In this video, we dive into the realm of AI optimization, discussing how to drastically reduce OpenAI API costs and enhance app speed using Semantic Caching.
✌🏽 Say goodbye to skyrocketing expenses and sluggish response times when your application scales up! We'll explore GPTCache, a helpful library that makes Semantic Caching accessible and straightforward.
🧠 We'll kick things off with a clear explanation of what Semantic Caching is, followed by an introduction to GPTCache. This library not only works seamlessly with OpenAI but also supports other language models like LangChain.
🔥 Next, I'll show you a demo comparing the processing time with and without Semantic Caching.
Additionally, we'll uncover potential pitfalls of implementing Semantic Caching and how to circumvent them.
Whether you're a seasoned developer or just getting started, this video has nuggets of wisdom for everyone!
💻 Here is the link to the GPTCache GitHub repository: https://github.com/zilliztech/GPTCache
🚀🚀🚀 Make your AI applications faster and more cost-effective.
The code for the CLI demo is available on GitHub here: https://github.com/bitswired/semantic...
For more such insightful content, check out my video on transforming any website into a powerful chatbot with OpenAI and LangChain:
• 🧠 Turn Websites into Powerful Chatbot...
Remember to subscribe to stay updated with more programming hacks, AI tips, and tricks.
🌐 Visit my blog at: https://www.bitswired.com
📩 Subscribe to the newsletter: https://newsletter.bitswired.com/
🔗 Socials:
LinkedIn: / jimi-vaubien
Twitter: / bitswired
Instagram: / bitswired
TikTok: / bitswired
00:00 Intro
00:24 What Is Caching?
01:19 Semantic Caching
02:46 How Does Semantic Caching Work?
03:20 GPTCache
04:36 Semantic Caching Demo