From 3756e8f986c3a521536816e651a79d33a11f8507 Mon Sep 17 00:00:00 2001 From: Quentin Anthony Date: Thu, 19 Sep 2024 16:59:35 -0700 Subject: [PATCH] add main correctness plots to readme --- README.md | 24 +++++++++++++++++++++- assets/coord_check_mup.png | Bin 0 -> 86321 bytes assets/coord_check_sp.png | Bin 0 -> 135531 bytes assets/mutransfer_lr_owt.png | Bin 0 -> 59807 bytes assets/mutransfer_lr_shakespeare_char.png | Bin 0 -> 65465 bytes 5 files changed, 23 insertions(+), 1 deletion(-) create mode 100755 assets/coord_check_mup.png create mode 100755 assets/coord_check_sp.png create mode 100755 assets/mutransfer_lr_owt.png create mode 100755 assets/mutransfer_lr_shakespeare_char.png diff --git a/README.md b/README.md index dff2997dfc..433abea4ae 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ # nanoGPT-mup -This repository is a fork of [nanoGPT](https://github.com/karpathy/nanoGPT) that provides a minimal implementation of the [maximal update parameterization](https://arxiv.org/abs/2203.03466) ([muP](https://github.com/microsoft/mup)) and acts as supplementary material for ["The Practitioner’s Guide to the Maximal Update Parameterization"](https://www.cerebras.ai/blog/the-practitioners-guide-to-the-maximal-update-parameterization). The `mup_examples` folder contains scripts to reproduce the plots in the blog post (see `mup_examples/README.md` for instructions to reproduce). +This repository is a fork of [nanoGPT](https://github.com/karpathy/nanoGPT) that provides a minimal implementation of the [maximal update parameterization](https://arxiv.org/abs/2203.03466) ([muP](https://github.com/microsoft/mup)) and acts as supplementary material for ["The Practitioner’s Guide to the Maximal Update Parameterization"](https://www.cerebras.ai/blog/the-practitioners-guide-to-the-maximal-update-parameterization). The [mup_examples](https://github.com/EleutherAI/nanoGPT-mup/tree/master/mup_examples) folder contains scripts to reproduce the plots in the blog post (see [mup_examples/README.md](https://github.com/EleutherAI/nanoGPT-mup/blob/master/mup_examples/README.md) for instructions to reproduce). Each of the critical muP changes are marked with ``` @@ -12,6 +12,28 @@ Each of the critical muP changes are marked with to make everything easily searchable. +## Implementation Validation + +We've verified the correctness of this implementation via coordinate checks and LR transfer. + +### Coordinate Checks + +Standard Parameterization: + +SP + +muTransfer: + +muP + + +### Learning Rate muTransfer + +**Tiny Shakespeare** | **OpenWebText** +:-------------------------:|:-------------------------: +mup-shakespeare | mup-owt + + If ["The Practitioner’s Guide to the Maximal Update Parameterization"](https://www.cerebras.ai/blog/the-practitioners-guide-to-the-maximal-update-parameterization) or this repository was useful to you, please cite: ``` @misc{cerebras2024mupguide, diff --git a/assets/coord_check_mup.png b/assets/coord_check_mup.png new file mode 100755 index 0000000000000000000000000000000000000000..743790eb1f5806dac5bb09a9332bd5918110fc6b GIT binary patch literal 86321 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