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Runtime error
added app
Browse files- app.py +24 -0
- labels.bin +3 -0
- requirements.txt +3 -0
app.py
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import gradio as gr
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from transformers import AutoModelForSequenceClassification, AutoTokenizer, TextClassificationPipeline
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import pickle
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tokenizer = AutoTokenizer.from_pretrained("daspartho/subreddit-predictor")
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model = AutoModelForSequenceClassification.from_pretrained("daspartho/subreddit-predictor") # i've uploaded the model on HuggingFace :)
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with open('labels.bin', 'rb') as f:
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label_map = pickle.load(f)
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pipe = TextClassificationPipeline(model=model, tokenizer=tokenizer, top_k=3)
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def classify_text(plot):
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predictions = pipe(plot)[0]
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return {label_map[pred['label']]: float(pred['score']) for pred in predictions}
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iface = gr.Interface(
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description = "Enter a title for a reddit post, and the model will attempt to predict the subreddit.",
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article = "<p style='text-align: center'><a href='https://github.com/daspartho/predict-subreddit' target='_blank'>Github</a></p>",
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fn=classify_text,
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inputs=gr.inputs.Textbox(label="Type the title here"),
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outputs=gr.outputs.Label(label='What the model thinks'),
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)
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iface.launch()
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labels.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:d7c51566ebf1c3c795393b317d2105a51d75e81e761dc28a04430e1e4c6063ec
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size 4003
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requirements.txt
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transformers
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torch
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gradio
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