nalinaksh commited on
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7dd2453
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1 Parent(s): a2dddb5

Create QA_Tensorflow

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  1. QA_Tensorflow +19 -0
QA_Tensorflow ADDED
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+ from transformers import AutoTokenizer, TFAutoModelForQuestionAnswering
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+
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+ import tensorflow as tf
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+
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+ checkpoint = "distilbert-base-cased-distilled-squad"
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+ tokenizer = AutoTokenizer.from_pretrained(checkpoint)
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+ model = TFAutoModelForQuestionAnswering.from_pretrained(checkpoint)
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+
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+ def question_answering_tf(question, context):
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+ inputs = tokenizer(question, context, return_tensors="tf")
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+ #print(inputs["input_ids"])
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+ #print(tokenizer.decode(inputs["input_ids"][0]))
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+ outputs = model(inputs)
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+ #print(outputs.start_logits)
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+ #print(outputs.end_logits)
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+ start_index = int(tf.math.argmax(outputs.start_logits, axis=-1)[0])
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+ end_index = int(tf.math.argmax(outputs.end_logits, axis=-1)[0])
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+ print(start_index, end_index)
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+ return tokenizer.decode(inputs["input_ids"][0][start_index: end_index+1])