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Update app.py
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app.py
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from transformers import pipeline
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import gradio as gr
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def coding(model, text, codetext):
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classifier = pipeline("zero-shot-classification", model=model)
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output = classifier(text, codelist, multi_label=True)
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return output
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"MoritzLaurer/mDeBERTa-v3-base-xnli-multilingual-nli-2mil7",
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"MoritzLaurer/mDeBERTa-v3-base-mnli-xnli",
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"MoritzLaurer/deberta-v3-large-zeroshot-v2.0",
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#"joeddav/xlm-roberta-large-xnli"
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],
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#min_width=200,
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#scale=2,
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value="facebook/bart-large-mnli",
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label="Model"
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),
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gr.TextArea(
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label='Comment',
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value='感覺性格溫和,適合香港人,特別係亞洲人的肌膚,不足之處就是感覺很少有優惠,價錢都比較貴'
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),
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gr.Textbox(
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label='Code list (colon-separated)',
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value='非常好/很好/好滿意;價錢合理/實惠/不太貴/親民/價格適中/價格便宜/價錢大眾化;價錢貴/不合理/比日本台灣貴/可以再平d'
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)
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],
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outputs=[
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#gr.Textbox(label='Result')
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gr.JSON()
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#gr.BarPlot()
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],
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title="NuanceTree Coding Test",
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description="Test Zero-Shot Classification",
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allow_flagging='never'
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)
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from transformers import pipeline
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import gradio as gr
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import pandas as pd
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def coding(model, text, codetext):
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classifier = pipeline("zero-shot-classification", model=model)
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output = classifier(text, codelist, multi_label=True)
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return output
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def upload_code_list(file):
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df = pd.read_excel(file.name, sheet_name='code')
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# Join the data in column B using ";" as the delimiter
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joined_data = ';'.join(df['label'].astype(str))
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#file_paths = [file.name for file in files]
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return joined_data
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demo = gr.Blocks()
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with demo:
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gr.Markdown(
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"""
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# NuanceTree
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Coding test program
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"""
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)
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with gr.Row():
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with gr.Column():
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select_model = gr.Radio(
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[
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"facebook/bart-large-mnli",
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"MoritzLaurer/multilingual-MiniLMv2-L6-mnli-xnli",
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"MoritzLaurer/mDeBERTa-v3-base-xnli-multilingual-nli-2mil7",
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"MoritzLaurer/mDeBERTa-v3-base-mnli-xnli",
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"MoritzLaurer/deberta-v3-large-zeroshot-v2.0",
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#"joeddav/xlm-roberta-large-xnli"
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],
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#min_width=200,
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#scale=2,
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value="facebook/bart-large-mnli",
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label="Model"
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)
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comment_text = gr.TextArea(
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label='Comment',
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value='感覺性格溫和,適合香港人,特別係亞洲人的肌膚,不足之處就是感覺很少有優惠,價錢都比較貴'
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)
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# upload_btn = gr.UploadButton(
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# label="Upload the code list file"
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# )
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codelist_text = gr.Textbox(
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label='Code list (colon-separated)',
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value='非常好/很好/好滿意;價錢合理/實惠/不太貴/親民/價格適中/價格便宜/價錢大眾化;價錢貴/不合理/比日本台灣貴/可以再平d'
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)
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with gr.Row():
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clear_codelist_btn = gr.ClearButton(value="Clear Code List")
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clear_codelist_btn.click(lambda: None, outputs=[codelist_text])
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upload_btn = gr.UploadButton(
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label="Upload the code list file",
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variant='primary'
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)
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upload_btn.upload(upload_code_list, upload_btn, codelist_text)
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run_btn = gr.Button(
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value="Submit",
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variant='primary'
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)
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with gr.Column():
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result_text = gr.JSON()
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run_btn.click(coding, [select_model, comment_text, codelist_text], result_text, scroll_to_output=True)
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if __name__ == "__main__":
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demo.launch()
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