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'
You might also like...
「📖」Tool created to extract metadata from a domain
「📖」Tool created to extract metadata from a domain

Metafind is an OSINT tool created with the aim of automating the search for metadata of a particular domain from the search engine known as Google.

A module to prevent invites and joins to Matrix rooms by checking the involved server(s)' domain.

Synapse Domain Rule Checker A module to prevent invites and joins to Matrix rooms by checking the involved server(s)' domain. Installation From the vi

The ldapconsole script allows you to perform custom LDAP requests to a Windows domain
The ldapconsole script allows you to perform custom LDAP requests to a Windows domain

ldapconsole The ldapconsole script allows you to perform custom LDAP requests to a Windows domain. Features Authenticate with password Authenticate wi

Code for Crowd counting via unsupervised cross-domain feature adaptation.

CDFA-pytorch Code for Unsupervised crowd counting via cross-domain feature adaptation. Pre-trained models Google Drive Baidu Cloud : t4qc Environment

Run CodeServer on Google Colab using Inlets in less than 60 secs using your own domain.

Inlets Colab Run CodeServer on Colab using Inlets in less than 60 secs using your own domain. Features Optimized for Inlets/InletsPro Use your own Cus

Model Quantization Benchmark

MQBench Update V0.0.2 Fix academic prepare setting. More deployable prepare process. Fix setup.py. Fix deploy on SNPE. Fix convert_deploy bug. Add Qua

A web app for presenting my research in BEM(building energy model) simulation
A web app for presenting my research in BEM(building energy model) simulation

BEM(building energy model)-SIM-APP The is a web app presenting my research in BEM(building energy model) calibration. You can play around with some pa

Generate your personal 8-bit avatars using Cellular Automata, a mathematical model that simulates life, survival, and extinction
Generate your personal 8-bit avatars using Cellular Automata, a mathematical model that simulates life, survival, and extinction

Try the interactive demo here ✨ ✨ Sprites-as-a-Service is an open-source web application that allows you to generate custom 8-bit sprites using Cellul

Suite of tools for retrieving USGS NWIS observations and evaluating National Water Model (NWM) data.
Suite of tools for retrieving USGS NWIS observations and evaluating National Water Model (NWM) data.

Documentation OWPHydroTools GitHub pages documentation Motivation We developed OWPHydroTools with data scientists in mind. We attempted to ensure the

Owner
Andrew Zeng
Andrew Zeng
Andrew Zeng
Object-oriented programming exercise session held in Petnica.

OOP vežba ⚠️ The code in this repo is used for a OOP practice session held in Petnica. All instructions in the README file are written in Serbian. Ops

Pavle Ćirić 1 Jan 30, 2022
Sodium is a general purpose programming language which is instruction-oriented

Sodium is a general purpose programming language which is instruction-oriented (a new programming concept that we are developing and devising)

Satin Wuker 22 Jan 11, 2022
Hashcrack - A non-object oriented open source, Software for Windows/Linux made in Python 3

Multi Force This project is a non-object oriented open source, Software for Wind

Radiationbolt 3 Jan 2, 2023
Workshop OOP - Workshop OOP - Discover object-oriented programming

Workshop OOP Découvrez la programmation orientée objet C'est quoi un objet ? Un

Francis Clairicia-Rose-Claire-Joséphine 5 May 2, 2022
A brainfuck-based game oriented language written in python.

GF.py STILL WIP Gamefuck.py is a programming language based off brainfuck. It is oriented towards game development, and as such has many commands spec

Xenon 1 Feb 23, 2022
An extended, game oriented, turtle

Burtle A Better TURTLE. Makes making games easier. write less do more!! Documentation & guide: https://alannxq.github.io/burtle/ Installation pip inst

null 5 May 19, 2022
This is an online course where you can learn and master the skill of low-level performance analysis and tuning.

Performance Ninja Class This is an online course where you can learn to find and fix low-level performance issues, for example CPU cache misses and br

Denis Bakhvalov 1.2k Dec 30, 2022
Simple Python tool to check if there is an Office 365 instance linked to a domain.

o365chk.py Simple Python script to check if there is an Office365 instance linked to a particular domain.

Steven Harris 37 Jan 2, 2023
Use Fofa、shodan、zoomeye、360quake to collect information(e.g:domain,IP,CMS,OS)同时调用Fofa、shodan、zoomeye、360quake四个网络空间测绘API完成红队信息收集

Cyberspace Map API English/中文 Development fofaAPI Completed zoomeyeAPI shodanAPI regular 360 quakeAPI Completed Difficulty APIs uses different inputs

Xc1Ym 61 Oct 8, 2022
A new mini-batch framework for optimal transport in deep generative models, deep domain adaptation, approximate Bayesian computation, color transfer, and gradient flow.

BoMb-OT Python3 implementation of the papers On Transportation of Mini-batches: A Hierarchical Approach and Improving Mini-batch Optimal Transport via

Khai Ba Nguyen 18 Nov 14, 2022