Spaces:
Runtime error
Runtime error
File size: 834 Bytes
862f7ad 4164d65 862f7ad ac8e8f6 862f7ad e2bbc4f 862f7ad 3d127e0 862f7ad 4164d65 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 |
# %%
#|export
from fastai.vision.all import *
import gradio as gr
def is_bird(x): return x[0].isupper()
# %%
im = PILImage.create('dog.jpeg')
im.thumbnail((192,192))
im
# %%
##temp = pathlib.PosixPath
#pathlib.PosixPath = pathlib.WindowsPath
# %%
#|export
learn = load_learner('birdclassifiermodel.pkl')
# %%
learn.predict(im)
# %%
#|export
categories = ('bird','not a bird')
def classify_image(img):
pred,idx,probs = learn.predict(img)
return dict(zip(categories, map(float,probs)))
# %%
classify_image(im)
# %%
#|export
image = gr.inputs.Image(shape =(192,192))
label = gr.outputs.Label()
examples = ['dog.jpeg','bird1.jpg', 'bird2.jpg', 'forest1.jpg', 'forest2.jpg']
intf = gr.Interface(fn =classify_image, inputs=image, outputs=label, examples = examples)
intf.launch(inline=False)
# %%
# %% [markdown]
#
|