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Update app.py
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app.py
CHANGED
@@ -11,13 +11,16 @@ example = [
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# model to be changed to the finetuned one
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tokenizer = AutoTokenizer.from_pretrained("codeparrot/codeparrot-small-multi")
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model = AutoModelForSequenceClassification.from_pretrained("codeparrot/codeparrot-small-multi")
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def complexity_estimation(gen_prompt, topk):
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pipe = pipeline("text-classification", model=model, tokenizer=tokenizer)
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iface = gr.Interface(
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@@ -32,7 +35,10 @@ iface = gr.Interface(
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label="Number of results to return",
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),
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],
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outputs=
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examples=example,
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layout="vertical",
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theme="peach",
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# model to be changed to the finetuned one
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tokenizer = AutoTokenizer.from_pretrained("codeparrot/codeparrot-small-multi")
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model = AutoModelForSequenceClassification.from_pretrained("codeparrot/codeparrot-small-multi", num_labels=7)
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def complexity_estimation(gen_prompt, topk):
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pipe = pipeline("text-classification", model=model, tokenizer=tokenizer)
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output = pipe(gen_prompt)[0]
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# add label conversion to class
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label = output['label']
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score = output['score']
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return label, score
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iface = gr.Interface(
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label="Number of results to return",
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),
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],
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outputs=[
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gr.Textbox(label="Predicted complexity", lines=1) ,
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gr.Textbox(label="Corresponding probability", lines=1) ,
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],
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examples=example,
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layout="vertical",
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theme="peach",
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