Visual LLM Structured Output Validation with Sparrow

I explain how Sparrow validates the structured output of visual LLMs to ensure it complies with the JSON schema provided in the query. This process helps prevent errors and hallucinations generated by the LLM.

 

Extracting Financial Market Stock Data from Images with Vision LLM

In this video, I demonstrate how to extract financial market stock data from images using the powerful Vision LLM Qwen2, all within a Gradio interface. This setup allows quick and easy extraction of key stock stats from screenshots and other image-based data sources—perfect for analysts, traders, and finance enthusiasts looking to streamline data processing. Watch to see how this AI tool can simplify your workflow and make stock data analysis faster and more efficient! 

 

Structured Output Example with Sparrow UI Shell

Structured output is all you need. I deployed a Sparrow demo UI with Gradio to demonstrate the output Sparrow can produce by running a JSON schema query. You can see examples for the Bonds table, Lab results, and Bank statement. 

 

Qwen2-VL Performance Boost

I share performance-boosting tips based on my experience using Qwen2-VL in production. 

 

Sparrow Parse Vision LLM FastAPI Endpoint

Sparrow provides an API for accessing the Sparrow Parse agent, allowing you to run document extraction workflows directly from your existing systems. It helps simplify how data is pulled from documents and integrated into your workflows. 

 

Sparrow Parse Invoice Query with Vision LLM

New Sparrow Agent - Sparrow Parse, works with Qwen2 Vision LLM. 

What it does: 

1. Accepts query with JSON schema, this helps to solve few things at once - provides JSON structure for LLM to generate response, and hints LLM what types to use for each response element 

2. Runs inference on your GPU of choice, either cloud or local GPU 

3. Validates JSON response, based on query schema

Running Qwen2 Vision LLM on Hugging Face ZeroGPU API

Explaining my experience running Sparrow Parse with Qwen2 Vision LLM inference on Hugging Face ZeroGPU instance.