Spaces:
Runtime error
Runtime error
Upload 2 files
Browse files- .gitattributes +1 -0
- app.py +21 -0
- cats_dogs.pk1 +3 -0
.gitattributes
CHANGED
|
@@ -32,3 +32,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 32 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 33 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
| 32 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 33 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
| 35 |
+
cats_dogs.pk1 filter=lfs diff=lfs merge=lfs -text
|
app.py
ADDED
|
@@ -0,0 +1,21 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
__all__ = ['is_cat', 'learner_pets', 'categories', 'classify_pet', 'image', 'label', 'examples', 'intf']
|
| 2 |
+
|
| 3 |
+
from fastai.vision.all import *
|
| 4 |
+
import gradio as gr
|
| 5 |
+
|
| 6 |
+
def is_cat(x): return x[0].isupper()
|
| 7 |
+
|
| 8 |
+
learner_pets = load_learner('cats_dogs.pk1')
|
| 9 |
+
categories = ['Dog', 'Cat']
|
| 10 |
+
|
| 11 |
+
def classify_pet(img):
|
| 12 |
+
prediction, index, probability = learner_pets.predict(img)
|
| 13 |
+
return dict(zip(categories, map(float, probability)))
|
| 14 |
+
|
| 15 |
+
intf = gr.Interface(fn=classify_pet,
|
| 16 |
+
inputs=gr.Image(shape=(192, 192)),
|
| 17 |
+
outputs=gr.Label(),
|
| 18 |
+
examples=['dog.jpeg', 'cat.png', 'not_sure.jpeg'])
|
| 19 |
+
intf.launch(inline=False)
|
| 20 |
+
|
| 21 |
+
|
cats_dogs.pk1
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e7503282d639e3546ac7aceef1c955a087f9a70c3477460dae690c837fdae130
|
| 3 |
+
size 47065195
|