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Runtime error
Kornel Szabo
commited on
Commit
·
9fa0c63
1
Parent(s):
bb3c111
Add first model
Browse files
app.py
ADDED
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import json
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from pathlib import Path
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import gradio as gr
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from transformers import (
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AutoTokenizer,
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BertForSequenceClassification,
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TextClassificationPipeline,
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)
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labels = [
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'agency',
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# 'humanComparison',
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# 'hyperbole',
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# 'historyComparison',
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# 'unjustClaims',
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# 'deepSounding',
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# 'skeptics',
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# 'deEmphasize',
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# 'performanceNumber',
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# 'inscrutable',
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# 'objective'
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]
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models = {}
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pipes = {}
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tokenizer = AutoTokenizer.from_pretrained("bert-base-cased")
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for label in labels:
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models[label] = BertForSequenceClassification.from_pretrained(
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f'xt0r3/aihype_{label}-vs-rest',
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)
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pipe = TextClassificationPipeline(
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model=models[label], tokenizer=tokenizer, return_all_scores=True
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)
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def predict(text):
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preds = {
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label: pipe[label][0][1] for label in labels
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}
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return preds
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examples = [
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"Machine Learning is at the forefront of education, replacing human jobs",
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"AI model leaves scientists confused",
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"This model is not really cool",
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]
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intf = gr.Interface(fn=predict, inputs="textbox",
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outputs="label", examples=examples)
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intf.launch(inline=False)
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