An example project using OpenPrompt under pytorch-lightning for prompt-based SST2 sentiment analysis model

Overview

pl_prompt_sst

An example project using OpenPrompt under the framework of pytorch-lightning for a training prompt-based text classification model on SST2 sentiment analysis dataset. Leveraging the pytorch-lightning features like logging, gradient accumulation and early stopping, etc. Can be used as a template for further development.

Run

Install requirement

pip install -r requirements.txt

Setup the prompt to use in sst2/prompt_config.json

{
    "template_text": "{\"placeholder\": \"text_a\"} In summary, the film was {\"mask\"}.",
    "label_words": [["bad"], ["good"]]
}

Adjust the arguments in run.sh or the code below for your need, and run it.

CUDA_VISIBLE_DEVICES=0 python -u main.py --input_dir ./sst2 \
                                         --prompt_config_dir ./sst2/prompt_config.json \
                                         --model_class bert \
                                         --model_name_or_path prajjwal1/bert-tiny \
                                         --lr 2e-4
                                         --bs 32 \
                                         --max_seq_length 64 \
                                         --patience 4 \
                                         --accumulation 2 \
                                         --seed 666

In my preliminary experiment with the settings above, the model achieve 0.822 F1 compared to 0.820 without prompt.

Note

Can only be executed after this fix on state_dict()

Owner
Zhiling Zhang
Zhiling Zhang
Python-zhuyin - An open source Python library that provides a unified interface for converting between Chinese pinyin and Zhuyin (bopomofo)

Python-zhuyin - An open source Python library that provides a unified interface for converting between Chinese pinyin and Zhuyin (bopomofo)

2 Dec 29, 2022
In this project, we compared Spanish BERT and Multilingual BERT in the Sentiment Analysis task.

Applying BERT Fine Tuning to Sentiment Classification on Amazon Reviews Abstract Sentiment analysis has made great progress in recent years, due to th

Alexander Leonardo Lique Lamas 5 Jan 03, 2022
Client library to download and publish models and other files on the huggingface.co hub

huggingface_hub Client library to download and publish models and other files on the huggingface.co hub Do you have an open source ML library? We're l

Hugging Face 644 Jan 01, 2023
BeautyNet is an AI powered model which can tell you whether you're beautiful or not.

BeautyNet BeautyNet is an AI powered model which can tell you whether you're beautiful or not. Download Dataset from here:https://www.kaggle.com/gpios

Ansh Gupta 0 May 06, 2022
A NLP program: tokenize method, PoS Tagging with deep learning

IRIS NLP SYSTEM A NLP program: tokenize method, PoS Tagging with deep learning Report Bug · Request Feature Table of Contents About The Project Built

Zakaria 7 Dec 13, 2022
A modular Karton Framework service that unpacks common packers like UPX and others using the Qiling Framework.

Unpacker Karton Service A modular Karton Framework service that unpacks common packers like UPX and others using the Qiling Framework. This project is

c3rb3ru5 45 Jan 05, 2023
Various Algorithms for Short Text Mining

Short Text Mining in Python Introduction This package shorttext is a Python package that facilitates supervised and unsupervised learning for short te

Kwan-Yuet 466 Dec 06, 2022
Code for CodeT5: a new code-aware pre-trained encoder-decoder model.

CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation This is the official PyTorch implementation

Salesforce 564 Jan 08, 2023
Super Tickets in Pre-Trained Language Models: From Model Compression to Improving Generalization (ACL 2021)

Structured Super Lottery Tickets in BERT This repo contains our codes for the paper "Super Tickets in Pre-Trained Language Models: From Model Compress

Chen Liang 16 Dec 11, 2022
PeCo: Perceptual Codebook for BERT Pre-training of Vision Transformers

PeCo: Perceptual Codebook for BERT Pre-training of Vision Transformers

Microsoft 105 Jan 08, 2022
Implementation of TF-IDF algorithm to find documents similarity with cosine similarity

NLP learning Trying to learn NLP to use in my projects! Table of Contents About The Project Built With Getting Started Requirements Run Usage License

Faraz Farangizadeh 3 Aug 25, 2022
Legal text retrieval for python

legal-text-retrieval Overview This system contains 2 steps: generate training data containing negative sample found by mixture score of cosine(tfidf)

Nguyễn Minh Phương 22 Dec 06, 2022
Auto translate textbox from Japanese to English or Indonesia

priconne-auto-translate Auto translate textbox from Japanese to English or Indonesia How to use Install python first, Anaconda is recommended Install

Aji Priyo Wibowo 5 Aug 25, 2022
LegalNLP - Natural Language Processing Methods for the Brazilian Legal Language

LegalNLP - Natural Language Processing Methods for the Brazilian Legal Language ⚖️ The library of Natural Language Processing for Brazilian legal lang

Felipe Maia Polo 125 Dec 20, 2022
Code Implementation of "Learning Span-Level Interactions for Aspect Sentiment Triplet Extraction".

Span-ASTE: Learning Span-Level Interactions for Aspect Sentiment Triplet Extraction ***** New March 31th, 2022: Scikit-Style API for Easy Usage *****

Chia Yew Ken 111 Dec 23, 2022
Python library for processing Chinese text

SnowNLP: Simplified Chinese Text Processing SnowNLP是一个python写的类库,可以方便的处理中文文本内容,是受到了TextBlob的启发而写的,由于现在大部分的自然语言处理库基本都是针对英文的,于是写了一个方便处理中文的类库,并且和TextBlob

Rui Wang 6k Jan 02, 2023
Speech to text streamlit app

Speech to text Streamlit-app! 👄 This speech to text recognition is powered by t

Charly Wargnier 9 Jan 01, 2023
Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.

Pretrained Language Model This repository provides the latest pretrained language models and its related optimization techniques developed by Huawei N

HUAWEI Noah's Ark Lab 2.6k Jan 08, 2023
vits chinese, tts chinese, tts mandarin

vits chinese, tts chinese, tts mandarin 史上训练最简单,音质最好的语音合成系统

AmorTX 12 Dec 14, 2022
Multi Task Vision and Language

12-in-1: Multi-Task Vision and Language Representation Learning Please cite the following if you use this code. Code and pre-trained models for 12-in-

Meta Research 711 Jan 08, 2023