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ci: test safety with starter (#2628)
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# What does this PR do? We are now testing the safety capability with the starter image. This includes a few changes: * Enable the safety integration test * Relax the shield model requirements from llama-guard to make it work with llama-guard3:8b coming from Ollama * Expose a shield for each inference provider in the starter distro. The shield will only be registered if the provider is enabled. Closes: https://github.com/meta-llama/llama-stack/issues/2528 Signed-off-by: Sébastien Han <seb@redhat.com>
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20 changed files with 621 additions and 126 deletions
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@ -146,10 +146,9 @@ class LlamaGuardSafetyImpl(Safety, ShieldsProtocolPrivate):
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pass
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async def register_shield(self, shield: Shield) -> None:
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if shield.provider_resource_id not in LLAMA_GUARD_MODEL_IDS:
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raise ValueError(
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f"Unsupported Llama Guard type: {shield.provider_resource_id}. Allowed types: {LLAMA_GUARD_MODEL_IDS}"
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)
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# Allow any model to be registered as a shield
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# The model will be validated during runtime when making inference calls
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pass
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async def run_shield(
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self,
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@ -167,11 +166,25 @@ class LlamaGuardSafetyImpl(Safety, ShieldsProtocolPrivate):
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if len(messages) > 0 and messages[0].role != Role.user.value:
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messages[0] = UserMessage(content=messages[0].content)
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model = LLAMA_GUARD_MODEL_IDS[shield.provider_resource_id]
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# Use the inference API's model resolution instead of hardcoded mappings
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# This allows the shield to work with any registered model
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model_id = shield.provider_resource_id
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# Determine safety categories based on the model type
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# For known Llama Guard models, use specific categories
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if model_id in LLAMA_GUARD_MODEL_IDS:
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# Use the mapped model for categories but the original model_id for inference
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mapped_model = LLAMA_GUARD_MODEL_IDS[model_id]
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safety_categories = MODEL_TO_SAFETY_CATEGORIES_MAP.get(mapped_model, DEFAULT_LG_V3_SAFETY_CATEGORIES)
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else:
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# For unknown models, use default Llama Guard 3 8B categories
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safety_categories = DEFAULT_LG_V3_SAFETY_CATEGORIES + [CAT_CODE_INTERPRETER_ABUSE]
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impl = LlamaGuardShield(
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model=model,
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model=model_id,
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inference_api=self.inference_api,
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excluded_categories=self.config.excluded_categories,
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safety_categories=safety_categories,
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)
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return await impl.run(messages)
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@ -183,20 +196,21 @@ class LlamaGuardShield:
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model: str,
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inference_api: Inference,
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excluded_categories: list[str] | None = None,
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safety_categories: list[str] | None = None,
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):
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if excluded_categories is None:
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excluded_categories = []
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if safety_categories is None:
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safety_categories = []
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assert len(excluded_categories) == 0 or all(
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x in SAFETY_CATEGORIES_TO_CODE_MAP.values() for x in excluded_categories
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), "Invalid categories in excluded categories. Expected format is ['S1', 'S2', ..]"
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if model not in MODEL_TO_SAFETY_CATEGORIES_MAP:
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raise ValueError(f"Unsupported model: {model}")
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self.model = model
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self.inference_api = inference_api
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self.excluded_categories = excluded_categories
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self.safety_categories = safety_categories
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def check_unsafe_response(self, response: str) -> str | None:
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match = re.match(r"^unsafe\n(.*)$", response)
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@ -214,7 +228,7 @@ class LlamaGuardShield:
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final_categories = []
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all_categories = MODEL_TO_SAFETY_CATEGORIES_MAP[self.model]
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all_categories = self.safety_categories
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for cat in all_categories:
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cat_code = SAFETY_CATEGORIES_TO_CODE_MAP[cat]
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if cat_code in excluded_categories:
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