A python/pytorch utility library

Related tags

Deep Learningpyutility
Overview

pyutils

A python/pytorch utility library

MIT License

News

  • v0.0.1 available. Feedbacks are highly welcomed!

Installation

git clone https://github.com/JeremieMelo/pyutility.git
cd pyutility
pip3 install --editable .

Features

  • Support pytorch training utility and datasets.

TODOs

  • Support lr_scheduler
  • Support trainer

Dependencies

  • Python >= 3.6
  • PyTorch >= 1.8.0
  • Tensorflow >= 2.5.0
  • Others are listed in requirements.txt

Files

File Description
datasets/ Defines different datasets and builder
optimizer/ Defines different optimizers
activation.py Activation functions
compute.py functions related to computing
config.py Hierarchical yaml configuration file parser
distribution_sampler.py Sample from customized distributions
general.py Common helper functions
initializer.py Initialization methods for PyTorch Parameters
loss.py Loss functions for PyTorch model training
quantize.py Quantization functions
torch_train.py Helper functions for torch training
typing.py Defines common types

Contact

Jiaqi Gu ([email protected])

Owner
Jiaqi Gu
PhD Student at UT Austin
Jiaqi Gu
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