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e1faa37
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35d3e92
Create app.py
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app.py
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# Import our modules
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import gradio as gr
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from turjuman import turjuman
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import logging
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import os
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from transformers import AutoTokenizer
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logging.basicConfig(
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format="%(asctime)s | %(levelname)s | %(name)s | %(message)s",
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datefmt="%Y-%m-%d %H:%M:%S",
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level=os.environ.get("LOGLEVEL", "INFO").upper(),
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)
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logger = logging.getLogger("turjuman.translate")
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cache_dir="/content/mycache"
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# Get the turjuman object and its tokenizer
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turj = turjuman.turjuman(logger, cache_dir)
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tokenizer = AutoTokenizer.from_pretrained('UBC-NLP/AraT5-base-title-generation')
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# The translate function
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def translate(sent):
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beam_options = {"search_method":"beam", "seq_length": 300, "num_beams":5, "no_repeat_ngram_size":2, "max_outputs":1}
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targets = turj.translate(sent,**beam_options)
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#print(targets)
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ans = ""
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for target in targets:
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target = tokenizer.decode(target, skip_special_tokens=True, clean_up_tokenization_spaces=True)
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ans += target
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return ans
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#print(translate('Здравствуй, друг'))
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interface = gr.Interface(fn=translate, inputs=['text'], outputs=['text'],
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allow_flagging=False,
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title='Turjuman Multi-lingual Translation',
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description='Please write the sentence you are trying to translate',
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css="""
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.chatbox{display:flex; flex-direction-column}
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.user_msg, resp_msg {padding: 4px;margin-bottom:4px;border-radius:4px; width:80%}
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.user_msg {background-color:cornflowerblue; color:white; align-self:start}
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.resp_msg {background-color:lightgray; align-self: self-end}
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""")
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interface.launch()
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