Spaces:
Sleeping
Sleeping
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,49 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import torch
|
| 2 |
+
import gradio as gr
|
| 3 |
+
import json
|
| 4 |
+
from transformers import pipeline
|
| 5 |
+
|
| 6 |
+
# Load translation model
|
| 7 |
+
text_translator = pipeline("translation", model="facebook/nllb-200-distilled-600M", torch_dtype=torch.bfloat16)
|
| 8 |
+
|
| 9 |
+
# Load language data
|
| 10 |
+
with open('language.json', 'r') as file:
|
| 11 |
+
language_data = json.load(file)
|
| 12 |
+
|
| 13 |
+
def get_FLORES_code_from_language(language):
|
| 14 |
+
for entry in language_data:
|
| 15 |
+
if entry['Language'].lower() == language.lower():
|
| 16 |
+
return entry['FLORES-200 code']
|
| 17 |
+
return None
|
| 18 |
+
|
| 19 |
+
def translate_text(text, destination_language):
|
| 20 |
+
dest_code = get_FLORES_code_from_language(destination_language)
|
| 21 |
+
if not dest_code:
|
| 22 |
+
return "Language code not found. Please try again."
|
| 23 |
+
translation = text_translator(text, src_lang="eng_Latn", tgt_lang=dest_code)
|
| 24 |
+
return translation[0]["translation_text"]
|
| 25 |
+
|
| 26 |
+
# Gradio layout with default theme
|
| 27 |
+
description_text = """
|
| 28 |
+
# Multi-Language Translator
|
| 29 |
+
Translate English text into multiple languages easily and efficiently.
|
| 30 |
+
|
| 31 |
+
### Credits:
|
| 32 |
+
Made by Taizun S
|
| 33 |
+
"""
|
| 34 |
+
|
| 35 |
+
with gr.Blocks() as demo:
|
| 36 |
+
gr.Markdown(description_text)
|
| 37 |
+
with gr.Row():
|
| 38 |
+
with gr.Column():
|
| 39 |
+
input_text = gr.Textbox(label="Input English Text", placeholder="Type your text here...", lines=6)
|
| 40 |
+
destination_language = gr.Dropdown(["German", "French", "Hindi", "Romanian", "Arabic"],
|
| 41 |
+
label="Select Language")
|
| 42 |
+
submit_button = gr.Button("Translate")
|
| 43 |
+
with gr.Column():
|
| 44 |
+
output_text = gr.Textbox(label="Translated Text", placeholder="Your translation appears here...", lines=4)
|
| 45 |
+
|
| 46 |
+
# Link the components
|
| 47 |
+
submit_button.click(fn=translate_text, inputs=[input_text, destination_language], outputs=[output_text])
|
| 48 |
+
|
| 49 |
+
demo.launch()
|