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| """ | |
| The most atomic way to train and inference a GPT LLM in pure, dependency-free Python. | |
| Differences from GPT-2 are minor: rmsnorm instead of layer norm, no biases, square ReLU instead of GeLU nonlinearity. | |
| The contents of this file is everything algorithmically needed to train a GPT. Everything else is just efficiency. | |
| Art project by @karpathy. Ported to Python 2.5 by Claude Opus 4.6 because why not. | |
| """ | |
| from __future__ import division | |
| from __future__ import with_statement | |
| import os # for os.path.exists |