llama-stack-mirror/llama_stack/providers/inline
Ashwin Bharambe 2c43285e22
feat(stores)!: use backend storage references instead of configs (#3697)
**This PR changes configurations in a backward incompatible way.**

Run configs today repeat full SQLite/Postgres snippets everywhere a
store is needed, which means duplicated credentials, extra connection
pools, and lots of drift between files. This PR introduces named storage
backends so the stack and providers can share a single catalog and
reference those backends by name.

## Key Changes

- Add `storage.backends` to `StackRunConfig`, register each KV/SQL
backend once at startup, and validate that references point to the right
family.
- Move server stores under `storage.stores` with lightweight references
(backend + namespace/table) instead of full configs.
- Update every provider/config/doc to use the new reference style;
docs/codegen now surface the simplified YAML.

## Migration

Before:
```yaml
metadata_store:
  type: sqlite
  db_path: ~/.llama/distributions/foo/registry.db
inference_store:
  type: postgres
  host: ${env.POSTGRES_HOST}
  port: ${env.POSTGRES_PORT}
  db: ${env.POSTGRES_DB}
  user: ${env.POSTGRES_USER}
  password: ${env.POSTGRES_PASSWORD}
conversations_store:
  type: postgres
  host: ${env.POSTGRES_HOST}
  port: ${env.POSTGRES_PORT}
  db: ${env.POSTGRES_DB}
  user: ${env.POSTGRES_USER}
  password: ${env.POSTGRES_PASSWORD}
```

After:
```yaml
storage:
  backends:
    kv_default:
      type: kv_sqlite
      db_path: ~/.llama/distributions/foo/kvstore.db
    sql_default:
      type: sql_postgres
      host: ${env.POSTGRES_HOST}
      port: ${env.POSTGRES_PORT}
      db: ${env.POSTGRES_DB}
      user: ${env.POSTGRES_USER}
      password: ${env.POSTGRES_PASSWORD}
  stores:
    metadata:
      backend: kv_default
      namespace: registry
    inference:
      backend: sql_default
      table_name: inference_store
      max_write_queue_size: 10000
      num_writers: 4
    conversations:
      backend: sql_default
      table_name: openai_conversations
```

Provider configs follow the same pattern—for example, a Chroma vector
adapter switches from:

```yaml
providers:
  vector_io:
  - provider_id: chromadb
    provider_type: remote::chromadb
    config:
      url: ${env.CHROMADB_URL}
      kvstore:
        type: sqlite
        db_path: ~/.llama/distributions/foo/chroma.db
```

to:

```yaml
providers:
  vector_io:
  - provider_id: chromadb
    provider_type: remote::chromadb
    config:
      url: ${env.CHROMADB_URL}
      persistence:
        backend: kv_default
        namespace: vector_io::chroma_remote
```

Once the backends are declared, everything else just points at them, so
rotating credentials or swapping to Postgres happens in one place and
the stack reuses a single connection pool.
2025-10-20 13:20:09 -07:00
..
agents feat(stores)!: use backend storage references instead of configs (#3697) 2025-10-20 13:20:09 -07:00
batches feat(stores)!: use backend storage references instead of configs (#3697) 2025-10-20 13:20:09 -07:00
datasetio feat(stores)!: use backend storage references instead of configs (#3697) 2025-10-20 13:20:09 -07:00
eval feat(stores)!: use backend storage references instead of configs (#3697) 2025-10-20 13:20:09 -07:00
files/localfs feat(stores)!: use backend storage references instead of configs (#3697) 2025-10-20 13:20:09 -07:00
inference feat: Enable setting a default embedding model in the stack (#3803) 2025-10-14 18:25:13 -07:00
ios/inference feat(tools)!: substantial clean up of "Tool" related datatypes (#3627) 2025-10-02 15:12:03 -07:00
post_training fix: update dangling references to llama download command (#3763) 2025-10-09 18:35:02 -07:00
safety chore!: Safety api refactoring to use OpenAIMessageParam (#3796) 2025-10-12 08:01:00 -07:00
scoring feat(api)!: BREAKING CHANGE: support passing extra_body through to providers (#3777) 2025-10-10 16:21:44 -07:00
telemetry chore: disable telemetry if otel endpoint isn't set (#3859) 2025-10-20 11:42:57 -07:00
tool_runtime fix(vector-io): handle missing document_id in insert_chunks (#3521) 2025-10-15 11:02:48 -07:00
vector_io feat(stores)!: use backend storage references instead of configs (#3697) 2025-10-20 13:20:09 -07:00
__init__.py impls -> inline, adapters -> remote (#381) 2024-11-06 14:54:05 -08:00