/NeMo

NeMo: a toolkit for conversational AI

Primary LanguagePython

Project Status: Active – The project has reached a stable, usable state and is being actively developed. NeMo core license and license for collections in this repo Language grade: Python Total alerts Code style: black

NVIDIA NeMo

Introduction

NeMo is a toolkit for creating Conversational AI applications.

NeMo toolkit makes it possible for researchers to easily compose complex neural network architectures for conversational AI using reusable components - Neural Modules. Neural Modules are conceptual blocks of neural networks that take typed inputs and produce typed outputs. Such modules typically represent data layers, encoders, decoders, language models, loss functions, or methods of combining activations.

The toolkit comes with extendable collections of pre-built modules and ready-to-use models for automatic speech recognition (ASR), natural language processing (NLP) and text synthesis (TTS). Built for speed, NeMo can utilize NVIDIA's Tensor Cores and scale out training to multiple GPUs and multiple nodes.

Requirements

NeMo's works with:

  1. Python 3.6 or 3.7
  2. Pytorch 1.6 or above

Docker container:

We recommend using NVIDIA's PyTorch container version 20.06-py3 with NeMo's main branch.

docker run --gpus all -it --rm -v <nemo_github_folder>:/NeMo --shm-size=8g \
-p 8888:8888 -p 6006:6006 --ulimit memlock=-1 --ulimit \
stack=67108864 nvcr.io/nvidia/pytorch:20.06-py3

Installation

Once requirements are satisfied (or you are inside NVIDIA docker container), simply install using pip:

pip install nemo_toolkit[all]==version

  • pip install nemo_toolkit[all] - latest released version (currently 0.11.0)
  • python -m pip install git+https://github.com/NVIDIA/NeMo.git@{BRANCH}#egg=nemo_toolkit[nlp] - where {BRANCH} should be replaced with the branch you want. This is recommended route if you are testing out the latest WIP version of NeMo.

Documentation

Tutorials

The best way to get started with NeMo is to checkout one of our tutorials.

Most NeMo tutorials can be run on Google's Colab.

To run tutorials:

1. Click on Colab link (see table below) 3. Connect to an instance with a GPU (Runtime -> Change runtime type -> select "GPU" for hardware accelerator)

NeMo tutorials
Domain Title GitHub URL
ASR ASR with NeMo 01_ASR_with_NeMo.ipynb
ASR Speech Commands 02_Speech_Commands.ipynb
ASR Online Noise Augmentation 05_Online_Noise_Augmentation.ipynb
NLP Punctuation and Capitialization Punctuation_and_Capitalization.ipynb

Contributing

We welcome community contributions! Please refer to the CONTRIBUTING.md for the process.

License

NeMo is under Apache 2.0 license.