40 lines
1.5 KiB
Go
40 lines
1.5 KiB
Go
/*
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* Copyright 2024 CloudWeGo Authors
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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// Package indexer defines the Indexer component interface for storing documents
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// and their vector representations in a backend store.
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//
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// # Overview
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//
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// An Indexer is the write path of a RAG pipeline. It takes [schema.Document]
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// values, optionally generates vector embeddings, and persists them in a
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// backend (vector DB, search engine, etc.) for later retrieval.
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//
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// Concrete implementations (VikingDB, Milvus, Elasticsearch, …) live in
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// eino-ext:
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//
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// github.com/cloudwego/eino-ext/components/indexer/
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//
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// # Vector Dimension Consistency
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//
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// When using the [Options.Embedding] option, the embedding model must be
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// identical to the one used by the paired [retriever.Retriever]. Mismatched
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// models produce vectors in different spaces — queries will not match stored
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// documents.
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//
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// See https://www.cloudwego.io/docs/eino/core_modules/components/indexer_guide/
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package indexer
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