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Tahsin-Mayeesha
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Commit
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eae27ac
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Parent(s):
b710584
Update
Browse files- app.py +27 -5
- requirements.txt +2 -0
app.py
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import torch
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from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
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model = AutoModelForSeq2SeqLM.from_pretrained("Mihakram/AraT5-base-question-generation")
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tokenizer = AutoTokenizer.from_pretrained("Mihakram/AraT5-base-question-generation")
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import gradio as gr
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def generate__questions(context,answer):
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text="context: " +context + " " + "answer: " + answer + " </s>"
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text_encoding = tokenizer.encode_plus(
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text,return_tensors="pt"
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)
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model.eval()
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generated_ids = model.generate(
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input_ids=text_encoding['input_ids'],
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attention_mask=text_encoding['attention_mask'],
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max_length=64,
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num_beams=5,
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num_return_sequences=1
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)
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return tokenizer.decode(generated_ids[0],skip_special_tokens=True,clean_up_tokenization_spaces=True).replace('question: ',' ')
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demo = gr.Interface(fn=generate__questions, inputs=[gr.Textbox(label='Context'),
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gr.Textbox(label='Answer')] ,
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outputs=gr.Textbox(label='Question'),
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title="Arabic Question Generation",
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description="Get the Question from given Context and an Answer")
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demo.launch()
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requirements.txt
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torch
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transformers
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