Ioannis Panagis commited on
Commit
290db17
1 Parent(s): e142166

adding app files

Browse files
Files changed (4) hide show
  1. app.ipynb +0 -0
  2. app.py +27 -0
  3. requirements.txt +3 -0
  4. train.ipynb +0 -0
app.ipynb ADDED
The diff for this file is too large to render. See raw diff
 
app.py ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # AUTOGENERATED! DO NOT EDIT! File to edit: . (unless otherwise specified).
2
+
3
+ __all__ = ['learn', 'classify_image', 'categories', 'image', 'label', 'examples', 'intf']
4
+
5
+ # Cell
6
+ from fastai.vision.all import *
7
+ import gradio as gr
8
+ import timm
9
+
10
+ # Cell
11
+ learn = load_learner('model.pkl')
12
+
13
+ # Cell
14
+ categories = learn.dls.vocab
15
+
16
+ def classify_image(img):
17
+ pred,idx,probs = learn.predict(img)
18
+ return dict(zip(categories, map(float,probs)))
19
+
20
+ # Cell
21
+ image = gr.inputs.Image(shape=(192, 192))
22
+ label = gr.outputs.Label()
23
+ examples = ['basset.jpg']
24
+
25
+ # Cell
26
+ intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
27
+ intf.launch()
requirements.txt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ torch <1.12
2
+ fastai>2.6.1
3
+ timm
train.ipynb ADDED
The diff for this file is too large to render. See raw diff