|
|
--- |
|
|
tags: |
|
|
- kernel |
|
|
license: apache-2.0 |
|
|
--- |
|
|
|
|
|
# Optimizer |
|
|
|
|
|
Optimizer is a python package that provides: |
|
|
- PyTorch implementation of recent optimizer algorithms |
|
|
- with support for parallelism techniques for efficient large-scale training. |
|
|
|
|
|
## Currently implemented |
|
|
- [Parallel Muon with FSDP2](./docs/muon/parallel_muon.pdf) |
|
|
|
|
|
## Usage |
|
|
|
|
|
```python |
|
|
import torch |
|
|
from torch.distributed.fsdp import FullyShardedDataParallel as FSDP |
|
|
from kernels import get_kernel |
|
|
|
|
|
optimizer = get_kernel("motif-technologies/optimizer") |
|
|
get_default_muon_param_groups = optimizer.muon.get_default_muon_param_groups |
|
|
|
|
|
model = None # your model here |
|
|
fsdp_model = FSDP(model) |
|
|
|
|
|
# muon, in nature, cannot use 1-d tensor |
|
|
# we provide helper function to group such tensors |
|
|
# you can use your own function, if necessary |
|
|
params = get_default_muon_param_groups(model) # user can write own is_muon_func, if necessary |
|
|
|
|
|
optim = optimizer.Muon( |
|
|
params, |
|
|
lr=0.01, |
|
|
momentum=0.9, |
|
|
weight_decay=1e-4, |
|
|
) |
|
|
``` |
|
|
|
|
|
## Pre-commit Hooks |
|
|
|
|
|
This project uses [pre-commit](https://pre-commit.com/) to automatically check and format code before commits. |
|
|
|
|
|
### Setup |
|
|
|
|
|
1. Install pre-commit: |
|
|
|
|
|
```bash |
|
|
pip install pre-commit |
|
|
``` |
|
|
|
|
|
2. Install the git hooks: |
|
|
|
|
|
```bash |
|
|
pre-commit install |
|
|
``` |
|
|
|
|
|
Once installed, the configured hooks will run automatically on each commit. |
|
|
|
|
|
### Included Hooks |
|
|
|
|
|
The following tools are run via pre-commit: |
|
|
|
|
|
- **[yapf](https://github.com/google/yapf)** – Python code formatter |
|
|
- **[typos](https://github.com/crate-ci/typos)** – Spell checker for common typos |
|
|
- **[isort](https://github.com/PyCQA/isort)** – Organizes and sorts Python imports |
|
|
- **[clang-format](https://clang.llvm.org/docs/ClangFormat.html)** – Formats C++/CUDA code (`--style=file`) |
|
|
- **[pymarkdown](https://github.com/jackdewinter/pymarkdown)** – Lints and auto-fixes Markdown files |
|
|
- **[actionlint](https://github.com/rhysd/actionlint)** – Validates GitHub Actions workflows |
|
|
|
|
|
### Usage |
|
|
|
|
|
- Run all checks on the entire codebase: |
|
|
|
|
|
```bash |
|
|
pre-commit run --all-files |
|
|
``` |
|
|
|
|
|
- Run a specific hook (example: isort): |
|
|
|
|
|
```bash |
|
|
pre-commit run isort --all-files |
|
|
``` |
|
|
|
|
|
### Test |
|
|
|
|
|
- There is a [simple unittest for Parallel Muon](./test/test_muon/README.md) |
|
|
|
