feat: configure vector-io provider with an embedding model

Signed-off-by: Mustafa Elbehery <melbeher@redhat.com>

docs/source/providers/vector_io/inline_chromadb.md

@@ -43,6 +43,7 @@ See [Chroma's documentation](https://docs.trychroma.com/docs/overview/introducti
 |-------|------|----------|---------|-------------|
 | `db_path` | `<class 'str'>` | No | PydanticUndefined |  |
 | `kvstore` | `utils.kvstore.config.RedisKVStoreConfig \| utils.kvstore.config.SqliteKVStoreConfig \| utils.kvstore.config.PostgresKVStoreConfig \| utils.kvstore.config.MongoDBKVStoreConfig` | No | sqlite | Config for KV store backend |
+| `embedding` | `utils.vector_io.embedding_config.EmbeddingConfig \| None` | No |  | Default embedding configuration for this provider. When specified, vector databases created with this provider will use these embedding settings as defaults. |
 
 ## Sample Configuration
 

docs/source/providers/vector_io/inline_faiss.md

@@ -38,6 +38,7 @@ more details about Faiss in general.
 | Field | Type | Required | Default | Description |
 |-------|------|----------|---------|-------------|
 | `kvstore` | `utils.kvstore.config.RedisKVStoreConfig \| utils.kvstore.config.SqliteKVStoreConfig \| utils.kvstore.config.PostgresKVStoreConfig \| utils.kvstore.config.MongoDBKVStoreConfig` | No | sqlite |  |
+| `embedding` | `utils.vector_io.embedding_config.EmbeddingConfig \| None` | No |  | Default embedding configuration for this provider. When specified, vector databases created with this provider will use these embedding settings as defaults. |
 
 ## Sample Configuration
 

docs/source/providers/vector_io/inline_meta-reference.md

@@ -9,6 +9,7 @@ Meta's reference implementation of a vector database.
 | Field | Type | Required | Default | Description |
 |-------|------|----------|---------|-------------|
 | `kvstore` | `utils.kvstore.config.RedisKVStoreConfig \| utils.kvstore.config.SqliteKVStoreConfig \| utils.kvstore.config.PostgresKVStoreConfig \| utils.kvstore.config.MongoDBKVStoreConfig` | No | sqlite |  |
+| `embedding` | `utils.vector_io.embedding_config.EmbeddingConfig \| None` | No |  | Default embedding configuration for this provider. When specified, vector databases created with this provider will use these embedding settings as defaults. |
 
 ## Sample Configuration
 

docs/source/providers/vector_io/inline_milvus.md

@@ -13,6 +13,7 @@ Please refer to the remote provider documentation.
 | `db_path` | `<class 'str'>` | No | PydanticUndefined |  |
 | `kvstore` | `utils.kvstore.config.RedisKVStoreConfig \| utils.kvstore.config.SqliteKVStoreConfig \| utils.kvstore.config.PostgresKVStoreConfig \| utils.kvstore.config.MongoDBKVStoreConfig` | No | sqlite | Config for KV store backend (SQLite only for now) |
 | `consistency_level` | `<class 'str'>` | No | Strong | The consistency level of the Milvus server |
+| `embedding` | `utils.vector_io.embedding_config.EmbeddingConfig \| None` | No |  | Default embedding configuration for this provider. When specified, vector databases created with this provider will use these embedding settings as defaults. |
 
 ## Sample Configuration
 

docs/source/providers/vector_io/inline_sqlite-vec.md

@@ -207,6 +207,7 @@ See [sqlite-vec's GitHub repo](https://github.com/asg017/sqlite-vec/tree/main) f
 |-------|------|----------|---------|-------------|
 | `db_path` | `<class 'str'>` | No | PydanticUndefined | Path to the SQLite database file |
 | `kvstore` | `utils.kvstore.config.RedisKVStoreConfig \| utils.kvstore.config.SqliteKVStoreConfig \| utils.kvstore.config.PostgresKVStoreConfig \| utils.kvstore.config.MongoDBKVStoreConfig` | No | sqlite | Config for KV store backend (SQLite only for now) |
+| `embedding` | `utils.vector_io.embedding_config.EmbeddingConfig \| None` | No |  | Default embedding configuration for this provider. When specified, vector databases created with this provider will use these embedding settings as defaults. |
 
 ## Sample Configuration
 

docs/source/providers/vector_io/inline_sqlite_vec.md

@@ -12,6 +12,7 @@ Please refer to the sqlite-vec provider documentation.
 |-------|------|----------|---------|-------------|
 | `db_path` | `<class 'str'>` | No | PydanticUndefined | Path to the SQLite database file |
 | `kvstore` | `utils.kvstore.config.RedisKVStoreConfig \| utils.kvstore.config.SqliteKVStoreConfig \| utils.kvstore.config.PostgresKVStoreConfig \| utils.kvstore.config.MongoDBKVStoreConfig` | No | sqlite | Config for KV store backend (SQLite only for now) |
+| `embedding` | `utils.vector_io.embedding_config.EmbeddingConfig \| None` | No |  | Default embedding configuration for this provider. When specified, vector databases created with this provider will use these embedding settings as defaults. |
 
 ## Sample Configuration
 

docs/source/providers/vector_io/remote_chromadb.md

@@ -42,6 +42,7 @@ See [Chroma's documentation](https://docs.trychroma.com/docs/overview/introducti
 |-------|------|----------|---------|-------------|
 | `url` | `str \| None` | No | PydanticUndefined |  |
 | `kvstore` | `utils.kvstore.config.RedisKVStoreConfig \| utils.kvstore.config.SqliteKVStoreConfig \| utils.kvstore.config.PostgresKVStoreConfig \| utils.kvstore.config.MongoDBKVStoreConfig` | No | sqlite | Config for KV store backend |
+| `embedding` | `utils.vector_io.embedding_config.EmbeddingConfig \| None` | No |  | Default embedding configuration for this provider. When specified, vector databases created with this provider will use these embedding settings as defaults. |
 
 ## Sample Configuration
 

docs/source/providers/vector_io/remote_milvus.md

@@ -115,6 +115,7 @@ For more details on TLS configuration, refer to the [TLS setup guide](https://mi
 | `token` | `str \| None` | No | PydanticUndefined | The token of the Milvus server |
 | `consistency_level` | `<class 'str'>` | No | Strong | The consistency level of the Milvus server |
 | `kvstore` | `utils.kvstore.config.RedisKVStoreConfig \| utils.kvstore.config.SqliteKVStoreConfig \| utils.kvstore.config.PostgresKVStoreConfig \| utils.kvstore.config.MongoDBKVStoreConfig` | No | sqlite | Config for KV store backend |
+| `embedding` | `utils.vector_io.embedding_config.EmbeddingConfig \| None` | No |  | Default embedding configuration for this provider. When specified, vector databases created with this provider will use these embedding settings as defaults. |
 | `config` | `dict` | No | {} | This configuration allows additional fields to be passed through to the underlying Milvus client. See the [Milvus](https://milvus.io/docs/install-overview.md) documentation for more details about Milvus in general. |
 
 > **Note**: This configuration class accepts additional fields beyond those listed above. You can pass any additional configuration options that will be forwarded to the underlying provider.

docs/source/providers/vector_io/remote_pgvector.md

@@ -41,6 +41,7 @@ See [PGVector's documentation](https://github.com/pgvector/pgvector) for more de
 | `user` | `str \| None` | No | postgres |  |
 | `password` | `str \| None` | No | mysecretpassword |  |
 | `kvstore` | `utils.kvstore.config.RedisKVStoreConfig \| utils.kvstore.config.SqliteKVStoreConfig \| utils.kvstore.config.PostgresKVStoreConfig \| utils.kvstore.config.MongoDBKVStoreConfig, annotation=NoneType, required=False, default='sqlite', discriminator='type'` | No |  | Config for KV store backend (SQLite only for now) |
+| `embedding` | `utils.vector_io.embedding_config.EmbeddingConfig \| None` | No |  | Default embedding configuration for this provider. When specified, vector databases created with this provider will use these embedding settings as defaults. |
 
 ## Sample Configuration
 

docs/source/providers/vector_io/remote_qdrant.md

@@ -21,6 +21,7 @@ Please refer to the inline provider documentation.
 | `timeout` | `int \| None` | No |  |  |
 | `host` | `str \| None` | No |  |  |
 | `kvstore` | `utils.kvstore.config.RedisKVStoreConfig \| utils.kvstore.config.SqliteKVStoreConfig \| utils.kvstore.config.PostgresKVStoreConfig \| utils.kvstore.config.MongoDBKVStoreConfig` | No | sqlite |  |
+| `embedding` | `utils.vector_io.embedding_config.EmbeddingConfig \| None` | No |  | Default embedding configuration for this provider. When specified, vector databases created with this provider will use these embedding settings as defaults. |
 
 ## Sample Configuration
 

docs/source/providers/vector_io/remote_weaviate.md

@@ -40,6 +40,7 @@ See [Weaviate's documentation](https://weaviate.io/developers/weaviate) for more
 | `weaviate_api_key` | `str \| None` | No |  | The API key for the Weaviate instance |
 | `weaviate_cluster_url` | `str \| None` | No | localhost:8080 | The URL of the Weaviate cluster |
 | `kvstore` | `utils.kvstore.config.RedisKVStoreConfig \| utils.kvstore.config.SqliteKVStoreConfig \| utils.kvstore.config.PostgresKVStoreConfig \| utils.kvstore.config.MongoDBKVStoreConfig, annotation=NoneType, required=False, default='sqlite', discriminator='type'` | No |  | Config for KV store backend (SQLite only for now) |
+| `embedding` | `utils.vector_io.embedding_config.EmbeddingConfig \| None` | No |  | Default embedding configuration for this provider. When specified, vector databases created with this provider will use these embedding settings as defaults. |
 
 ## Sample Configuration