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Upload model.py with huggingface_hub

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  1. model.py +18 -0
model.py ADDED
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+ from datasets import load_dataset
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+ from transformers import AutoTokenizer, TFAutoModelForSequenceClassification
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+ import tensorflow as tf
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+
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+ tokenizer = AutoTokenizer.from_pretrained("distilbert-base-uncased")
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+
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+ model = TFAutoModelForSequenceClassification.from_pretrained("distilbert-base-uncased")
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+
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+ dataset = load_dataset('imdb')
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+ train_data = dataset['train']
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+ test_data = dataset['test']
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+
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+ tokenized_train = tokenizer(train_data['text'], truncation=True, padding=True, return_tensors="tf")
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+ tokenized_test = tokenizer(test_data['text'], truncation=True, padding=True, return_tensors="tf")
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+
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+ outputs = model(**tokenized_test)
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+ logits = outputs.logits
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+ pred = tf.argmax(logits, axis=-1)