Can someone help clarify my doubts?

At a glance

The community member has created nodes using splitter.get_nodes_from_documents(documents), but the node embeddings have not yet been generated. They understand that embeddings are created when an index is made, as shown in the code where they create a VectorStoreIndex. The community member is wondering how they can view the embeddings, and why in Qdrant the 'embedding' field shows 'null'.

Another community member responds that the embeddings are indeed created during indexing, and that the embeddings are shown at the bottom of the point in Qdrant, not on the nodes themselves.

UUzair

Can someone help clarify my doubts?

After creating nodes:

Plain Text

nodes = splitter.get_nodes_from_documents(documents)

At this stage, node embeddings have not yet been generated.

Embeddings are created when we make an index. Right?

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vector_store = QdrantVectorStore(client=QDRANT_CLIENT, collection_name=collection_name)
storage_context = StorageContext.from_defaults(vector_store=vector_store)
index = VectorStoreIndex(
    nodes,
    storage_context=storage_context,
    insert_batch_size=10,
    embed_model = embed_model,
)

So how can we view our embeddings? Also, in Qdrant, it shows 'embedding:null'. Why is that?

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2 comments

WWhiteFang_Jr

Yes embeddings are created during indexing.
For not showing embedding on the nodes, They show it at the bottom of the point. Check this screenshot below

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UUzair

Thank you so much

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Can someone help clarify my doubts?