SDK Storing

from ragrails import RagRails

rag = RagRails()

result = rag.store(
    embedded_chunks=embed_result.items,  # list of chunk dicts with "embedding" field
    vector_db="qdrant",
    collection="docs",
    url="http://localhost:6333",
    batch_size=64,
)

result.inputs      # chunks passed in
result.stored      # chunks upserted
result.failed      # failed chunks
result.provider    # vector DB provider
result.collection  # collection name
result.errors      # list of error dicts

edit_result = rag.edit(
    chunks=[
        {
            "id": "chunk-id",
            "text": "Updated chunk text.",
            "source": "files/guide.pdf",
            "metadata": {"title": "Guide"},
        }
    ],
    embedder=rag.embedder(provider="voyage", model="voyage-3"),
    vector_db="qdrant",
    collection="docs",
    url="http://localhost:6333",
)

edit_result.requested  # chunks submitted
edit_result.edited     # chunks updated
edit_result.failed     # failed chunks

delete_result = rag.delete(
    ids=["chunk-id-1", "chunk-id-2"],
    vector_db="qdrant",
    collection="docs",
    url="http://localhost:6333",
)

delete_result.requested  # IDs submitted
delete_result.deleted    # IDs deleted
delete_result.failed     # failed IDs