Mayel1233
commited on
Commit
•
d4d6160
1
Parent(s):
7458087
main
Browse files- app.ipynb +0 -0
- app.py +21 -0
- basset.jpg +0 -0
- model.pkl +3 -0
- requirements.txt +5 -0
- 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 +1,21 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from fastai.vision.all import *
|
| 2 |
+
import gradio as gr
|
| 3 |
+
import timm
|
| 4 |
+
|
| 5 |
+
|
| 6 |
+
learn = load_learner('model.pkl')
|
| 7 |
+
learn.predict(im)
|
| 8 |
+
|
| 9 |
+
categories = learn.dls.vocab
|
| 10 |
+
|
| 11 |
+
def classify_image(img):
|
| 12 |
+
pred,idx,probs = learn.predict(img)
|
| 13 |
+
return dict(zip(categories, map(float,probs)))
|
| 14 |
+
|
| 15 |
+
image = gr.inputs.Image(shape=(192, 192))
|
| 16 |
+
label = gr.outputs.Label()
|
| 17 |
+
examples = ['basset.jpg']
|
| 18 |
+
|
| 19 |
+
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
|
| 20 |
+
intf.launch(inline=False)
|
| 21 |
+
|
basset.jpg
ADDED
|
model.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ad467a1e20527493d865b8a3e45574e920bb82d84da146490ed67105c51c56f6
|
| 3 |
+
size 87641579
|
requirements.txt
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
fastai
|
| 2 |
+
torch
|
| 3 |
+
gradio
|
| 4 |
+
numpy
|
| 5 |
+
pandas
|
train.ipynb
ADDED
|
The diff for this file is too large to render.
See raw diff
|