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sentiment-foody's Introduction

Sentiment-Foody

Framework: Pytorch

Full folder at: Notion site

Model list

  • SVM
  • PhoBERT
  • XLM-R

Dataset

FOODY

Training

Loss function: Cross Entropy

Optimizers: AdamW

Batch size: 8

Gradient Accumulation steps: 5

Learning rate: 3e-5

Warmup ratio: 0.1

Weight decay: 1e-2

Epoch: 3

Quickstart

Firstly, you need to install all the required dependencies:

pip install -r requirements.txt

Secondly, you need to go to this link and download data

How to train

SVM: Run file SVM.ipynb

Fine-tune: Run file Finetune.ipynb

How to infer

Run file Inference.ipynb

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