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update readme #74

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5 changes: 2 additions & 3 deletions README.md
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Note: This repository is currently under heavy development.

torchtrain contains PyTorch native parallelisms, tools and utilities to train large models.

torchtrain is a native PyTorch library with PyTorch native parallelisms and various training techniques to train large models.
## Design Principles

TorchTrain is a native PyTorch library with various training techniques. While it utilizes the PyTorch ecosystem for things like data loading (i.e. HuggingFace datasets), the core functionality is written in PyTorch.
While torchtrain utilizes the PyTorch ecosystem for things like data loading (i.e. HuggingFace datasets), the core functionality is written in PyTorch.

* Designed to be easy to understand, use and extend for different training purposes.
* Minimal changes to the model code, when applying 1D/2D or 3D Parallelisms.
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