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import gradio as gr | |
from transformers import pipeline | |
import os | |
import azure.cognitiveservices.speech as speechsdk | |
dialects = {"Palestinian/Jordanian": "P", "Syrian": "S", "Lebanese": "L", "Egyptian": "E"} | |
translator_en2ar = pipeline(task="translation", model="guymorlan/English2Dialect") | |
translator_ar2en = pipeline(task="translation", model="guymorlan/Shami2English") | |
transliterator = pipeline(task="translation", model="guymorlan/DialectTransliterator") | |
speech_config = speechsdk.SpeechConfig(subscription=os.environ.get('SPEECH_KEY'), region=os.environ.get('SPEECH_REGION')) | |
def translate_english(input_text): | |
inputs = [f"{val} {input_text}" for val in dialects.values()] | |
result = translator_en2ar(inputs) | |
return result[0]["translation_text"], result[1]["translation_text"], result[2]["translation_text"], result[3]["translation_text"] | |
def translate_arabic(input_text): | |
result = translator_ar2en([input_text]) | |
return result[0]["translation_text"] | |
def get_audio(input_text): | |
audio_config = speechsdk.audio.AudioOutputConfig(filename=f"{input_text}.wav") | |
speech_config.speech_synthesis_voice_name='ar-SY-AmanyNeural' | |
speech_synthesizer = speechsdk.SpeechSynthesizer(speech_config=speech_config, audio_config=audio_config) | |
speech_synthesis_result = speech_synthesizer.speak_text_async(input_text).get() | |
return f"{input_text}.wav" | |
def get_transliteration(input_text): | |
result = transliterator([input_text]) | |
return result[0]["translation_text"] | |
css = """ | |
#liter textarea, #trans textarea { font-size: 25px;} | |
#trans textarea { direction: rtl; }; | |
""" | |
with gr.Blocks(title = "English to Levantine Arabic", css=css, theme="default") as demo: | |
gr.Markdown("# Levantine Arabic Translator") | |
with gr.Tab('From English to Levantine Arabic'): | |
with gr.Row(): | |
with gr.Column(): | |
input_text = gr.Textbox(label="Input", placeholder="Enter English text", lines=1) | |
gr.Examples(["I wanted to go to the store yesterday, but it rained", "How are you feeling today?", "Let's go to your place"], input_text) | |
btn = gr.Button("Translate", label="Translate") | |
gr.Markdown("Built by [Guy Mor-Lan](mailto:[email protected]). Pronunciation model is specifically tailored to urban Palestinian Arabic. Text-to-speech uses Microsoft Azure's API and may provide different result from the transliterated pronunciation.") | |
with gr.Column(): | |
pal = gr.Textbox(lines=1, label="Palestinian", elem_id="trans") | |
pal_translit = gr.Textbox(lines=1, label="Palestinian Pronunciation", elem_id="liter") | |
sy = gr.Textbox(lines=1, label="Syrian", elem_id="trans") | |
lb = gr.Textbox(lines=1, label="Lebanese", elem_id="trans") | |
eg = gr.Textbox(lines=1, label="Egyptian", elem_id="trans") | |
with gr.Row(): | |
audio = gr.Audio(label="Audio - Palestinian", interactive=False) | |
audio_button = gr.Button("Get Audio", label="Click Here to Get Audio") | |
audio_button.click(get_audio, inputs=[pal], outputs=[audio]) | |
btn.click(translate_english,inputs=input_text, outputs=[pal, sy, lb, eg]) | |
input_text.submit(translate_english, inputs=input_text, outputs=[pal, sy, lb, eg]) | |
pal.change(get_transliteration, inputs=[pal], outputs=[pal_translit]) | |
with gr.Tab('From Levantine Arabic to English'): | |
with gr.Row(): | |
with gr.Column(): | |
input_text = gr.Textbox(label="Input", placeholder="Enter Levantine Arabic text", lines=1, elem_id="trans") | |
gr.Examples(["ุฎูููุง ูุฏูุฑ ุนูู ู ุทุนู ุชุงูู", "ูุฏูุด ุญู ุงูุจูุฏูุฑุฉุ"], input_text) | |
btn = gr.Button("Translate", label="Translate") | |
gr.Markdown("Built by [Guy Mor-Lan](mailto:[email protected]).") | |
with gr.Column(): | |
eng = gr.Textbox(label="English", lines=1, elem_id="liter") | |
btn.click(translate_arabic,inputs=input_text, outputs=[eng]) | |
with gr.Tab("Transliterate"): | |
with gr.Row(): | |
with gr.Column(): | |
input_text = gr.Textbox(label="Input", placeholder="Enter Levantine Arabic text", lines=1) | |
gr.Examples(["ุฎูููุง ูุฏูุฑ ุนูู ู ุทุนู ุชุงูู", "ูุฏูุด ุญู ุงูุจูุฏูุฑุฉุ"], input_text) | |
btn = gr.Button("Transliterate", label="Transliterate") | |
gr.Markdown("Built by [Guy Mor-Lan](mailto:[email protected])") | |
with gr.Column(): | |
translit = gr.Textbox(label="Transliteration", lines=1, elem_id="liter") | |
btn.click(get_transliteration, inputs=input_text, outputs=[translit]) | |
demo.launch() | |