Commit
·
6ed2700
1
Parent(s):
9a811e6
fn 6
Browse files
app.py
CHANGED
|
@@ -22,20 +22,28 @@ def predict_sentiment(text):
|
|
| 22 |
# Normalize the probabilities
|
| 23 |
proba /= proba.sum()
|
| 24 |
# Return the probability distribution
|
| 25 |
-
return {
|
| 26 |
|
| 27 |
-
#
|
|
|
|
|
|
|
|
|
|
| 28 |
iface = gr.Interface(
|
| 29 |
-
fn=predict_sentiment,
|
| 30 |
-
inputs=gr.inputs.Textbox(label=
|
| 31 |
-
outputs=gr.outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 32 |
)
|
| 33 |
|
| 34 |
-
#
|
| 35 |
-
|
| 36 |
-
|
| 37 |
-
|
| 38 |
-
iface.outputs[0].
|
| 39 |
|
| 40 |
# Launch the interface
|
| 41 |
iface.launch()
|
|
|
|
| 22 |
# Normalize the probabilities
|
| 23 |
proba /= proba.sum()
|
| 24 |
# Return the probability distribution
|
| 25 |
+
return {'Positive': float(proba[0]), 'Negative': float(proba[1]), 'Neutral': float(proba[2])}
|
| 26 |
|
| 27 |
+
# Define the possible classes
|
| 28 |
+
classes = ['Positive', 'Negative', 'Neutral']
|
| 29 |
+
|
| 30 |
+
# Define the Gradio interface
|
| 31 |
iface = gr.Interface(
|
| 32 |
+
fn=predict_sentiment,
|
| 33 |
+
inputs=gr.inputs.Textbox(label='Enter text here'),
|
| 34 |
+
outputs=gr.outputs.Bar(label='Sentiment Distribution',
|
| 35 |
+
colors=['#2a9d8f', '#e76f51', '#264653'],
|
| 36 |
+
value=[0.3, 0.3, 0.3],
|
| 37 |
+
min=0,
|
| 38 |
+
max=1),
|
| 39 |
+
title='SENTIMENT ANALYSIS'
|
| 40 |
)
|
| 41 |
|
| 42 |
+
# Set the class labels for the output
|
| 43 |
+
iface.outputs[0].type = 'bar'
|
| 44 |
+
iface.outputs[0].label = 'Sentiment Distribution'
|
| 45 |
+
iface.outputs[0].determine_labels_from_data = False
|
| 46 |
+
iface.outputs[0].labels = classes
|
| 47 |
|
| 48 |
# Launch the interface
|
| 49 |
iface.launch()
|