Created
December 10, 2018 10:09
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from clarifai.rest import ClarifaiApp | |
from clarifai.rest import Image as ClImage | |
#register the Aoolication | |
app = ClarifaiApp(api_key='add_your_api_key') | |
#upload 10 images for 'dogs' concept | |
img1 = ClImage(file_obj=open('DogImages/dog1.jpg', 'rb'),concepts=['dogs']) | |
img2 = ClImage(file_obj=open('DogImages/dog2.jpg', 'rb'),concepts=['dogs']) | |
img3 = ClImage(file_obj=open('DogImages/dog3.jpg', 'rb'),concepts=['dogs']) | |
img4 = ClImage(file_obj=open('DogImages/dog4.jpg', 'rb'),concepts=['dogs']) | |
img5 = ClImage(file_obj=open('DogImages/dog5.jpg', 'rb'),concepts=['dogs']) | |
img6 = ClImage(file_obj=open('DogImages/dog6.jpg', 'rb'),concepts=['dogs']) | |
img7 = ClImage(file_obj=open('DogImages/dog7.jpg', 'rb'),concepts=['dogs']) | |
img8 = ClImage(file_obj=open('DogImages/dog8.jpg', 'rb'),concepts=['dogs']) | |
img9 = ClImage(file_obj=open('DogImages/dog9.jpg', 'rb'),concepts=['dogs']) | |
img10 = ClImage(file_obj=open('DogImages/dog10.jpg', 'rb'),concepts=['dogs']) | |
#upload 10 images for 'cats' concept | |
img11 = ClImage(file_obj=open('CatImages/cat1.jpg', 'rb'),concepts=['cats']) | |
img12 = ClImage(file_obj=open('CatImages/cat2.jpg', 'rb'),concepts=['cats']) | |
img13 = ClImage(file_obj=open('CatImages/cat3.jpg', 'rb'),concepts=['cats']) | |
img14 = ClImage(file_obj=open('CatImages/cat4.jpg', 'rb'),concepts=['cats']) | |
img15 = ClImage(file_obj=open('CatImages/cat5.jpg', 'rb'),concepts=['cats']) | |
img16 = ClImage(file_obj=open('CatImages/cat6.jpg', 'rb'),concepts=['cats']) | |
img17 = ClImage(file_obj=open('CatImages/cat7.jpg', 'rb'),concepts=['cats']) | |
img18 = ClImage(file_obj=open('CatImages/cat8.jpg', 'rb'),concepts=['cats']) | |
img19 = ClImage(file_obj=open('CatImages/cat9.jpg', 'rb'),concepts=['cats']) | |
img20 = ClImage(file_obj=open('CatImages/cat10.jpg', 'rb'),concepts=['cats']) | |
#add images to Application | |
app.inputs.bulk_create_images([img1, img2, img3, img4, img5, img6, img7, img8, img9, img10, img11, img12, img13, img14, | |
img15, img16, img17,img18, img19, img20]) | |
#create the model | |
app.models.create('pets', concepts=['dogs','cats']) | |
#get the 'pets' model from application | |
model = app.models.get('pets') | |
#train the model | |
model.train() |
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