Local Chattogram Lanugage to Standard Bangla Language Conversion

The model is training on encoder decoder with attention mechanism.

Installation

pip install -r requirements.txt

Requirements

numpy==1.19.5
sentencepiece==0.1.97
tokenizers==0.8.1
torch==1.11.0+cu113
torchsummary==1.5.1
torchtext==0.12.0
torchvision==0.12.0+cu113
transformers==3.0.2
nltk==3.7 

Dataset

Local Chittagong to Standard Bangla Book

Configuration

epochs : 300
batch_size : 150
n_layers : 6  
heads : 8
d_model :512
dropout : 0.1
lr : 0.0001

Inference

input : ওগ্গ মাছ লাগিব 
Ground Truth : একটা মাছ লাগবে
prediction: একটা বড় মাছ লাগবে