Spaces:
Build error
Build error
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,28 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
from fastai.vision.all import *
|
| 3 |
+
import skimage
|
| 4 |
+
|
| 5 |
+
learn = load_learner('characters.pkl')
|
| 6 |
+
|
| 7 |
+
labels = learn.dls.vocab
|
| 8 |
+
def predict(img):
|
| 9 |
+
pred, pred_idx, probs = learn.predict(img)
|
| 10 |
+
return {labels[i]: float(probs[i]) for i in range(len(labels))}
|
| 11 |
+
|
| 12 |
+
title = "Video Game Character Classifier"
|
| 13 |
+
examples = ['ellie.jpg', 'arthur.jpg', 'kratos.jpg', 'ellielou.jpg']
|
| 14 |
+
|
| 15 |
+
# Updated Gradio Interface with new syntax
|
| 16 |
+
with gr.Blocks() as demo:
|
| 17 |
+
gr.Markdown("# " + title)
|
| 18 |
+
image_input = gr.Image(shape=(128, 128))
|
| 19 |
+
label_output = gr.Label()
|
| 20 |
+
|
| 21 |
+
# Create submit button
|
| 22 |
+
submit_btn = gr.Button("Classify")
|
| 23 |
+
submit_btn.click(fn=predict, inputs=image_input, outputs=label_output)
|
| 24 |
+
|
| 25 |
+
# Adding examples
|
| 26 |
+
gr.Examples(examples, inputs=image_input, outputs=label_output, fn=predict)
|
| 27 |
+
|
| 28 |
+
demo.launch()
|