Create pipeline.py
Browse files- pipeline.py +16 -0
pipeline.py
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from transformers import T5ForConditionalGeneration, T5Tokenizer
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from googletrans import Translator
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class GOTSummarizer:
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def __init__(self):
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self.model = T5ForConditionalGeneration.from_pretrained("yourusername/got_summarizer")
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self.tokenizer = T5Tokenizer.from_pretrained("yourusername/got_summarizer")
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self.translator = Translator()
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def summarize(self, text, max_length=150):
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inputs = self.tokenizer("summarize: " + text, return_tensors="pt", truncation=True)
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outputs = self.model.generate(**inputs, max_length=max_length)
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return self.tokenizer.decode(outputs[0], skip_special_tokens=True)
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def translate(self, text, lang='hi'):
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return self.translator.translate(text, dest=lang).text
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