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!pip install --upgrade torch transformers
!pip install transformers sentencepiece -q
!pip install gradio
# Importing the pipeline function from the transformers library
from transformers import pipeline
import gradio as gr
# Creating a Text2TextGenerationPipeline for language translation
pipe = pipeline(task='text2text-generation', model='facebook/m2m100_418M')
# Define the language dictionary outside the translate function
languages = {
"English": "en",
"Spanish": "es",
"French": "fr",
"German": "de",
"Chinese": "zh",
"Hindi": "hi"
}
def translate(text, target_language):
target_lang_id = pipe.tokenizer.get_lang_id(lang=languages[target_language])
translated_text = pipe(text, forced_bos_token_id=target_lang_id)
return translated_text[0]['generated_text']
gr.close_all()
iface = gr.Interface(
fn=translate,
title="Text Translator",
inputs=[
gr.inputs.Textbox(lines=2, label="Input Text"),
gr.inputs.Dropdown(list(languages.keys()), label="Target Language")
],
outputs=gr.outputs.Textbox(label="Translated Text")
)
iface.launch()
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