Tensorflow implementation of Character-Aware Neural Language Models.

Overview

Character-Aware Neural Language Models

Tensorflow implementation of Character-Aware Neural Language Models. The original code of author can be found here.

model.png

This implementation contains:

  1. Word-level and Character-level Convolutional Neural Network
  2. Highway Network
  3. Recurrent Neural Network Language Model

The current implementation has a performance issue. See #3.

Prerequisites

Usage

To train a model with ptb dataset:

$ python main.py --dataset ptb

To test an existing model:

$ python main.py --dataset ptb --forward_only True

To see all training options, run:

$ python main.py --help

which will print

usage: main.py [-h] [--epoch EPOCH] [--word_embed_dim WORD_EMBED_DIM]
              [--char_embed_dim CHAR_EMBED_DIM]
              [--max_word_length MAX_WORD_LENGTH] [--batch_size BATCH_SIZE]
              [--seq_length SEQ_LENGTH] [--learning_rate LEARNING_RATE]
              [--decay DECAY] [--dropout_prob DROPOUT_PROB]
              [--feature_maps FEATURE_MAPS] [--kernels KERNELS]
              [--model MODEL] [--data_dir DATA_DIR] [--dataset DATASET]
              [--checkpoint_dir CHECKPOINT_DIR]
              [--forward_only [FORWARD_ONLY]] [--noforward_only]
              [--use_char [USE_CHAR]] [--nouse_char] [--use_word [USE_WORD]]
              [--nouse_word]

optional arguments:
  -h, --help            show this help message and exit
  --epoch EPOCH         Epoch to train [25]
  --word_embed_dim WORD_EMBED_DIM
                        The dimension of word embedding matrix [650]
  --char_embed_dim CHAR_EMBED_DIM
                        The dimension of char embedding matrix [15]
  --max_word_length MAX_WORD_LENGTH
                        The maximum length of word [65]
  --batch_size BATCH_SIZE
                        The size of batch images [100]
  --seq_length SEQ_LENGTH
                        The # of timesteps to unroll for [35]
  --learning_rate LEARNING_RATE
                        Learning rate [1.0]
  --decay DECAY         Decay of SGD [0.5]
  --dropout_prob DROPOUT_PROB
                        Probability of dropout layer [0.5]
  --feature_maps FEATURE_MAPS
                        The # of feature maps in CNN
                        [50,100,150,200,200,200,200]
  --kernels KERNELS     The width of CNN kernels [1,2,3,4,5,6,7]
  --model MODEL         The type of model to train and test [LSTM, LSTMTDNN]
  --data_dir DATA_DIR   The name of data directory [data]
  --dataset DATASET     The name of dataset [ptb]
  --checkpoint_dir CHECKPOINT_DIR
                        Directory name to save the checkpoints [checkpoint]
  --forward_only [FORWARD_ONLY]
                        True for forward only, False for training [False]
  --noforward_only
  --use_char [USE_CHAR]
                        Use character-level language model [True]
  --nouse_char
  --use_word [USE_WORD]
                        Use word-level language [False]
  --nouse_word

but more options can be found in models/LSTMTDNN and models/TDNN.

Performance

Failed to reproduce the results of paper (2016.02.12). If you are looking for a code that reproduced the paper's result, see https://github.com/mkroutikov/tf-lstm-char-cnn.

loss

The perplexity on the test sets of Penn Treebank (PTB) corpora.

Name Character embed LSTM hidden units Paper (Y Kim 2016) This repo.
LSTM-Char-Small 15 100 92.3 in progress
LSTM-Char-Large 15 150 78.9 in progress

Author

Taehoon Kim / @carpedm20

Owner
Taehoon Kim
ex OpenAI
Taehoon Kim
Pose estimation with MoveNet Lightning

Pose Estimation With MoveNet Lightning MoveNet is the TensorFlow pre-trained model that identifies 17 different key points of the human body. It is th

Yash Vora 2 Jan 04, 2022
FS2KToolbox FS2K Dataset Towards the translation between Face

FS2KToolbox FS2K Dataset Towards the translation between Face -- Sketch. Download (photo+sketch+annotation): Google-drive, Baidu-disk, pw: FS2K. For

Deng-Ping Fan 5 Jan 03, 2023
Amazon Forest Computer Vision: Satellite Image tagging code using PyTorch / Keras with lots of PyTorch tricks

Amazon Forest Computer Vision Satellite Image tagging code using PyTorch / Keras Here is a sample of images we had to work with Source: https://www.ka

Mamy Ratsimbazafy 359 Jan 05, 2023
Official code of ICCV2021 paper "Residual Attention: A Simple but Effective Method for Multi-Label Recognition"

CSRA This is the official code of ICCV 2021 paper: Residual Attention: A Simple But Effective Method for Multi-Label Recoginition Demo, Train and Vali

163 Dec 22, 2022
Visual Memorability for Robotic Interestingness via Unsupervised Online Learning (ECCV 2020 Oral and TRO)

Visual Interestingness Refer to the project description for more details. This code based on the following paper. Chen Wang, Yuheng Qiu, Wenshan Wang,

Chen Wang 36 Sep 08, 2022
Official Repository for our ECCV2020 paper: Imbalanced Continual Learning with Partitioning Reservoir Sampling

Imbalanced Continual Learning with Partioning Reservoir Sampling This repository contains the official PyTorch implementation and the dataset for our

Chris Dongjoo Kim 40 Sep 18, 2022
for taichi voxel-challange event

Taichi Voxel Challenge Figure: result of python3 example6.py. Please replace the image above (demo.jpg) with yours, so that other people can immediate

Liming Xu 20 Nov 26, 2022
Creating predictive checklists from data using integer programming.

Learning Optimal Predictive Checklists A Python package to learn simple predictive checklists from data subject to customizable constraints. For more

Healthy ML 5 Apr 19, 2022
Multimodal commodity image retrieval 多模态商品图像检索

Multimodal commodity image retrieval 多模态商品图像检索 Not finished yet... introduce explain:The specific description of the project and the product image dat

hongjie 8 Nov 25, 2022
Adversarially Learned Inference

Adversarially Learned Inference Code for the Adversarially Learned Inference paper. Compiling the paper locally From the repo's root directory, $ cd p

Mohamed Ishmael Belghazi 308 Sep 24, 2022
Face-Recognition-Attendence-System - This face recognition Attendence system using Python

Face-Recognition-Attendence-System I have developed this face recognition Attend

Riya Gupta 4 May 10, 2022
FCA: Learning a 3D Full-coverage Vehicle Camouflage for Multi-view Physical Adversarial Attack

FCA: Learning a 3D Full-coverage Vehicle Camouflage for Multi-view Physical Adversarial Attack Case study of the FCA. The code can be find in FCA. Cas

IDRL 21 Dec 15, 2022
PyTorch implementation of Value Iteration Networks (VIN): Clean, Simple and Modular. Visualization in Visdom.

VIN: Value Iteration Networks This is an implementation of Value Iteration Networks (VIN) in PyTorch to reproduce the results.(TensorFlow version) Key

Xingdong Zuo 215 Dec 07, 2022
Repository for the electrical and ICT benchmark model developed in the ERIGrid 2.0 project.

Benchmark Model Electrical and ICT System This repository contains the documentation, code, and models for the electrical and ICT benchmark model deve

ERIGrid 2.0 1 Nov 29, 2021
An Api for Emotion recognition.

PLAYEMO Playemo was built from the ground-up with Flask, a python tool that makes it easy for developers to build APIs. Use Cases Is Python your langu

greek geek 2 Jul 16, 2022
This repository is an unoffical PyTorch implementation of Medical segmentation in 3D and 2D.

Pytorch Medical Segmentation Read Chinese Introduction:Here! Recent Updates 2021.1.8 The train and test codes are released. 2021.2.6 A bug in dice was

EasyCV-Ellis 618 Dec 27, 2022
Code for "Adversarial attack by dropping information." (ICCV 2021)

AdvDrop Code for "AdvDrop: Adversarial Attack to DNNs by Dropping Information(ICCV 2021)." Human can easily recognize visual objects with lost informa

Ranjie Duan 52 Nov 10, 2022
A distributed deep learning framework that supports flexible parallelization strategies.

FlexFlow FlexFlow is a deep learning framework that accelerates distributed DNN training by automatically searching for efficient parallelization stra

528 Dec 25, 2022
Tensorboard for pytorch (and chainer, mxnet, numpy, ...)

tensorboardX Write TensorBoard events with simple function call. The current release (v2.3) is tested on anaconda3, with PyTorch 1.8.1 / torchvision 0

Tzu-Wei Huang 7.5k Dec 28, 2022
Code for the paper Language as a Cognitive Tool to Imagine Goals in Curiosity Driven Exploration

IMAGINE: Language as a Cognitive Tool to Imagine Goals in Curiosity Driven Exploration This repo contains the code base of the paper Language as a Cog

Flowers Team 26 Dec 22, 2022