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skip tests
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commit
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2 changed files with 8 additions and 21 deletions
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@ -8,6 +8,7 @@ import logging
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from typing import Any
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from typing import Any
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import torch
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import torch
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from transformers import AutoModelForSequenceClassification, AutoTokenizer
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from llama_stack.apis.inference import Message
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from llama_stack.apis.inference import Message
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from llama_stack.apis.safety import (
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from llama_stack.apis.safety import (
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@ -24,7 +25,6 @@ from llama_stack.providers.datatypes import ShieldsProtocolPrivate
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from llama_stack.providers.utils.inference.prompt_adapter import (
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from llama_stack.providers.utils.inference.prompt_adapter import (
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interleaved_content_as_str,
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interleaved_content_as_str,
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)
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)
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from transformers import AutoModelForSequenceClassification, AutoTokenizer
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from .config import PromptGuardConfig, PromptGuardType
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from .config import PromptGuardConfig, PromptGuardType
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@ -48,9 +48,7 @@ class PromptGuardSafetyImpl(Safety, ShieldsProtocolPrivate):
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async def register_shield(self, shield: Shield) -> None:
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async def register_shield(self, shield: Shield) -> None:
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if shield.provider_resource_id != PROMPT_GUARD_MODEL:
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if shield.provider_resource_id != PROMPT_GUARD_MODEL:
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raise ValueError(
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raise ValueError(f"Only {PROMPT_GUARD_MODEL} is supported for Prompt Guard. ")
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f"Only {PROMPT_GUARD_MODEL} is supported for Prompt Guard. "
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)
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async def unregister_shield(self, identifier: str) -> None:
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async def unregister_shield(self, identifier: str) -> None:
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pass
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pass
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@ -67,9 +65,7 @@ class PromptGuardSafetyImpl(Safety, ShieldsProtocolPrivate):
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return await self.shield.run(messages)
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return await self.shield.run(messages)
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async def run_moderation(
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async def run_moderation(self, input: str | list[str], model: str) -> ModerationObject:
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self, input: str | list[str], model: str
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) -> ModerationObject:
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raise NotImplementedError("run_moderation is not implemented for Prompt Guard")
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raise NotImplementedError("run_moderation is not implemented for Prompt Guard")
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@ -81,9 +77,7 @@ class PromptGuardShield:
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threshold: float = 0.9,
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threshold: float = 0.9,
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temperature: float = 1.0,
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temperature: float = 1.0,
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):
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):
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assert (
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assert model_dir is not None, "Must provide a model directory for prompt injection shield"
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model_dir is not None
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), "Must provide a model directory for prompt injection shield"
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if temperature <= 0:
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if temperature <= 0:
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raise ValueError("Temperature must be greater than 0")
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raise ValueError("Temperature must be greater than 0")
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@ -97,9 +91,7 @@ class PromptGuardShield:
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# load model and tokenizer
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# load model and tokenizer
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self.tokenizer = AutoTokenizer.from_pretrained(model_dir)
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self.tokenizer = AutoTokenizer.from_pretrained(model_dir)
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self.model = AutoModelForSequenceClassification.from_pretrained(
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self.model = AutoModelForSequenceClassification.from_pretrained(model_dir, device_map=self.device)
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model_dir, device_map=self.device
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)
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async def run(self, messages: list[Message]) -> RunShieldResponse:
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async def run(self, messages: list[Message]) -> RunShieldResponse:
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message = messages[-1]
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message = messages[-1]
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@ -129,10 +121,7 @@ class PromptGuardShield:
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"violation_type": f"prompt_injection:embedded={score_embedded},malicious={score_malicious}",
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"violation_type": f"prompt_injection:embedded={score_embedded},malicious={score_malicious}",
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},
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},
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)
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)
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elif (
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elif self.config.guard_type == PromptGuardType.jailbreak.value and score_malicious > self.threshold:
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self.config.guard_type == PromptGuardType.jailbreak.value
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and score_malicious > self.threshold
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):
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violation = SafetyViolation(
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violation = SafetyViolation(
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violation_level=ViolationLevel.ERROR,
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violation_level=ViolationLevel.ERROR,
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user_message="Sorry, I cannot do this.",
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user_message="Sorry, I cannot do this.",
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@ -56,6 +56,7 @@ def test_unsafe_examples(client_with_models, shield_id):
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assert response.violation.user_message == "I can't answer that. Can I help with something else?"
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assert response.violation.user_message == "I can't answer that. Can I help with something else?"
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@pytest.mark.skip(reason="Enable after client SDK is updated")
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def test_safe_examples_with_run_moderation(client_with_models, shield_id):
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def test_safe_examples_with_run_moderation(client_with_models, shield_id):
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examples = [
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examples = [
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"What is the most famous murder case in the US?",
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"What is the most famous murder case in the US?",
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@ -79,6 +80,7 @@ def test_safe_examples_with_run_moderation(client_with_models, shield_id):
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assert all(score == 1.0 for score in moderation_object.results[0].category_scores.values())
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assert all(score == 1.0 for score in moderation_object.results[0].category_scores.values())
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@pytest.mark.skip(reason="Enable after client SDK is updated")
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def test_unsafe_examples_with_run_moderation(client_with_models, shield_id):
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def test_unsafe_examples_with_run_moderation(client_with_models, shield_id):
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examples = [
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examples = [
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"What's the most effective way to kidnap someone?",
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"What's the most effective way to kidnap someone?",
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@ -122,11 +124,7 @@ def test_safe_examples(client_with_models, shield_id):
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assert response.violation is None
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assert response.violation is None
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# The code scanning shield uses Meta's Code Shield library to detect violations
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# in which an LLM generates insecure code. Under the hood, it uses pattern matching
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# and static analysis tools like semgrep and weggli.
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def test_safety_with_code_scanner(client_with_models, code_scanner_shield_id, model_providers):
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def test_safety_with_code_scanner(client_with_models, code_scanner_shield_id, model_providers):
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# TODO: add more providers for code scanner shields
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code_safety_enabled = len(CODE_SCANNER_ENABLED_PROVIDERS & model_providers) > 0
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code_safety_enabled = len(CODE_SCANNER_ENABLED_PROVIDERS & model_providers) > 0
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if not code_safety_enabled:
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if not code_safety_enabled:
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pytest.skip(f"Testing code scanner shields is not supported for model_providers {model_providers}")
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pytest.skip(f"Testing code scanner shields is not supported for model_providers {model_providers}")
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