invenxion-chatbot / docs /description.md
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Introduction

The API follows and extends OpenAI API standard, and supports both normal and streaming responses.

The API is divided in two logical blocks:

  • High-level API, abstracting all the complexity of a RAG (Retrieval Augmented Generation) pipeline implementation:
    • Ingestion of documents: internally managing document parsing, splitting, metadata extraction, embedding generation and storage.
    • Chat & Completions using context from ingested documents: abstracting the retrieval of context, the prompt engineering and the response generation.
  • Low-level API, allowing advanced users to implement their own complex pipelines:
    • Embeddings generation: based on a piece of text.
    • Contextual chunks retrieval: given a query, returns the most relevant chunks of text from the ingested documents.

API

As explained in the introduction, the API contains high level APIs (ingestion and chat/completions) and low level APIs (embeddings and chunk retrieval). In this section the different specific API calls are explained.