mirror of
https://github.com/meta-llama/llama-stack.git
synced 2026-01-03 11:52:16 +00:00
added nvidia as safety provider
This commit is contained in:
parent
07a992ef90
commit
0593408c19
14 changed files with 354 additions and 78 deletions
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@ -1,13 +1,13 @@
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version: '2'
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distribution_spec:
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description: Use NVIDIA NIM for running LLM inference
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description: Use NVIDIA NIM for running LLM inference and safety
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providers:
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inference:
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- remote::nvidia
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vector_io:
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- inline::faiss
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safety:
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- inline::llama-guard
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- remote::nvidia
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agents:
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- inline::meta-reference
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telemetry:
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@ -15,16 +15,9 @@ distribution_spec:
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eval:
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- inline::meta-reference
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datasetio:
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- remote::huggingface
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- inline::localfs
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scoring:
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- inline::basic
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- inline::llm-as-judge
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- inline::braintrust
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tool_runtime:
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- remote::brave-search
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- remote::tavily-search
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- inline::code-interpreter
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- inline::rag-runtime
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- remote::model-context-protocol
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image_type: conda
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@ -10,25 +10,23 @@ from llama_stack.distribution.datatypes import Provider, ToolGroupInput
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from llama_stack.providers.remote.inference.nvidia import NVIDIAConfig
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from llama_stack.providers.remote.inference.nvidia.models import MODEL_ENTRIES
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from llama_stack.templates.template import DistributionTemplate, RunConfigSettings, get_model_registry
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from llama_stack.distribution.datatypes import ModelInput, Provider, ShieldInput, ToolGroupInput
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from llama_stack.providers.remote.inference.nvidia import NVIDIAConfig
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from llama_stack.providers.remote.safety.nvidia import NVIDIASafetyConfig
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from llama_stack.templates.template import DistributionTemplate, RunConfigSettings
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def get_distribution_template() -> DistributionTemplate:
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providers = {
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"inference": ["remote::nvidia"],
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"vector_io": ["inline::faiss"],
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"safety": ["inline::llama-guard"],
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"safety": ["remote::nvidia"],
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"agents": ["inline::meta-reference"],
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"telemetry": ["inline::meta-reference"],
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"eval": ["inline::meta-reference"],
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"datasetio": ["remote::huggingface", "inline::localfs"],
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"scoring": ["inline::basic", "inline::llm-as-judge", "inline::braintrust"],
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"tool_runtime": [
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"remote::brave-search",
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"remote::tavily-search",
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"inline::code-interpreter",
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"inline::rag-runtime",
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"remote::model-context-protocol",
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],
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"datasetio": ["inline::localfs"],
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"scoring": ["inline::basic"],
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"tool_runtime": ["inline::rag-runtime"],
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}
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inference_provider = Provider(
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@ -36,30 +34,35 @@ def get_distribution_template() -> DistributionTemplate:
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provider_type="remote::nvidia",
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config=NVIDIAConfig.sample_run_config(),
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)
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safety_provider = Provider(
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provider_id="nvidia",
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provider_type="remote::nvidia",
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config=NVIDIASafetyConfig.sample_run_config(),
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)
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inference_model = ModelInput(
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model_id="${env.INFERENCE_MODEL}",
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provider_id="nvidia",
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)
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safety_model = ModelInput(
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model_id="${env.SAFETY_MODEL}",
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provider_id="nvidia",
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)
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available_models = {
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"nvidia": MODEL_ENTRIES,
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}
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default_tool_groups = [
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ToolGroupInput(
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toolgroup_id="builtin::websearch",
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provider_id="tavily-search",
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),
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ToolGroupInput(
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toolgroup_id="builtin::rag",
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provider_id="rag-runtime",
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),
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ToolGroupInput(
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toolgroup_id="builtin::code_interpreter",
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provider_id="code-interpreter",
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),
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]
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default_models = get_model_registry(available_models)
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return DistributionTemplate(
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name="nvidia",
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distro_type="remote_hosted",
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description="Use NVIDIA NIM for running LLM inference",
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description="Use NVIDIA NIM for running LLM inference and safety",
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container_image=None,
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template_path=Path(__file__).parent / "doc_template.md",
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providers=providers,
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@ -72,15 +75,34 @@ def get_distribution_template() -> DistributionTemplate:
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default_models=default_models,
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default_tool_groups=default_tool_groups,
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),
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"run-with-safety.yaml": RunConfigSettings(
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provider_overrides={
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"inference": [
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inference_provider,
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safety_provider,
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]
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},
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default_models=[inference_model, safety_model],
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default_shields=[ShieldInput(shield_id="${env.SAFETY_MODEL}", provider_id="nvidia")],
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default_tool_groups=default_tool_groups,
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),
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},
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run_config_env_vars={
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"LLAMASTACK_PORT": (
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"5001",
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"Port for the Llama Stack distribution server",
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),
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"NVIDIA_API_KEY": (
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"",
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"NVIDIA API Key",
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),
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"GUARDRAILS_SERVICE_URL": (
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"http://0.0.0.0:7331",
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"URL for the NeMo Guardrails Service",
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),
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"INFERENCE_MODEL": (
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"Llama3.1-8B-Instruct",
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"Inference model",
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),
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"SAFETY_MODEL": (
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"meta/llama-3.1-8b-instruct",
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"Name of the model to use for safety",
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),
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},
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)
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93
llama_stack/templates/nvidia/run-with-safety.yaml
Normal file
93
llama_stack/templates/nvidia/run-with-safety.yaml
Normal file
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@ -0,0 +1,93 @@
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version: '2'
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image_name: nvidia
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apis:
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- agents
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- datasetio
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- eval
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- inference
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- safety
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- scoring
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- telemetry
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- tool_runtime
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- vector_io
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providers:
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inference:
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- provider_id: nvidia
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provider_type: remote::nvidia
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config:
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url: ${env.NVIDIA_BASE_URL:https://integrate.api.nvidia.com}
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api_key: ${env.NVIDIA_API_KEY:}
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- provider_id: nvidia
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provider_type: remote::nvidia
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config:
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guardrails_service_url: ${env.GUARDRAILS_SERVICE_URL:http://localhost:7331}
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config_id: self-check
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vector_io:
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- provider_id: faiss
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provider_type: inline::faiss
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config:
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kvstore:
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type: sqlite
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namespace: null
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db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/nvidia}/faiss_store.db
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safety:
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- provider_id: nvidia
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provider_type: remote::nvidia
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config:
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guardrails_service_url: ${env.GUARDRAILS_SERVICE_URL:http://localhost:7331}
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config_id: self-check
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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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config:
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persistence_store:
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type: sqlite
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namespace: null
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db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/nvidia}/agents_store.db
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telemetry:
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- provider_id: meta-reference
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provider_type: inline::meta-reference
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config:
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service_name: ${env.OTEL_SERVICE_NAME:llama-stack}
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sinks: ${env.TELEMETRY_SINKS:console,sqlite}
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sqlite_db_path: ${env.SQLITE_DB_PATH:~/.llama/distributions/nvidia/trace_store.db}
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eval:
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- provider_id: meta-reference
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provider_type: inline::meta-reference
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config: {}
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datasetio:
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- provider_id: localfs
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provider_type: inline::localfs
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config: {}
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scoring:
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- provider_id: basic
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provider_type: inline::basic
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config: {}
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tool_runtime:
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- provider_id: rag-runtime
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provider_type: inline::rag-runtime
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config: {}
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metadata_store:
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type: sqlite
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db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/nvidia}/registry.db
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models:
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- metadata: {}
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model_id: ${env.INFERENCE_MODEL}
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provider_id: nvidia
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model_type: llm
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- metadata: {}
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model_id: ${env.SAFETY_MODEL}
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provider_id: nvidia
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model_type: llm
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shields:
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- shield_id: ${env.SAFETY_MODEL}
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provider_id: nvidia
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vector_dbs: []
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datasets: []
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scoring_fns: []
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benchmarks: []
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tool_groups:
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- toolgroup_id: builtin::rag
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provider_id: rag-runtime
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server:
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port: 8321
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@ -26,9 +26,11 @@ providers:
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namespace: null
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db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/nvidia}/faiss_store.db
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safety:
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- provider_id: llama-guard
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provider_type: inline::llama-guard
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config: {}
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- provider_id: nvidia
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provider_type: remote::nvidia
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config:
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guardrails_service_url: ${env.GUARDRAILS_SERVICE_URL:http://localhost:7331}
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config_id: self-check
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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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@ -49,9 +51,6 @@ providers:
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provider_type: inline::meta-reference
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config: {}
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datasetio:
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- provider_id: huggingface
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provider_type: remote::huggingface
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config: {}
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- provider_id: localfs
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provider_type: inline::localfs
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config: {}
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@ -59,33 +58,10 @@ providers:
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- provider_id: basic
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provider_type: inline::basic
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config: {}
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- provider_id: llm-as-judge
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provider_type: inline::llm-as-judge
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config: {}
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- provider_id: braintrust
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provider_type: inline::braintrust
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config:
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openai_api_key: ${env.OPENAI_API_KEY:}
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tool_runtime:
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- provider_id: brave-search
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provider_type: remote::brave-search
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config:
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api_key: ${env.BRAVE_SEARCH_API_KEY:}
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max_results: 3
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- provider_id: tavily-search
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provider_type: remote::tavily-search
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config:
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api_key: ${env.TAVILY_SEARCH_API_KEY:}
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max_results: 3
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- provider_id: code-interpreter
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provider_type: inline::code-interpreter
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config: {}
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- provider_id: rag-runtime
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provider_type: inline::rag-runtime
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config: {}
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- provider_id: model-context-protocol
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provider_type: remote::model-context-protocol
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config: {}
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metadata_store:
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type: sqlite
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db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/nvidia}/registry.db
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@ -214,11 +190,7 @@ datasets: []
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scoring_fns: []
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benchmarks: []
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tool_groups:
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- toolgroup_id: builtin::websearch
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provider_id: tavily-search
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- toolgroup_id: builtin::rag
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provider_id: rag-runtime
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- toolgroup_id: builtin::code_interpreter
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provider_id: code-interpreter
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server:
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port: 8321
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