Reproduction process of BERT on SST2 dataset

Overview

BERT-SST2-Prod

Reproduction process of BERT on SST2 dataset

安装说明

  • 下载代码库
git clone https://github.com/JunnYu/BERT-SST2-Prod
  • 进入文件夹,安装requirements
pip install -r requirements.txt
  • 安装PaddlePaddle与PyTorch
# CPU版本的PaddlePaddle
pip install paddlepaddle==2.2.0 -i https://mirror.baidu.com/pypi/simple
# 如果希望安装GPU版本的PaddlePaddle,可以使用下面的命令
# pip install paddlepaddle-gpu==2.2.0.post112 -f https://www.paddlepaddle.org.cn/whl/linux/mkl/avx/stable.html
# 安装PyTorch
pip install torch==1.10.0+cu113 torchvision==0.11.1+cu113 torchaudio==0.10.0+cu113 -f https://download.pytorch.org/whl/cu113/torch_stable.html

注意: 本项目依赖于paddlepaddle-2.2.0版本,安装时需要注意。

  • 验证PaddlePaddle是否安装成功

运行python,输入下面的命令。

import paddle
paddle.utils.run_check()
print(paddle.__version__)

如果输出下面的内容,则说明PaddlePaddle安装成功。

PaddlePaddle is installed successfully! Let's start deep learning with PaddlePaddle now.
2.2.0
  • 验证PyTorch是否安装成功

运行python,输入下面的命令,如果可以正常输出,则说明torch安装成功。

import torch
print(torch.__version__)
# 如果安装的是cpu版本,可以按照下面的命令确认torch是否安装成功
# 期望输出为 tensor([1.])
print(torch.Tensor([1.0]))
# 如果安装的是gpu版本,可以按照下面的命令确认torch是否安装成功
# 期望输出为 tensor([1.], device='cuda:0')
print(torch.Tensor([1.0]).cuda())
Owner
yujun
Please show me your code.
yujun
Beautiful visualizations of how language differs among document types.

Scattertext 0.1.0.0 A tool for finding distinguishing terms in corpora and displaying them in an interactive HTML scatter plot. Points corresponding t

Jason S. Kessler 2k Dec 27, 2022
"Investigating the Limitations of Transformers with Simple Arithmetic Tasks", 2021

transformers-arithmetic This repository contains the code to reproduce the experiments from the paper: Nogueira, Jiang, Lin "Investigating the Limitat

Castorini 33 Nov 16, 2022
Text to speech converter with GUI made in Python.

Text-to-speech-with-GUI Text to speech converter with GUI made in Python. To run this download the zip file and run the main file or clone this repo.

SidTheMiner 1 Nov 15, 2021
Huggingface Transformers + Adapters = ❤️

adapter-transformers A friendly fork of HuggingFace's Transformers, adding Adapters to PyTorch language models adapter-transformers is an extension of

AdapterHub 1.2k Jan 09, 2023
Multilingual text (NLP) processing toolkit

polyglot Polyglot is a natural language pipeline that supports massive multilingual applications. Free software: GPLv3 license Documentation: http://p

RAMI ALRFOU 2.1k Jan 07, 2023
Utilize Korean BERT model in sentence-transformers library

ko-sentence-transformers 이 프로젝트는 KoBERT 모델을 sentence-transformers 에서 보다 쉽게 사용하기 위해 만들어졌습니다. Ko-Sentence-BERT-SKTBERT 프로젝트에서는 KoBERT 모델을 sentence-trans

Junghyun 40 Dec 20, 2022
A repo for open resources & information for people to succeed in PhD in CS & career in AI / NLP

A repo for open resources & information for people to succeed in PhD in CS & career in AI / NLP

420 Dec 28, 2022
Retraining OpenAI's GPT-2 on Discord Chats

Train OpenAI's GPT-2 on Discord Chats Retraining a Text Generation Model on Discord Chats using gpt-2-simple that wraps existing model fine-tuning and

Ayush Mishra 4 Oct 27, 2022
Python utility library for compositing PDF documents with reportlab.

pdfdoc-py Python utility library for compositing PDF documents with reportlab. Installation The pdfdoc-py package can be installed directly from the s

Michael Gale 1 Jan 06, 2022
A simple Streamlit App to classify swahili news into different categories.

Swahili News Classifier Streamlit App A simple app to classify swahili news into different categories. Installation Install all streamlit requirements

Davis David 4 May 01, 2022
Python generation script for BitBirds

BitBirds generation script Intro This is published under MIT license, which means you can do whatever you want with it - entirely at your own risk. Pl

286 Dec 06, 2022
[ICLR 2021 Spotlight] Pytorch implementation for "Long-tailed Recognition by Routing Diverse Distribution-Aware Experts."

RIDE: Long-tailed Recognition by Routing Diverse Distribution-Aware Experts. by Xudong Wang, Long Lian, Zhongqi Miao, Ziwei Liu and Stella X. Yu at UC

Xudong (Frank) Wang 205 Dec 16, 2022
Indonesia spellchecker with python

indonesia-spellchecker Ganti kata yang terdapat pada file teks.txt untuk diperiksa kebenaran kata. Run on local machine python3 main.py

Rahmat Agung Julians 1 Sep 14, 2022
glow-speak is a fast, local, neural text to speech system that uses eSpeak-ng as a text/phoneme front-end.

Glow-Speak glow-speak is a fast, local, neural text to speech system that uses eSpeak-ng as a text/phoneme front-end. Installation git clone https://g

Rhasspy 8 Dec 25, 2022
Espresso: A Fast End-to-End Neural Speech Recognition Toolkit

Espresso Espresso is an open-source, modular, extensible end-to-end neural automatic speech recognition (ASR) toolkit based on the deep learning libra

Yiming Wang 919 Jan 03, 2023
Community and sentiment analysis based on tweets

The project has set itself the goal of analyzing the thoughts and interaction of Italian users through the social posts expressed through the Twitter platform on the day of the entry into force of th

3 Nov 17, 2022
基于pytorch_rnn的古诗词生成

pytorch_peot_rnn 基于pytorch_rnn的古诗词生成 说明 config.py里面含有训练、测试、预测的参数,更改后运行: python main.py 预测结果 if config.do_predict: result = trainer.generate('丽日照残春')

西西嘛呦 3 May 26, 2022
Simple and efficient RevNet-Library with DeepSpeed support

RevLib Simple and efficient RevNet-Library with DeepSpeed support Features Half the constant memory usage and faster than RevNet libraries Less memory

Lucas Nestler 112 Dec 05, 2022
Pytorch version of BERT-whitening

BERT-whitening This is the Pytorch implementation of "Whitening Sentence Representations for Better Semantics and Faster Retrieval". BERT-whitening is

Weijie Liu 255 Dec 27, 2022
Transformer training code for sequential tasks

Sequential Transformer This is a code for training Transformers on sequential tasks such as language modeling. Unlike the original Transformer archite

Meta Research 578 Dec 13, 2022