Re:Meta AI releases Code Llama 70B
by kungfupawnda on Tuesday January 30, 2024 @10:48PM
(#39199615)
I'm trying to understand how this works.. does it actually run the model on the MacBook Pro? Sorry I am totally new to this...
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Yes, it runs a quantized [1] version of the model locally. This version uses low-precision data types to represent reduced weights and activations (8-bit integer instead of 32-bit). The specific model published by Ollama uses 4-bit quantization [2] and that's why it is able to run on MacBook pro.
If you want to try it out, this blog post[3] shows how to do it step by step - pretty straightforward.
[1] https://huggingface.co/docs/optimum/concept_guides/quantizat...
Re:Meta AI releases Code Llama 70B
by kungfupawnda on Wednesday January 31, 2024 @08:54AM
(#39203790)
Thanks, I got all but the 70b model to work. It slows to a crawl on the Mac with 36 gb ram.
Cool. I am running this on M2 Max 64GB. Here is how it looks on my terminal [1]. Btw, the very first run after downloading the model is slightly slow, but the subsequent runs are ok.
[1] https://asciinema.org/a/fFbOEfeTxRShBGbqslwQMfJS4 Note: This recording is in real-time speed, not sped-up.
Re:Meta AI releases Code Llama 70B
by kungfupawnda on Wednesday January 31, 2024 @02:22PM
(#39208098)
I am returning the M3 max 36 GB and picking this model instead. Saves me a grand and it seems to be much more powerful..