gollum
zod-gpt
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gollum
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From slow to SIMD: A Go optimization story
I did a similar optimization via https://github.com/viterin/vek as the SIMD version. Some somewhat unscientific calculations showed a 10x improvement staying in float32: https://github.com/stillmatic/gollum/blob/07a9aa35d2517af8cf...
TBH my takeaway was that it was more useful to use smaller vectors as a representation
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Agency: Pure Go LangChain Alternative
I like Go a lot for working with OpenAI etc, it's 'just' API calls and Go is great at that. I've opensourced some bits here: https://github.com/stillmatic/gollum -- in particular, function dispatch (given a prompt, return an arbitrary Go struct) is really nice, as is a very fast in-memory KNN index.
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Introducing TypeChat from Microsoft
I've written a version of this in Golang: https://github.com/stillmatic/gollum/blob/main/dispatch.go
```go
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FANN: Vector Search in 200 Lines of Rust
I have gotten 10x speedups with SIMD on modern hardware. Goroutines make this actually fairly tricky, as you essentially have to process all the events and then sort the entire array, which is usually the bottleneck. The heap adds a small amount of complexity but is significantly more efficient, feels like good ROI.
https://github.com/stillmatic/gollum/blob/main/vectorstore.g...
zod-gpt
- NLP Research in the Era of LLMs
- Show HN: Guiding LLM outputs using Zod
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Introducing TypeChat from Microsoft
Here's a project that does that better imo:
https://github.com/dzhng/zod-gpt
And by better I mean doesn't tie you to OpenAI for no good reason
- Show HN: Get structured and typed JSON outputs via GPT-3.5/4 functions
What are some alternatives?
CopilotKit - Build in-app AI chatbots 🤖, and AI-powered Textareas ✨, into react web apps. [Moved to: https://github.com/CopilotKit/CopilotKit]
ts-patch - Augment the TypeScript compiler to support extended functionality
ai-agents-laravel - Build AI Agents for popular LLMs quick and easy in Laravel
voy - 🕸️🦀 A WASM vector similarity search written in Rust
TypeChat - TypeChat is a library that makes it easy to build natural language interfaces using types.
LLM-OpenAPI-minifier - Making openapi spec swagger documents friendly for GPT and other LLMs.
Weaviate - Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database.
TinyLlama - The TinyLlama project is an open endeavor to pretrain a 1.1B Llama model on 3 trillion tokens.