Luis Marques commited on
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a859fdb
1 Parent(s): d57ee4f

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  1. app.py +19 -0
  2. requirements.txt +3 -0
app.py ADDED
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+ import gradio as gr
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+ from transformers import AutoModelForSequenceClassification, AutoTokenizer
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+
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+ model_name = "./model.pkl"
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+ model = AutoModelForSequenceClassification.from_pretrained(model_name)
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+ tokenizer = AutoTokenizer.from_pretrained(model_name)
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+
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+
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+ def classify_text(text):
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+ inputs = tokenizer(text, return_tensors="pt")
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+ outputs = model(**inputs)
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+ predictions = outputs.logits.argmax(dim=1)
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+
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+ return f"Predicted class: {predictions.item()}"
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+
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+
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+ iface = gr.Interface(fn=classify_text, inputs="text", outputs="text")
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+
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+ iface.launch()
requirements.txt ADDED
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+ gradio==2.1.2
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+ transformers==4.13.0
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+ torch==1.10.0