martinolmos commited on
Commit
0ec5aaa
1 Parent(s): e448486

deploy papu vs beckham classifier to huggingface spaces

Browse files
Files changed (5) hide show
  1. app.py +20 -0
  2. beckham.jpg +0 -0
  3. export.pkl +3 -0
  4. papu.jpg +0 -0
  5. requirements.txt +2 -0
app.py ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ from fastai.vision.all import *
3
+ import skimage
4
+
5
+ learn = load_learner('export.pkl')
6
+
7
+ labels = learn.dls.vocab
8
+ def predict(img):
9
+ img = PILImage.create(img)
10
+ pred,pred_idx,probs = learn.predict(img)
11
+ return {labels[i]: float(probs[i]) for i in range(len(labels))}
12
+
13
+ title = "Papu vs. Beckham"
14
+ description = "Clasificador de imágenes de Papu Gomez y David Beckham. Son tan parecidos qué tuvimos que crear un clasificador basado en inteligencia artificial para distinguirlos.\n(Created with fastai as a demo for Gradio and HuggingFace Spaces)"
15
+ article="<p style='text-align: center'><a href='https://www.ole.com.ar/seleccion/messi-kun-aguero-papu-gomez-beckham-corte-pelo-twitch_0_y5GKfj2QAr.html' target='_blank'>Blog post</a></p>"
16
+ examples = ['images/beckham.jpg']
17
+ interpretation='default'
18
+ enable_queue=True
19
+
20
+ gr.Interface(fn=predict,inputs=gr.inputs.Image(shape=(512, 512)),outputs=gr.outputs.Label(num_top_classes=3),title=title,description=description,article=article,examples=examples,interpretation=interpretation,enable_queue=enable_queue).launch()
beckham.jpg ADDED
export.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ed345729cc1932ae4b7b609e40620474dcf2d68c7428676bcaf52fb0f6717f00
3
+ size 46961679
papu.jpg ADDED
requirements.txt ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ fastai
2
+ scikit-image