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feat: ability to use postgres as store for starter distro
The starter distribution now comes with all the required packages to support persistent stores—like the agent store, metadata, and inference—using PostgreSQL. We’ve added a new run YAML file, run-with-postgres-store.yaml, to make this setup easy. The file is included in the container image, so users can simply override the entrypoint to use the Postgres-specific config. The documentation has been updated with instructions on how to do that. Closes: #2619 Signed-off-by: Sébastien Han <seb@redhat.com>
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Sébastien Han
parent
cd8715d327
commit
f8eede0f06
11 changed files with 603 additions and 287 deletions
266
llama_stack/templates/starter/run-with-postgres-store.yaml
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266
llama_stack/templates/starter/run-with-postgres-store.yaml
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version: 2
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image_name: starter
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apis:
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- agents
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- datasetio
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- eval
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- files
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- inference
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- post_training
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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: cerebras
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provider_type: remote::cerebras
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config:
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base_url: https://api.cerebras.ai
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api_key: ${env.CEREBRAS_API_KEY}
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- provider_id: ollama
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provider_type: remote::ollama
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config:
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url: ${env.OLLAMA_URL:=http://localhost:11434}
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- provider_id: vllm
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provider_type: remote::vllm
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config:
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url: ${env.VLLM_URL:=}
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max_tokens: ${env.VLLM_MAX_TOKENS:=4096}
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api_token: ${env.VLLM_API_TOKEN:=fake}
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tls_verify: ${env.VLLM_TLS_VERIFY:=true}
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- provider_id: tgi
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provider_type: remote::tgi
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config:
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url: ${env.TGI_URL}
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- provider_id: serverless
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provider_type: remote::hf::serverless
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config:
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huggingface_repo: ${env.INFERENCE_MODEL}
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api_token: ${env.HF_API_TOKEN}
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- provider_id: endpoint
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provider_type: remote::hf::endpoint
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config:
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endpoint_name: ${env.INFERENCE_ENDPOINT_NAME}
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api_token: ${env.HF_API_TOKEN}
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- provider_id: fireworks
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provider_type: remote::fireworks
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config:
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url: https://api.fireworks.ai/inference/v1
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api_key: ${env.FIREWORKS_API_KEY}
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- provider_id: together
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provider_type: remote::together
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config:
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url: https://api.together.xyz/v1
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api_key: ${env.TOGETHER_API_KEY}
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- provider_id: bedrock
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provider_type: remote::bedrock
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config: {}
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- provider_id: databricks
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provider_type: remote::databricks
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config:
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url: ${env.DATABRICKS_URL}
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api_token: ${env.DATABRICKS_API_TOKEN}
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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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append_api_version: ${env.NVIDIA_APPEND_API_VERSION:=True}
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- provider_id: runpod
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provider_type: remote::runpod
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config:
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url: ${env.RUNPOD_URL:=}
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api_token: ${env.RUNPOD_API_TOKEN}
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- provider_id: openai
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provider_type: remote::openai
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config:
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api_key: ${env.OPENAI_API_KEY}
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- provider_id: anthropic
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provider_type: remote::anthropic
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config:
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api_key: ${env.ANTHROPIC_API_KEY}
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- provider_id: gemini
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provider_type: remote::gemini
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config:
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api_key: ${env.GEMINI_API_KEY}
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- provider_id: groq
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provider_type: remote::groq
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config:
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url: https://api.groq.com
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api_key: ${env.GROQ_API_KEY}
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- provider_id: llama-openai-compat
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provider_type: remote::llama-openai-compat
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config:
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openai_compat_api_base: https://api.llama.com/compat/v1/
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api_key: ${env.LLAMA_API_KEY}
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- provider_id: sambanova
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provider_type: remote::sambanova
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config:
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url: https://api.sambanova.ai/v1
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api_key: ${env.SAMBANOVA_API_KEY}
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- provider_id: passthrough
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provider_type: remote::passthrough
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config:
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url: ${env.PASSTHROUGH_URL}
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api_key: ${env.PASSTHROUGH_API_KEY}
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- provider_id: sentence-transformers
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provider_type: inline::sentence-transformers
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config: {}
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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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db_path: ${env.SQLITE_STORE_DIR:=~/.llama/distributions/starter}/faiss_store.db
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- provider_id: sqlite-vec
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provider_type: inline::sqlite-vec
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config:
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db_path: ${env.SQLITE_STORE_DIR:=~/.llama/distributions/starter}/sqlite_vec.db
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kvstore:
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type: sqlite
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db_path: ${env.SQLITE_STORE_DIR:=~/.llama/distributions/starter}/sqlite_vec_registry.db
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- provider_id: milvus
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provider_type: inline::milvus
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config:
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db_path: ${env.MILVUS_DB_PATH:=~/.llama/distributions/starter}/milvus.db
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kvstore:
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type: sqlite
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db_path: ${env.SQLITE_STORE_DIR:=~/.llama/distributions/starter}/milvus_registry.db
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- provider_id: chromadb
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provider_type: remote::chromadb
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config:
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url: ${env.CHROMADB_URL}
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kvstore:
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type: sqlite
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db_path: ${env.SQLITE_STORE_DIR:=~/.llama/distributions/starter}/chroma_remote_registry.db
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- provider_id: pgvector
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provider_type: remote::pgvector
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config:
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host: ${env.PGVECTOR_HOST:=localhost}
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port: ${env.PGVECTOR_PORT:=5432}
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db: ${env.PGVECTOR_DB}
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user: ${env.PGVECTOR_USER}
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password: ${env.PGVECTOR_PASSWORD}
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kvstore:
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type: sqlite
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db_path: ${env.SQLITE_STORE_DIR:=~/.llama/distributions/starter}/pgvector_registry.db
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files:
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- provider_id: localfs
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provider_type: inline::localfs
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config:
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storage_dir: ${env.FILES_STORAGE_DIR:=~/.llama/distributions/starter/files}
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metadata_store:
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type: sqlite
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db_path: ${env.SQLITE_STORE_DIR:=~/.llama/distributions/starter}/files_metadata.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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excluded_categories: []
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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: postgres
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host: ${env.POSTGRES_HOST:=localhost}
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port: ${env.POSTGRES_PORT:=5432}
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db: ${env.POSTGRES_DB:=llamastack}
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user: ${env.POSTGRES_USER:=llamastack}
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password: ${env.POSTGRES_PASSWORD:=llamastack}
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responses_store:
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type: postgres
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host: ${env.POSTGRES_HOST:=localhost}
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port: ${env.POSTGRES_PORT:=5432}
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db: ${env.POSTGRES_DB:=llamastack}
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user: ${env.POSTGRES_USER:=llamastack}
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password: ${env.POSTGRES_PASSWORD:=llamastack}
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telemetry:
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- provider_id: meta-reference
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provider_type: inline::meta-reference
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config:
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service_name: "${env.OTEL_SERVICE_NAME:=\u200B}"
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sinks: ${env.TELEMETRY_SINKS:=console,sqlite}
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sqlite_db_path: ${env.SQLITE_STORE_DIR:=~/.llama/distributions/starter}/trace_store.db
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otel_exporter_otlp_endpoint: ${env.OTEL_EXPORTER_OTLP_ENDPOINT:=}
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post_training:
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- provider_id: huggingface
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provider_type: inline::huggingface
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config:
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checkpoint_format: huggingface
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distributed_backend: null
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device: cpu
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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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kvstore:
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type: sqlite
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db_path: ${env.SQLITE_STORE_DIR:=~/.llama/distributions/starter}/meta_reference_eval.db
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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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kvstore:
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type: sqlite
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db_path: ${env.SQLITE_STORE_DIR:=~/.llama/distributions/starter}/huggingface_datasetio.db
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- provider_id: localfs
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provider_type: inline::localfs
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config:
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kvstore:
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type: sqlite
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db_path: ${env.SQLITE_STORE_DIR:=~/.llama/distributions/starter}/localfs_datasetio.db
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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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- 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: 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: postgres
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host: ${env.POSTGRES_HOST:=localhost}
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port: ${env.POSTGRES_PORT:=5432}
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db: ${env.POSTGRES_DB:=llamastack}
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user: ${env.POSTGRES_USER:=llamastack}
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password: ${env.POSTGRES_PASSWORD:=llamastack}
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inference_store:
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type: postgres
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host: ${env.POSTGRES_HOST:=localhost}
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port: ${env.POSTGRES_PORT:=5432}
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db: ${env.POSTGRES_DB:=llamastack}
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user: ${env.POSTGRES_USER:=llamastack}
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password: ${env.POSTGRES_PASSWORD:=llamastack}
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models: []
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shields: []
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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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server:
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port: 8321
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