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import os
import gradio as gr
import tensorflow as tf
import tensorflow_text as tf_text
from huggingface_hub import Repository
repo = Repository(
local_dir="nmt-transformer",
clone_from="pyimagesearch/nmt-transformer",
use_auth_token=os.environ.get("token")
)
reloaded = tf.saved_model.load("nmt-transformer/translator")
title="Neural Machine Translation with Transformer"
description="The model used here is a POC and not SOTA on NMT."
examples=["how are you?", "good morning.", "how is your health?"]
def get_translation(sentence):
result = reloaded(
sentence=tf.constant(sentence)
).numpy()[0].decode()
return result
nmt_space = gr.Interface(
fn=get_translation,
inputs=gr.Textbox(label="English Sentence"),
outputs=gr.Textbox(label="French Sentence"),
title=title,
description=description,
examples=examples,
)
nmt_space.launch() |