Andrej Baranovskij Blog

FastAPI Endpoint for Sparrow LLM Agent. I show how FastAPI endpoint is used in Sparrow to run LLM agent functionality from API client.   

I explain how Sparrow Parse API is integrated into Sparrow for data extraction from PDF documents, such as invoices, receipts, etc.   

LLMs tend to hallucinate and produce incorrect results for table data extraction. For this reason in Sparrow we are using Instructor structu...

To process complex layout docs and improve data retrieval from invoices or bank statements, we are implementing Sparrow Parse. It works in c...

Data processing in LLM RAG is very important, it helps to improve data extraction results, especially for complex layout documents, with lar...

Data preprocessing is important step for LLM pipeline. I show various approaches to preprocess invoice data, before feeding it to LLM. This ...

Documents like invoices or receipts can be processed by LLM directly, without RAG. I explain how you can do this locally with Ollama and Ins...

With Instructor library you can implement simple RAG without Vector DB or dependencies to other LLM libraries. The key RAG components - good...

Using unstructured library to pre-process PDF document content, to be in a cleaner format. This helps LLM to produce more accurate response....

I explain key points you should keep in mind when upgrading to LlamaIndex 0.10.x.   

LlamaIndex Text Completion function allows to execute LLM request combining custom data and the question, without using Vector DB. This is v...

I describe how to run LlamaIndex Multimodal with local LlaVA LLM through Ollama. Advantage of this approach - you can process image document...

I explain new functionality in Sparrow - LLM agents support. This means you can implement independently running agents, and invoke them from...

I implemented Sparrow agent with Haystack structured output functionality to extract invoice data. This runs locally through Ollama, using L...

There are many tools and frameworks around LLM, evolving and improving daily. I added plugin support in Sparrow to run different pipelines t...

Haystack 2.0 provides functionality to process LLM output and ensure proper JSON structure, based on predefined Pydantic class. I show how y...

In this video, I show how to get JSON output from Notus LLM running locally with Ollama. JSON output is generated with LlamaIndex using the ...

FastAPI works great with LlamaIndex RAG. In this video, I show how to build a POST endpoint to execute inference requests for LlamaIndex. RA...

This is Sparrow, our open-source solution for document processing with local LLMs. I'm running local Starling LLM with Ollama. I explain...

Weaviate provides vector storage and plays an important part in RAG implementation. I'm using local embeddings from the Sentence Transfo...