DOP-Tuning(Domain-Oriented Prefix-tuning model)

Overview

DOP-Tuning

DOP-Tuning(Domain-Oriented Prefix-tuning model)代码基于Prefix-Tuning改进.

Files

├── seq2seq                       # Code for encoder-decoder architecture
│   ├── train_bart.py             # high-level scripts to train.
│   ├── prefixTuning.py           # code that implements prefix-tuning.
│   ├── finetune.py               # training code (contains data loading, model loading, and calls trainer)   
│   ├── lightning_base.py         # helper code
│   ├── utils.py                  # helper code
│   └── callbacks.py              # helper code
└── ...

To run the code for encoder-decoder architecture like BART, the code is in seq2seq. This corresponds to the summarization experiments in the paper.

Setup:

cd transformer; pip install -e .

Train via DOP-tuning

cd seq2seq; 

python train_bart.py --mode xsum --preseqlen 200 --do_train yes --fp16 yes --bsz 16  --epoch 30  --gradient_accumulation_step 3 --learning_rate 0.00005  --mid_dim 800 --use_lowdata_token 'yes' --lowdata_token 'summarize'

其中use_lowdata_token表示是否采用domain word初始化的方式;lowdata_token表示传入的domain word.

Decode

cd seq2seq; 

python train_bart.py --mode xsum --do_train no --prefix_model_path {checkpoint_path} --preseqlen {same as training} --mid_dim {same as training} --use_lowdata_token 'yes' --lowdata_token 'summarize'
Owner
Andrew Zeng
Andrew Zeng
Andrew Zeng
Qt-creator-boost-debugging-helper - Qt Creator Debugging Helper for Boost Library

Go to Tools Options Debugger Locals & Expressions. Paste the script path t

Dmitry Bravikov 2 Apr 22, 2022
A 100% python file organizer. Keep your computer always organized!

PythonOrganizer A 100% python file organizer. Keep your computer always organized! To run the project, just clone the folder and run the installation

3 Dec 02, 2022
aaencode for python,把python代码转换为颜文字

py-aaencode aaencode for python,把python代码转换为颜文字 compile.py: 将python编译成颜文字,编译结果有随机性,可以选择BPE词表压缩代码 compile_min.py: 最小化的编译器 compiled_min.txt: 编译得到的最小的com

11 Dec 30, 2021
Automatically unpin old messages so you can always pin more!

PinRotate Automatically unpin old messages so you can always pin more! Installation You will need to install poetry to run this bot locally for develo

3 Sep 18, 2022
A wrapper script to make working with ADB (Android Debug Bridge) easier

Python-ADB-Wrapper A wrapper script to make working with ADB (Android Debug Bridge) easier This project was just a simple test to see if I could wrap

18iteration 1 Nov 25, 2021
Basic Clojure REPL for Sublime Text

Basic Clojure REPL for Sublime Text Goals: Decomplected: just REPL, nothing more Zero dependencies: works directly with pREPL Compact: Display code ev

Nikita Prokopov 23 Dec 24, 2021
Semester Project on Signal Processing @CS UCU 2021

Blur Detection with Haar Wavelet Transform Requirements Python3 opencv-python PyWavelets Install these using the following command: $ pip install -r r

ButynetsD 2 Oct 15, 2022
This is some simple code to scrape vistbook's system to get an overview of the different cabins availability.

DNT_cabin_availability_system This is some simple code to scrape visbook's system to get an overview of the different cabins availability. The system

Andreas Lorentzen 1 Sep 25, 2022
Python Freecell Solver

freecell Python Freecell Solver Very early version right now. You can pick a board by changing the file path in freecell.py If you want to play a game

Ben Kaufman 1 Nov 26, 2021
Commodore 64 OS running on Atari 8-bit hardware

This is the Commodre 64 KERNAL, modified to run on the Atari 8-bit line of computers. They're practically the same machine; why didn't someone try this 30 years ago?

Nick Bensema 133 Nov 12, 2022
Minitel 5 somewhat reverse-engineered

Minitel 5 The Minitel was a french dumb terminal with an embedded modem which had its Golden Age before the rise of Internet. Typically cubic, with an

cLx 10 Dec 28, 2022
Pymon is like nodemon but it is for python,

Pymon is like nodemon but it is for python,

Swaraj Puppalwar 2 Jun 11, 2022
This is a simple quizz which can ask user for login/register session, then consult to the Quiz interface.

SIMPLE-QUIZ- This is a simple quizz which can ask user for login/register session, then consult to the Quiz interface. By CHAKFI Ahmed MASTER SYSTEMES

CHAKFI Ahmed 1 Jan 10, 2022
SmartGrid - Een poging tot een optimale SmartGrid oplossing, door Dirk Kuiper & Lars Zwaan

SmartGrid - Een poging tot een optimale SmartGrid oplossing, door Dirk Kuiper & Lars Zwaan

1 Jan 12, 2022
This repo houses the qhub frontend moving forward.

This repo houses the qhub frontend moving forward. This effort will house a backend written in fastAPI, and a fronend in Vue, with additional components.

Quansight 1 Feb 10, 2021
The presented desktop application was made to solve 1d schrodinger eqation

schrodinger_equation_1d_solver The presented desktop application was made to solve 1d schrodinger eqation. It implements Numerov's algorithm (step by

Artem Kashapov 2 Dec 29, 2021
Placeholders is a single-unit storage solution for your Frontend.

Placeholder Placeholders is a single-unit file storage solution for your Frontend. Why Placeholder? Generally, when a website/service requests for fil

Tanmoy Sen Gupta 1 Nov 09, 2021
This program tries to book a tennis court slot in either Southwark Park or Tanner Street Park in Southwark, London.

Book tennis courts in London This program tries to book a tennis court slot in either Southwark Park or Tanner Street Park in Southwark, London. Note:

Daniele 1 Jul 25, 2022
Information about a signed UEFI Shell that can be used when Secure Boot is enabled.

SignedUEFIShell During our research of the BootHole vulnerability last year, we tried to find as many signed bootloaders as we could. We searched all

Mickey 61 Jan 03, 2023
Python bindings for the Plex API.

Python-PlexAPI Overview Unofficial Python bindings for the Plex API. Our goal is to match all capabilities of the official Plex Web Client. A few of t

Michael Shepanski 931 Jan 07, 2023