Andrej Baranovskij Blog

Blog about Oracle, Full Stack, Machine Learning and Cloud

Sunday, March 31, 2024

LlamaIndex Upgrade to 0.10.x Experience

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I explain key points you should keep in mind when upgrading to LlamaIndex 0.10.x.   
Monday, March 25, 2024

LLM Structured Output for Function Calling with Ollama

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I explain how function calling works with LLM. This is often confused concept, LLM doesn't call a function - LLM retuns JSON response wi...
Sunday, March 17, 2024

FastAPI File Upload and Temporary Directory for Stateless API

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I explain how to handle file upload with FastAPI and how to process the file by using Python temporary directory. Files placed into temporar...
Sunday, March 10, 2024

Optimizing Receipt Processing with LlamaIndex and PaddleOCR

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LlamaIndex Text Completion function allows to execute LLM request combining custom data and the question, without using Vector DB. This is v...
Sunday, March 3, 2024

LlamaIndex Multimodal with Ollama [Local LLM]

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I describe how to run LlamaIndex Multimodal with local LlaVA LLM through Ollama. Advantage of this approach - you can process image document...
Monday, February 26, 2024

LLM Agents with Sparrow

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I explain new functionality in Sparrow - LLM agents support. This means you can implement independently running agents, and invoke them from...
Tuesday, February 20, 2024

Extracting Invoice Structured Output with Haystack and Ollama Local LLM

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I implemented Sparrow agent with Haystack structured output functionality to extract invoice data. This runs locally through Ollama, using L...
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Andrej Baranovskij
Vilnius, Lithuania
I'm Oracle ACE Director, Oracle Groundbreaker Ambassador, CEO and Technical Expert at Red Samurai Consulting with focus on Oracle Fusion Middleware and Oracle Cloud technologies.
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