LLaMA & Alpaca: Install 'ChatGPT' Locally. π€― Better than ChatGPT? (Tutorial)
Introduction to Alpaca AI Model
In this video, Matt Berman introduces the new AI model called Alpaca, which is based on Meta's Llama 7B model. He explains that it is nearly as good as GPT-3 and costs only $600 to train. He also shows how to install Llama and Alpaca on your own computer in less than five minutes.
Installing Llama and Alpaca
- To install Llama and Alpaca, you need Node running on your computer.
- Install Dolly by running the command
npm install Dolly.
- Use Dolly to install the two models - Alpaca and Llama - by running the command
npx Dolly Lama install 7Bfor Llama andnpx Dali alpaca install 7Bfor Alpaca.
- Run the server by using the command
npx Dolly serve.
Using Alpaca
- You can use Alpaca by giving it a prompt example from the GitHub repo such as "How is llama related to alpaca?".
- At the top of the page, there are different settings such as n predict which determines how many tokens it will respond with.
Conclusion
Alpaca is a lightweight AI model that performs well despite its low cost. It can be easily installed on your own computer using Node and Dolly.
OpenAI's GPT-3 Settings
In this section, the speaker explains the different settings for OpenAI's GPT-3 model.
Different Settings
- The prompt is explained on Cocktail Peanuts repo.
- The model setting determines which model to use.
- If you want to connect to a remote Dolly server, you can use a URL.
- Threads determine the number of threads your computer will use.
- Predict is an important setting that controls the length of the response.
- Seed temperature controls how unique or adventurous a response will be. A lower temperature results in similar responses while higher temperatures result in more unique and adventurous responses.
- Skip end tells you whether it's the end of the response or not.
AI Training Costs are Declining
In this section, the speaker talks about how AI training costs are declining.
AI Training Costs
- Will Summerlin from Arc Invest tweeted that AI training costs are declining at 60% year over year.
- It cost $5 million for GPT 3 in 2022 but by 2023 it'll cost $500 to train the model at the same performance level.
- A new model has similar performance to Da Vinci 3 and only costs $600 or less to train.
- You can install it on any computer without needing high-end graphics cards.
Exciting Future Developments
In this section, the speaker talks about exciting future developments with OpenAI's GPT models.
Future Developments
- The speaker is excited to see what's coming next with OpenAI's GPT models.
- They are especially excited to install more models on their local machine and compare them to Chachi PT to see which one does better at different tasks.
Conclusion
In this section, the speaker concludes the video.
Conclusion
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