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
🔵Open many google dorks in a fasted way

Dorkinho 🔵 The author is not responsible for misuse of the tool, use it in good practices like Pentest and CTF OSINT challenges. Dorkinho is a script

SidHawks 2 May 02, 2022
Capture screen and download off Roku based devices

rokuview Capture screen and download off Roku based devices Tested on Hisense TV with Roku OS built-in No guarantee this will work with all Roku model

3 May 27, 2021
Simple dotfile pre-processor with a per-file configuration

ix (eeks) Simple dotfile pre-processor with a per-file configuration Summary (TL;DR) ix.py is all you need config is an ini file. files to be processe

Poly 12 Dec 16, 2021
Kunai Shitty Raider Leaked LMFAO

Kunai-Raider-Leaked Kunai Shitty Raider Leaked LMFA

5 Nov 24, 2021
Ballcone is a fast and lightweight server-side Web analytics solution.

Ballcone Ballcone is a fast and lightweight server-side Web analytics solution. It requires no JavaScript on your website. Screenshots Design Goals Si

Dmitry Ustalov 49 Dec 11, 2022
DG - A(n) (unusual) programming language

DG - A(n) (unusual) programming language General structure There are no infix-operators (i.e. 1 + 1) Each operator takes 2 parameters When there are m

1 Mar 05, 2022
An extension for Arma 3 that lets you write extensions in Python 3

An Arma 3 extension that lets you to write python extensions for Arma 3. And it's really simple and straightforward to use!

Lukasz Taczuk 48 Dec 18, 2022
Minimal, super readable string pattern matching for python.

simplematch Minimal, super readable string pattern matching for python. import simplematch simplematch.match("He* {planet}!", "Hello World!") {"p

Thomas Feldmann 147 Dec 01, 2022
🪄 Auto-generate Streamlit UI from Pydantic Models and Dataclasses.

Streamlit Pydantic Auto-generate Streamlit UI elements from Pydantic models. Getting Started • Documentation • Support • Report a Bug • Contribution •

Lukas Masuch 103 Dec 25, 2022
Runtime Type Checking in Python 3

typo This package intends to provide run-time type checking for functions annotated with argument type hints (standard library typing module in Python

Ivan Smirnov 26 Dec 13, 2022
A collection of modern themes for Tkinter TTK

ttkbootstrap A collection of modern flat themes inspired by Bootstrap. Also includes TTK Creator which allows you to easily create and use your own th

Israel Dryer 827 Jan 04, 2023
use Notepad++ for real-time sync after python appending new log text

FTP远程log同步工具 使用Notepad++配合来获取实时更新的log文档效果 适用于FTP协议的log远程同步工具,配合MT管理器开启FTP服务器使用,通过Notepad++监听文本变化,更便捷的使用电脑查看方法注入打印后的信息 功能 过滤器 对每行要打印的文本使用回调函数筛选,支持链式调用

Liuhaixv 1 Oct 17, 2021
A silly RPG(Not MMO) made in python

Project_PyMMo A silly RPG(Not MMO) made in python, FOR WINDOWS 10 ONLY! Hello tester, to install pymmo follow the steps bellow: 1.First install python

0 Feb 08, 2022
A python based app to improve your presentation workflow

Presentation Remote A remote made for making presentations easier by enabling all the members to have access to change the slide and control the flow

Parnav 1 Oct 28, 2021
The fundamentals of Python!

The fundamentals of Python Author: Mohamed NIANG, Staff ML Scientist Presentation This repository contains notebooks on the fundamentals of Python. Th

Mohamed NIANG 1 Mar 15, 2022
A PowSyBl and Python integration based on GraalVM native image

PyPowSyBl The PyPowSyBl project gives access PowSyBl Java framework to Python developers. This Python integration relies on GraalVM to compile Java co

powsybl 23 Dec 14, 2022
Tools for teachers and students using nng (Natural Number Game)

nngtools Usage Place your nngsave.json to the directory in which you want to extract the level files. Place nngmap.json on the same directory. Run nng

Thanos Tsouanas 1 Dec 12, 2021
A set of simple functions to upload and fetch pastes on paste.uploadgram.me

pastegram-py A set of simple functions to upload and fetch pastes on paste.uploadgram.me. API Documentation Methods upload_paste(contents: bytes, file

Uploadgram 3 Sep 13, 2022
A Notifier Program that Notifies you to relax your eyes Every 15 Minutes👀

Every 15 Minutes is an application that is used to Notify you to Relax your eyes Every 15 Minutes, This is fully made with Python and also with the us

Ashely Sato 1 Nov 02, 2021
A small Blender addon for changing an object's local orientation while in edit mode

A small Blender addon for changing an object's local orientation while in edit mode.

Jonathan Lampel 50 Jan 06, 2023