May 16, 2023

Elixir and Open-Source Alternatives to Proprietary LLMs like ChatGPT

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Elixir and Open-Source Alternatives to Proprietary LLMs like ChatGPT

Source: dockyard.com

The recent blog post by Sean Moriarity highlights the surge of interest in large language models (LLMs), such as OpenAI's ChatGPT. It notes that, while proprietary models like ChatGPT have exhibited impressive capabilities, the open-source community is making strides to catch up. Using Elixir tools like Nx and Bumblebee, developers can now leverage open-source LLMs for their applications. The post points out several advantages of using open-source models: data privacy (keeping sensitive material within one's own systems), reducing latency (avoiding network calls to external APIs), enhancing task-specific performance (through fine-tuned models), and cutting down costs as opposed to using expensive proprietary alternatives. It then explores several open-source alternatives to ChatGPT that can be harnessed using Elixir, such as Google's Flan-T5, Facebook's Llama, and OpenAssistant's Pythia, describing how to integrate them using Bumblebee. In conclusion, Moriarity predicts that as open-source LLMs continue to evolve and reach parity with proprietary options, there will be a shift towards these more open and flexible solutions, especially within the Elixir community.

Setting Up a Phoenix Project with Gitpod for Remote Development

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Using Tailscale for Global Elixir Cluster Distribution

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Mar 24, 2023