Home / Python / Deep Learning

Basic pytorch implementation of NAC/NALU from Neural Arithmetic Logic Units paper by trask et.al

Basic pytorch implementation of NAC/NALU from Neural Arithmetic Logic Units paper by trask et.al
Information
Category: Python / Deep Learning
Watchers: 11
Star: 112
Fork: 19
Last update: Jun 28, 2022
Resource links
https://arxiv.org/pdf/1808.00508.pdf
https://github.com/bharathgs/NALU

Neural Arithmetic Logic Units (NALU)

Downloads GitHub Hackage-Deps PyPI - Python Version

Basic pytorch implementation of NAC/NALU from Neural Arithmetic Logic Units by trask et.al

Installation

pip install NALU

Usage

from nalu.core import NaluCell, NacCell
from nalu.layers import NaluLayer
0 Open More issues
Closed

NAC fix

The NacCell class has a bug in it that turns it into a simple linear cell. The way it's written right now, the W_ and M_ are not updated and the tanh and sigmoid don't do anything.

I go into more detail in this notebook: https://github.com/vrxacs/NALU/blob/master/fauxNAC.ipynb

opened Aug 31, 2018 by vrxacs 2
Closed

W = tanh(Wˆ ) * σ(Mˆ )

https://github.com/bharathgs/NALU/blob/16a4c9965ad371b48d086bfd780f0479ce311d98/nalu/core/nalu_cell.py#L22

Shouldn't W be implemented as below according to the paper ?: W = tanh(Wˆ ) * σ(Mˆ )

opened Aug 6, 2018 by pushkarparanjpe 2
Closed

Use torch.tanh and torch.sigmoid

As of Pytorch 0.4.1, torch.nn.functional.sigmoid and torch.nn.functional.tanh are deprecated in favor of torch.sigmoid and torch.tanh.

opened Sep 8, 2018 by tridao 1

Contents

    llSourcell This is the code for "Neural Arithmetic Logic Units" By Siraj Raval on Youtube
    merrymercy Implementation of Neural Arithmetic Logic Units (https://arxiv.org/pdf/1808.00508.pdf)
    df7cb SI Units for PostgreSQL
    mpangburn Arithmetic and logical expressions modeled and visualized using protocol-oriented binary trees. 🌳
    shaohua0116 Compare SELUs (scaled exponential linear units) with other activations on MNIST, CIFAR10, etc.
    Cysharp C# Source Generator to create value-object, inspired by units of measure.
    Crisu83 Library for converting units and sizes in PHP
    triplepoint A library for handling physical quantities and the units of measure in which they're represented.
    gabrielelana Library to parse, format and convert byte units
    kevelbreh A utility class for converting between different Android display units
    ERPedersen vue-units - A collection of handy unit conversion filters for use in Vue 2.
    WhiteBlackGoose Conceptual repo. Most advanced compile time safe units of measure for C# and F#
    titu1994 Keras Implementation of Neural Style Transfer from the paper "A Neural Algorithm of Artistic Style" (http://arxiv.org/abs/1508.06576) in Keras 2.0+
    mustache Logic-less Ruby templates.
    gcherchi This is the code we used for the experiments in the paper "Fast and Robust Mesh Arrangements using Floating-point Arithmetic" by G. Cherchi, M. Livesu, R. Scateni and M. Attene (SIGGRAPH Asia 2020).
    mcsoto Logic programming for JavaScript.
    mastercaution Material Design themes for the game Logic World
    Tiiiger Low Precision Arithmetic Simulation in PyTorch
    reutiteuti A digital logic simulation written in C
    chingyaoc A PyTorch Implementation of Gated Graph Sequence Neural Networks (GGNN)
    loudinthecloud Neural Turing Machines (NTM) - PyTorch Implementation
    Share this repo

    Related Repos


    Deep Learning
    837
    An implementation of chunked, compressed, N-dimensional arrays for Python.
    zarr-developers Zarr Latest Release Package Status License Build Status Coverage Downloads Gitter Citation What is it? Zarr is a Python package providing an implement
     
    Deep Learning
    317
    Serverless proxy for Spark cluster
    Hydrospheredata Hydrosphere Mist Hydrosphere Mist is a serverless proxy for Spark cluster. Mist provides a new functional programming framework and deployment model f
     
    Deep Learning
    2.5k
    Distributed Tensorflow, Keras and PyTorch on Apache Spark/Flink & Ray
    intel-analytics Distributed TensorFlow, PyTorch, Keras and BigDL on Apache Spark & Ray Analytics Zoo is an open source Big Data AI platform, and includes the followin
     
    Deep Learning
    10
    Black-Scholes StarkNet Library
    araghava Cairo Black-Scholes Library Black-Scholes library implemented as a Cairo smart contract. All inputs, outputs, and internal calculations use 27-digit f
     
    Deep Learning
    5
    Motoko library to help create an append-only logger actor
    ninegua IC Logger This motoko library provides a module to help create an append-only logger actor. Usage You can use this library with the vessel package man
     
    Deep Learning
    4
    LeetCode_Solution
    ashishpatel26 LeetCode_Solution LeetCode: https://leetcode.com/problemset/all/ # Title Difficulty Colab Code 1 Two Sum Easy 2 Add Two Numbers Medium 3 Longest Subst
     
    Deep Learning
    4
    OCR-D wrapper for detectron2 based segmentation models
    bertsky ocrd_detectron2 OCR-D wrapper for detectron2 based segmentation models Introduction Installation Usage OCR-D processor interface ocrd-detectron2-segm
     
    Deep Learning
    134
    Check for LDAP protections regarding the relay of NTLM authentication
    zyn3rgy LDAP Relay Scan A tool to check Domain Controllers for LDAP server protections regarding the relay of NTLM authentication. If you're interested in the
     
    Deep Learning
    66
    Fuzzware's main repository. Start here to install.
    fuzzware-fuzzer Fuzzware Fuzzware is a project for automated, self-configuring fuzzing of firmware images. The idea of this project is to configure the memory ranges
     
    Deep Learning
    35
    Time Weighted Asset Mints
    abigger87 TWAM • Time Weighted Asset Mints A minting harness enabling time-weighted assets to determine minting prices. How it works Requirements: maxMintingAmo
     
    Deep Learning
    33
    A complete, self-contained example for training ImageNet at state-of-the-art speed with FF...
    libffcv ffcv ImageNet Training A minimal, single-file PyTorch ImageNet training script designed for hackability. Run train_imagenet.py to get... ...high accur
     
    Deep Learning
    33
    เอกสารประกอบการสอนทุกเนื้อหาในช่องยูทูป KongRuksiam Official
    kongruksiamza 📖 เอกสารประกอบการสอน (PDF) 🔏 Blockchain & Smart Contract Blockchain เบื้องต้น Smart Contract & Solidity เบื้องต้น 💻 Programming เขียนโปรแกรมภาษา Ja
     
    Deep Learning
    34
    Omnivore A Single Model for Many Visual Modalities
    facebookresearch Omnivore: A Single Model for Many Visual Modalities [paper][website] OMNIVORE is a single vision model for many different visual modalities. It learns
     
    Deep Learning
    30
    Python implementation of the Lox language from Robert Nystrom's Crafting Interpreters
    dabeaz pylox Python implementation of the Lox language from Robert Nystrom's Crafting Interpreters. https://craftinginterpreters.com. This only implements th
     
    Deep Learning
    29
    ParaGen is a PyTorch deep learning framework for parallel sequence generation.
    bytedance ParaGen ParaGen is a PyTorch deep learning framework for parallel sequence generation. Apart from sequence generation, ParaGen also enhances various N