umsee
commited on
Commit
•
6595106
1
Parent(s):
ea56466
text preprocessing added
Browse files
app.py
CHANGED
@@ -1,4 +1,5 @@
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import gradio as gr
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from fastai.text.all import *
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#loading the model from pretrained weights
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@@ -7,6 +8,11 @@ model = load_learner('emot.pkl')
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labels = ['sadnesss','joy','love','anger','fear','surprise']
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def make_prediction(text):
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choice,pos,preds= model.predict(text)
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return {labels[i]:float(preds[i]) for i in range(len(labels))}
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import gradio as gr
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import string
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from fastai.text.all import *
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#loading the model from pretrained weights
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labels = ['sadnesss','joy','love','anger','fear','surprise']
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def make_prediction(text):
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#text preprocessing
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tr = str.maketrans('','',string.punctuation)
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text=text.translate(tr).lower()
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#making prediction by passing to model
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choice,pos,preds= model.predict(text)
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return {labels[i]:float(preds[i]) for i in range(len(labels))}
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