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384699e
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Browse files- README.md +3 -3
- app.py +31 -0
- requirements.txt +6 -0
README.md
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---
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title: Disaster
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sdk: gradio
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sdk_version: 3.50.2
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app_file: app.py
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---
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title: Disaster
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emoji: 💥
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colorFrom: red
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colorTo: orange
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sdk: gradio
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sdk_version: 3.50.2
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app_file: app.py
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app.py
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import gradio as gr
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from transformers import AutoModelForSequenceClassification, AutoTokenizer
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import torch
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model_name = "Daniel-Sousa/outputs"
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model = AutoModelForSequenceClassification.from_pretrained(model_name)
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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mapping = {
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0: 'It is not a disaster',
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1: 'Disaster',
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}
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def predict(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
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return mapping[round(predictions.item())]
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iface = gr.Interface(
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fn=predict,
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inputs="text",
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outputs="text",
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layout="vertical",
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title="Classificador de Tweets",
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description="Esse modelo é capaz de realizar uma análise de frases em Inglês do Tweet e diser se ela está refenciado um desastre ou não"
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)
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iface.launch()
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requirements.txt
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pandas==1.4.2
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Transformers==4.33.0
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Pytorch==2.0.0
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Datasets==2.1.0
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Tokenizers==0.13.3
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torch
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