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Comment by HPsquared

13 hours ago

Compiling source code also takes computing resources, only the scale is different. It's a very close analogy: source code with training data, and compiled binaries with model weights.

The weights are literally a binary blob.

The weights are the modifiable representation. You modify them with gradient updates.

  • They are a cooked stew; the ingredients have already been chopped and mixed together. You can add things, yes, but you can't inspect the ingredients.

    • If we start with the same ingredients and independently make our stews they're likely still going to taste a bit different due to the non deterministic nature of the process. Isn't it similar with training LLMs at scale? Do you get identical weights if you do multiple runs?

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  • I can also open broadcom's antenna firmware in any hex editor. Why are you arguing that makes it open source?

    • The antenna firmware is software. Model weights are essentially learned settings, and they are not software.

      Note also that software is copyrightable and model weights aren’t (in the US anyway).

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