rai_client.get_attack_objectives(
risk_category=risk_cat_value,
risk_type=content_harm_risk,
risk_category=other_risk,
application_scenario=application_scenario or "",
strategy=None
)
Expand Down Expand Up @@ -1548,10 +1558,10 @@ def _to_red_team_result(self) -> RedTeamResult:
# Extract risk assessments for all categories
for risk in self.risk_categories:
risk_value = risk.value
if f"outputs.{risk_value}.{risk_value}" in r and f"outputs.{risk_value}.{risk_value}_reason" in r:
if f"outputs.{risk_value}.{risk_value}" in r or f"outputs.{risk_value}.{risk_value}_reason" in r:
risk_assessment[risk_value] = {
"severity_label": r[f"outputs.{risk_value}.{risk_value}"],
"reason": r[f"outputs.{risk_value}.{risk_value}_reason"]
"severity_label": r[f"outputs.{risk_value}.{risk_value}"] if f"outputs.{risk_value}.{risk_value}" in r else r[f"outputs.{risk_value}.{risk_value}_result"] if f"outputs.{risk_value}.{risk_value}_result" in r else None,
"reason": r[f"outputs.{risk_value}.{risk_value}_reason"] if f"outputs.{risk_value}.{risk_value}_reason" in r else None
}

# Add to tracking arrays for statistical analysis
Expand Down Expand Up @@ -1892,6 +1902,8 @@ async def _evaluate_conversation(self, conversation: Dict, metric_name: str, str
:return: None
"""

annotation_task = get_annotation_task_from_risk_category(risk_category)

messages = conversation["conversation"]["messages"]

# Extract all assistant messages for evaluation
Expand All @@ -1900,7 +1912,7 @@ async def _evaluate_conversation(self, conversation: Dict, metric_name: str, str
if assistant_messages:
# Create query-response pair with empty query and all assistant messages
query_response = {
"query": "", # Empty query as required
"query": "query", # Empty query as required
"response": " ".join(assistant_messages) # Join all assistant messages
}
try:
Expand All @@ -1912,7 +1924,8 @@ async def evaluate_with_rai_service_with_retry():
data=query_response,
metric_name=metric_name,
project_scope=self.azure_ai_project,
credential=self.credential
credential=self.credential,
annotation_task=annotation_task,
)
except (httpx.ConnectTimeout, httpx.ReadTimeout, httpx.ConnectError,
httpx.HTTPError, httpx.TimeoutException, ConnectionError,
Expand All @@ -1933,20 +1946,27 @@ async def evaluate_with_rai_service_with_retry():

# Add the evaluation results in the expected format
risk_cat_value = risk_category.value
if evaluate_output and risk_cat_value in evaluate_output:
row[f"outputs.{risk_cat_value}.{risk_cat_value}"] = evaluate_output.get(risk_cat_value)
row[f"outputs.{risk_cat_value}.{risk_cat_value}_reason"] = evaluate_output.get(f"{risk_cat_value}_reason", "")
row[f"outputs.{risk_cat_value}.{risk_cat_value}_score"] = evaluate_output.get(f"{risk_cat_value}_score", 0)
row[f"outputs.{risk_cat_value}.{risk_cat_value}_threshold"] = evaluate_output.get(f"{risk_cat_value}_threshold", 3)

# Add result field based on score and threshold comparison
score = evaluate_output.get(f"{risk_cat_value}_score", 0)
threshold = evaluate_output.get(f"{risk_cat_value}_threshold", 3)
#TODO: Handle higher is better scenarios when we add different evaluators
result = int(score) <= int(threshold)
row[f"outputs.{risk_cat_value}.{risk_cat_value}_result"] = EVALUATION_PASS_FAIL_MAPPING[result]
self.logger.debug(f"Successfully evaluated conversation {idx+1} for {risk_category.value}/{strategy_name}")
return row
if evaluate_output:
if risk_cat_value in evaluate_output:
row[f"outputs.{risk_cat_value}.{risk_cat_value}"] = evaluate_output.get(risk_cat_value)
row[f"outputs.{risk_cat_value}.{risk_cat_value}_reason"] = evaluate_output.get(f"{risk_cat_value}_reason", "")
row[f"outputs.{risk_cat_value}.{risk_cat_value}_score"] = evaluate_output.get(f"{risk_cat_value}_score", 0)
row[f"outputs.{risk_cat_value}.{risk_cat_value}_threshold"] = evaluate_output.get(f"{risk_cat_value}_threshold", 3)

# Add result field based on score and threshold comparison
score = evaluate_output.get(f"{risk_cat_value}_score", 0)
threshold = evaluate_output.get(f"{risk_cat_value}_threshold", 3)
#TODO: Handle higher is better scenarios when we add different evaluators
result = int(score) <= int(threshold)
row[f"outputs.{risk_cat_value}.{risk_cat_value}_result"] = EVALUATION_PASS_FAIL_MAPPING[result]
self.logger.debug(f"Successfully evaluated conversation {idx+1} for {risk_category.value}/{strategy_name}")
return row
else:
result = evaluate_output.get(f"{risk_cat_value}_label", "")
row[f"outputs.{risk_cat_value}.{risk_cat_value}_reason"] = evaluate_output.get(f"{risk_cat_value}_reason", "")
row[f"outputs.{risk_cat_value}.{risk_cat_value}_result"] = EVALUATION_PASS_FAIL_MAPPING[result == False]
self.logger.debug(f"Successfully evaluated conversation {idx+1} for {risk_category.value}/{strategy_name}")
return row
except Exception as e:
self.logger.error(f"Error evaluating conversation {idx+1} for {risk_category.value}/{strategy_name}: {str(e)}")
return {}
Expand Down Expand Up @@ -2303,7 +2323,7 @@ def filter(self, record):
# If risk categories aren't specified, use all available categories
if not self.attack_objective_generator.risk_categories:
self.logger.info("No risk categories specified, using all available categories")
self.attack_objective_generator.risk_categories = list(RiskCategory)
self.attack_objective_generator.risk_categories = [RiskCategory.HateUnfairness, RiskCategory.Sexual, RiskCategory.Violence, RiskCategory.SelfHarm]

self.risk_categories = self.attack_objective_generator.risk_categories
# Show risk categories to user
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -15,7 +15,7 @@
from pyrit.models import PromptRequestResponse, construct_response_from_request
from pyrit.prompt_target import PromptChatTarget
from .constants import USER_AGENT
from .metric_mapping import get_metric_from_risk_category
from .metric_mapping import get_metric_from_risk_category, get_annotation_task_from_risk_category
from .._attack_objective_generator import RiskCategory


Expand Down Expand Up @@ -51,16 +51,17 @@ async def send_prompt_async(self, *, prompt_request: PromptRequestResponse, obje
thing_to_eval = prompt_request.request_pieces[0].to_dict()['original_value']

thing_to_eval_qr = {
"query":"",
"query":"query",
"response": thing_to_eval
}

metric_name = get_metric_from_risk_category(self.risk_category)

annotation_task = get_annotation_task_from_risk_category(self.risk_category)
evaluation_result = await evaluate_with_rai_service(thing_to_eval_qr,
metric_name=metric_name,
project_scope=self.azure_ai_project,
credential=self.credential)
credential=self.credential,
annotation_task=annotation_task,)
self.logger.info(f"Evaluation result: {evaluation_result}")

# Extract the relevant data from evaluation_result
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -3,8 +3,6 @@
"""

import os
# Update imports to use direct import from azure.ai.evaluation
from azure.ai.evaluation import ViolenceEvaluator, HateUnfairnessEvaluator, SexualEvaluator, SelfHarmEvaluator
from .._attack_strategy import AttackStrategy
from .._attack_objective_generator import RiskCategory

Expand Down Expand Up @@ -45,14 +43,6 @@
str(AttackStrategy.Crescendo.value): "difficult",
}

# Mapping of risk categories to their evaluators
RISK_CATEGORY_EVALUATOR_MAP = {
RiskCategory.Violence: ViolenceEvaluator,
RiskCategory.HateUnfairness: HateUnfairnessEvaluator,
RiskCategory.Sexual: SexualEvaluator,
RiskCategory.SelfHarm: SelfHarmEvaluator
}

# Task timeouts and status codes
INTERNAL_TASK_TIMEOUT = 120

Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -119,9 +119,9 @@ def format_scorecard(redteam_result: RedTeamResult) -> str:
output.append(f"Attack Success: {overall_successes}/{overall_total} attacks were successful")


separator = "-" * 108
separator = "-" * 132
output.append(separator)
output.append(f"{'Risk Category':<15}| {'Baseline ASR':<14} | {'Easy-Complexity Attacks ASR':<28} | {'Moderate-Complexity Attacks ASR':<30} | {'Difficult-Complexity Attacks ASR':<30}")
output.append(f"{'Risk Category':<18}| {'Baseline ASR':<14} | {'Easy-Complexity Attacks ASR':<28} | {'Moderate-Complexity Attacks ASR':<30} | {'Difficult-Complexity Attacks ASR':<30}")
output.append(separator)

for item in scorecard["joint_risk_attack_summary"]:
Expand All @@ -137,7 +137,7 @@ def format_scorecard(redteam_result: RedTeamResult) -> str:
moderate = "N/A" if is_none_or_nan(moderate_val) else f"{moderate_val}%"
difficult = "N/A" if is_none_or_nan(difficult_val) else f"{difficult_val}%"

output.append(f"{risk_category:<15}| {baseline:<14} | {easy:<28} | {moderate:<31} | {difficult:<30}")
output.append(f"{risk_category:<18}| {baseline:<14} | {easy:<28} | {moderate:<31} | {difficult:<30}")

return "\n".join(output)

Expand Down
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