Spaces:
Runtime error
Runtime error
archietramjnj
commited on
Commit
•
f20d83d
1
Parent(s):
b1b58e2
upload app
Browse files- Benign1.jpg +0 -0
- Benign2.jpg +0 -0
- Benign3.jpg +0 -0
- Malignant1.jpg +0 -0
- Malignant2.jpg +0 -0
- Malignant3.jpg +0 -0
- app.ipynb +0 -0
- app.py +20 -0
- export.pkl +3 -0
- requirements.txt +2 -0
Benign1.jpg
ADDED
Benign2.jpg
ADDED
Benign3.jpg
ADDED
Malignant1.jpg
ADDED
Malignant2.jpg
ADDED
Malignant3.jpg
ADDED
app.ipynb
ADDED
File without changes
|
app.py
ADDED
@@ -0,0 +1,20 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from fastai.vision.all import *
|
2 |
+
import gradio as gr
|
3 |
+
|
4 |
+
learn = load_learner('export.pkl')
|
5 |
+
|
6 |
+
categories = ('Benign', 'Malignant')
|
7 |
+
|
8 |
+
def classify_image(img):
|
9 |
+
pred,idx,probs = learn.predict(img)
|
10 |
+
return dict(zip(categories, map(float,probs)))
|
11 |
+
|
12 |
+
image = gr.inputs.Image(shape=(192,192))
|
13 |
+
label = gr.outputs.Label()
|
14 |
+
examples = ['Benign1.jpg','Benign2.jpg','Benign3.jpg', 'Malignant1.jpg', 'Malignant2.jpg', 'Malignant3.jpg']
|
15 |
+
title = 'Skin Cancer Predictor'
|
16 |
+
description = 'This app predicts whether skin cancer is benign or malignant. For reference only.'
|
17 |
+
article = "Author: <a href=\"https://huggingface.co/archietram\">Archie Tram</a>. "
|
18 |
+
|
19 |
+
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
|
20 |
+
intf.launch(inline=False)
|
export.pkl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:13bfd8d2000c9d5b2fe6240bc9f62624ec82b14388f5b526c7a586b67ebb14b4
|
3 |
+
size 64621065
|
requirements.txt
ADDED
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
1 |
+
fastai
|
2 |
+
timm
|