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Embeddings

KARLI-hosted embedding models are used through the standard Embedding Model component: drop the component on the canvas, select KARLI as the provider, and pick a model from the dropdown. There is no dedicated KARLI Embeddings component.

Available Models

Model Notes
embed_e5_query E5-family query embedding endpoint.
embed_q15_query Q15 query embedding endpoint.

Both models return 1024-dimensional vectors.

Usage in Flows

Connect the Embedding Model component to any component that requires embeddings — typically a vector store, retrieval component, or similarity search node.

flowchart LR
    Documents --> EM["Embedding Model
(KARLI)"]
    EM --> VS["Vector Store"]

Single-text and batch embedding requests are routed to dedicated endpoints (/embed_* and /batch_embed_*) under the configured base URL.

Tip

When choosing an embedding model, consider the language of your documents. Some models perform better on multilingual content than others.