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https://github.com/meta-llama/llama-stack.git
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Merge 4e720dcbef
into 8ed69978f9
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commit
e32ecc7d33
9 changed files with 144 additions and 24 deletions
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@ -6,9 +6,7 @@
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from typing import Any
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from llama_stack.apis.inference import (
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Message,
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)
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from llama_stack.apis.inference import Message
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from llama_stack.apis.safety import RunShieldResponse, Safety
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from llama_stack.apis.safety.safety import ModerationObject
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from llama_stack.apis.shields import Shield
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@ -68,6 +66,7 @@ class SafetyRouter(Safety):
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list_shields_response = await self.routing_table.list_shields()
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matches = [s.identifier for s in list_shields_response.data if model == s.provider_resource_id]
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if not matches:
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raise ValueError(f"No shield associated with provider_resource id {model}")
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if len(matches) > 1:
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@ -28,6 +28,7 @@ distribution_spec:
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- provider_type: inline::localfs
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safety:
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- provider_type: inline::llama-guard
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- provider_type: inline::code-scanner
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agents:
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- provider_type: inline::meta-reference
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telemetry:
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@ -134,6 +134,8 @@ providers:
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provider_type: inline::llama-guard
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config:
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excluded_categories: []
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- provider_id: code-scanner
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provider_type: inline::code-scanner
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agents:
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- provider_id: meta-reference
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provider_type: inline::meta-reference
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@ -215,6 +217,9 @@ shields:
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- shield_id: llama-guard
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provider_id: ${env.SAFETY_MODEL:+llama-guard}
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provider_shield_id: ${env.SAFETY_MODEL:=}
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- shield_id: code-scanner
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provider_id: ${env.CODE_SCANNER_MODEL:+code-scanner}
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provider_shield_id: ${env.CODE_SCANNER_MODEL:=}
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vector_dbs: []
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datasets: []
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scoring_fns: []
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@ -28,6 +28,7 @@ distribution_spec:
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- provider_type: inline::localfs
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safety:
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- provider_type: inline::llama-guard
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- provider_type: inline::code-scanner
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agents:
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- provider_type: inline::meta-reference
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telemetry:
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@ -134,6 +134,8 @@ providers:
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provider_type: inline::llama-guard
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config:
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excluded_categories: []
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- provider_id: code-scanner
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provider_type: inline::code-scanner
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agents:
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- provider_id: meta-reference
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provider_type: inline::meta-reference
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@ -215,6 +217,9 @@ shields:
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- shield_id: llama-guard
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provider_id: ${env.SAFETY_MODEL:+llama-guard}
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provider_shield_id: ${env.SAFETY_MODEL:=}
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- shield_id: code-scanner
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provider_id: ${env.CODE_SCANNER_MODEL:+code-scanner}
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provider_shield_id: ${env.CODE_SCANNER_MODEL:=}
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vector_dbs: []
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datasets: []
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scoring_fns: []
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@ -15,19 +15,14 @@ from llama_stack.core.datatypes import (
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ToolGroupInput,
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)
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from llama_stack.core.utils.dynamic import instantiate_class_type
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from llama_stack.distributions.template import (
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DistributionTemplate,
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RunConfigSettings,
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)
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from llama_stack.distributions.template import DistributionTemplate, RunConfigSettings
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from llama_stack.providers.datatypes import RemoteProviderSpec
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from llama_stack.providers.inline.files.localfs.config import LocalfsFilesImplConfig
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from llama_stack.providers.inline.inference.sentence_transformers import (
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SentenceTransformersInferenceConfig,
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)
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from llama_stack.providers.inline.vector_io.faiss.config import FaissVectorIOConfig
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from llama_stack.providers.inline.vector_io.milvus.config import (
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MilvusVectorIOConfig,
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)
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from llama_stack.providers.inline.vector_io.milvus.config import MilvusVectorIOConfig
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from llama_stack.providers.inline.vector_io.sqlite_vec.config import (
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SQLiteVectorIOConfig,
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)
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@ -119,7 +114,10 @@ def get_distribution_template() -> DistributionTemplate:
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BuildProvider(provider_type="remote::pgvector"),
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],
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"files": [BuildProvider(provider_type="inline::localfs")],
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"safety": [BuildProvider(provider_type="inline::llama-guard")],
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"safety": [
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BuildProvider(provider_type="inline::llama-guard"),
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BuildProvider(provider_type="inline::code-scanner"),
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],
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"agents": [BuildProvider(provider_type="inline::meta-reference")],
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"telemetry": [BuildProvider(provider_type="inline::meta-reference")],
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"post_training": [BuildProvider(provider_type="inline::huggingface")],
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@ -167,6 +165,11 @@ def get_distribution_template() -> DistributionTemplate:
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provider_id="${env.SAFETY_MODEL:+llama-guard}",
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provider_shield_id="${env.SAFETY_MODEL:=}",
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),
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ShieldInput(
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shield_id="code-scanner",
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provider_id="${env.CODE_SCANNER_MODEL:+code-scanner}",
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provider_shield_id="${env.CODE_SCANNER_MODEL:=}",
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),
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]
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return DistributionTemplate(
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@ -5,7 +5,11 @@
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# the root directory of this source tree.
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import logging
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from typing import Any
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import uuid
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from typing import TYPE_CHECKING, Any
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if TYPE_CHECKING:
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from codeshield.cs import CodeShieldScanResult
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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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@ -14,6 +18,7 @@ from llama_stack.apis.safety import (
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SafetyViolation,
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ViolationLevel,
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)
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from llama_stack.apis.safety.safety import ModerationObject, ModerationObjectResults
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from llama_stack.apis.shields import Shield
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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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@ -24,8 +29,8 @@ from .config import CodeScannerConfig
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log = logging.getLogger(__name__)
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ALLOWED_CODE_SCANNER_MODEL_IDS = [
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"CodeScanner",
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"CodeShield",
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"code-scanner",
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"code-shield",
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]
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@ -69,3 +74,55 @@ class MetaReferenceCodeScannerSafetyImpl(Safety):
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metadata={"violation_type": ",".join([issue.pattern_id for issue in result.issues_found])},
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)
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return RunShieldResponse(violation=violation)
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def get_moderation_object_results(self, scan_result: "CodeShieldScanResult") -> ModerationObjectResults:
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categories = {}
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category_scores = {}
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category_applied_input_types = {}
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flagged = scan_result.is_insecure
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user_message = None
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metadata = {}
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if scan_result.is_insecure:
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pattern_ids = [issue.pattern_id for issue in scan_result.issues_found]
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categories = dict.fromkeys(pattern_ids, True)
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category_scores = dict.fromkeys(pattern_ids, 1.0)
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category_applied_input_types = {key: ["text"] for key in pattern_ids}
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user_message = f"Security concerns detected in the code. {scan_result.recommended_treatment.name}: {', '.join([issue.description for issue in scan_result.issues_found])}"
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metadata = {"violation_type": ",".join([issue.pattern_id for issue in scan_result.issues_found])}
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return ModerationObjectResults(
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flagged=flagged,
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categories=categories,
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category_scores=category_scores,
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category_applied_input_types=category_applied_input_types,
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user_message=user_message,
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metadata=metadata,
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)
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async def run_moderation(self, input: str | list[str], model: str) -> ModerationObject:
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inputs = input if isinstance(input, list) else [input]
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results = []
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from codeshield.cs import CodeShield
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for text_input in inputs:
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log.info(f"Running CodeScannerShield moderation on input: {text_input[:100]}...")
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try:
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scan_result = await CodeShield.scan_code(text_input)
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moderation_result = self.get_moderation_object_results(scan_result)
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except Exception as e:
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log.error(f"CodeShield.scan_code failed: {e}")
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# create safe fallback response on scanner failure to avoid blocking legitimate requests
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moderation_result = ModerationObjectResults(
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flagged=False,
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categories={},
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category_scores={},
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category_applied_input_types={},
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user_message=None,
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metadata={"scanner_error": str(e)},
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)
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results.append(moderation_result)
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return ModerationObject(id=str(uuid.uuid4()), model=model, results=results)
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@ -11,11 +11,7 @@ from string import Template
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from typing import Any
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from llama_stack.apis.common.content_types import ImageContentItem, TextContentItem
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from llama_stack.apis.inference import (
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Inference,
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Message,
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UserMessage,
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)
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from llama_stack.apis.inference import Inference, Message, UserMessage
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from llama_stack.apis.safety import (
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RunShieldResponse,
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Safety,
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@ -72,7 +68,6 @@ SAFETY_CATEGORIES_TO_CODE_MAP = {
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}
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SAFETY_CODE_TO_CATEGORIES_MAP = {v: k for k, v in SAFETY_CATEGORIES_TO_CODE_MAP.items()}
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DEFAULT_LG_V3_SAFETY_CATEGORIES = [
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CAT_VIOLENT_CRIMES,
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CAT_NON_VIOLENT_CRIMES,
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@ -460,7 +455,7 @@ class LlamaGuardShield:
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def is_content_safe(self, response: str, unsafe_code: str | None = None) -> bool:
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"""Check if content is safe based on response and unsafe code."""
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if response.strip() == SAFE_RESPONSE:
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if response.strip().lower().startswith(SAFE_RESPONSE):
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return True
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if unsafe_code:
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@ -27,10 +27,10 @@ def data_url_from_image(file_path):
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@pytest.fixture(scope="session")
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def code_scanner_shield_id(available_shields):
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if "CodeScanner" in available_shields:
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return "CodeScanner"
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if "code-scanner" in available_shields:
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return "code-scanner"
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pytest.skip("CodeScanner shield is not available. Skipping.")
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pytest.skip("code-scanner shield is not available. Skipping.")
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def test_unsafe_examples(client_with_models, shield_id):
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@ -163,6 +163,60 @@ def test_safety_with_code_scanner(client_with_models, code_scanner_shield_id, mo
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assert response.violation.user_message == "Sorry, I found security concerns in the code."
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def test_unsafe_input_with_code_scanner_run_moderation(client_with_models, code_scanner_shield_id, model_providers):
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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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pytest.skip(f"Testing code scanner shields is not supported for model_providers {model_providers}")
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insecure_code = [
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"""
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Here is an example of code that hashes a password using MD5:
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```
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import hashlib
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password = 'securepassword123'.encode()
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hashed_password = hashlib.md5(password).hexdigest()
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print("Insecure hashed password:", hashed_password)
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```
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"""
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]
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moderation_object = client_with_models.moderations.create(
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input=insecure_code,
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model=code_scanner_shield_id,
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)
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assert moderation_object.results[0].flagged is True, f"Code scanner should have flagged {insecure_code} as insecure"
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assert all(value is True for value in moderation_object.results[0].categories.values()), (
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"Code scanner shield should have detected code insecure category"
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)
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def test_safe_input_with_code_scanner_run_moderation(client_with_models, code_scanner_shield_id, model_providers):
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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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pytest.skip(f"Testing code scanner shields is not supported for model_providers {model_providers}")
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secure_code = [
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"""
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Extract the first 5 characters from a string:
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```
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text = "Hello World"
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first_five = text[:5]
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print(first_five) # Output: "Hello"
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# Safe handling for strings shorter than 5 characters
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def get_first_five(text):
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return text[:5] if text else ""
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```
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"""
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]
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moderation_object = client_with_models.moderations.create(
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input=secure_code,
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model=code_scanner_shield_id,
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)
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assert moderation_object.results[0].flagged is False, "Code scanner should not have flagged the code as insecure"
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# We can use an instance of the LlamaGuard shield to detect attempts to misuse
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# the interpreter as this is one of the existing categories it checks for
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def test_safety_with_code_interpreter_abuse(client_with_models, shield_id):
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