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README.md
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---
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license: apache-2.0
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---
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license: apache-2.0
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datasets:
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- booba-uz/translation-dataset-250k
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language:
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- en
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- uz
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metrics:
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- bleu 35
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base_model:
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- facebook/nllb-200-distilled-600M
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pipeline_tag: translation
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library_name: transformers
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---
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# model usage:
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```
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from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
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model_name = 'booba-uz/english-uzbek-translation_v2'
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
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tokenizer.src_lang = "en"
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tokenizer.tgt_lang = "uz"
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prefix = "Translate this text from English to uzbek: "
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# Function to translate text
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def translate_text(text: str, target_lang: str = 'uz'):
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text = prefix + text
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inputs = tokenizer.encode(text, return_tensors="pt", padding=True)
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translated = model.generate(inputs, num_beams=5, max_length=200, early_stopping=True)
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translated_text = tokenizer.decode(translated[0], skip_special_tokens=True)
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return translated_text
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input_text = "An Azerbaijan Airlines Embraer ERJ-190AR aircraft crashed at Aktau Airport in Kazakhstan while attempting an emergency landing. The plane, registered as 4K-AZ65, was carrying 67 passengers and five crew members at the time. Some media reports suggest that the number of passengers exceeded 100, with over 60 identified as Russian citizens."
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# Translate the input text to Uzbek
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output_text = translate_text(input_text)
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print("Translated text:", output_text)
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```
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