Git Product home page Git Product logo

t5-pegasus-pytorch's Introduction

t5-pegasus pytorch

最新更新

模型效果对比

数据集：LCSTS_new 训练集取前一万条，验证集取前一千条

model bleu rouge-1 rouge-2 rouge-l
t5-pegasus-base 0.1276 0.3490 0.2123 0.3155
t5-copy 0.0938 0.3369 0.1955 0.3086
Pegasus-238M-Chinese 0.1200 0.3252 0.1957 0.2924
Pegasus-523M-Chinese 0.1233 0.3313 0.2032 0.2996
cpt-large 0.1366 0.3550 0.2242 0.3220
prophet-zh 0.1240 0.3419 0.2109 0.3107

huggingface模型

model_type model_type
t5-pegasus imxly/t5-pegasus
t5copy imxly/t5-copy
Pegasus IDEA-CCNL/Randeng-Pegasus-238M-Chinese
Pegasus IDEA-CCNL/Randeng-Pegasus-523M-Chinese
cpt fnlp/cpt-large
prophet imxly/prophetnet-zh

训练命令

requirements

torch >=1.10.0
transformers
pytorch_lightning==1.4.9
torchmetrics==0.5.0

model_type见上方表格

python train.py \
--train_file train.json \
--dev_file dev.json \
--batch_size 6 \
--max_epochs 10 \
--max_source_length 512 \
--max_target_length 300 \
--model_path  imxly/t5-pegasus \
--gpus 4 \
--lr 5e-5 \
--model_type t5-pegasus

参考

https://github.com/ZhuiyiTechnology/t5-pegasus
https://github.com/fastnlp/CPT
https://github.com/IDEA-CCNL/Fengshenbang-LM
https://github.com/microsoft/ProphetNet

t5-pegasus-pytorch's People

Contributors

renmada avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.