AOZ2025/Machine-Translation-English-To-French

🧠 English → French Translation Model

This model translates English sentences into French.
It was trained on custom data using a Seq2Seq Transformer architecture in PyTorch.

🚀 Usage

import torch


model = TransformerMT(
    vocab_size_src=VOCAB_SIZE,
    vocab_size_tgt=VOCAB_SIZE,
    d_model=D_MODEL,
    n_layers=NUM_LAYERS,
    n_heads=N_HEADS,
    d_ff=D_FF,
    dropout=DROPOUT
)
ckpt = torch.load(transformer_en_fr.pth, map_location=DEVICE)
model.load_state_dict(ckpt["model"])
model.eval()

sentence = "how are you today"
output = beam_search(model, sentence, beam_size=4, max_len=100)
print(output)

📂 Files

• transformer_en_fr.pth — trained model checkpoint

📄 License

MIT License

👤 Author

Ahmed Osama Zahran Trained and published as part of a personal NLP project.