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# Imports packages | |
from duckduckgo_search import ddg_images | |
from fastcore.all import * | |
import fastbook | |
from fastbook import * | |
from fastai.vision.widgets import * | |
from fastdownload import download_url | |
from fastai.vision.all import * | |
import gradio as gr | |
learn = load_learner('biomes_model.pkl') | |
categories = ('aquatic', 'desert', 'forest', 'grassland', 'tundra') | |
def classify_image(img): | |
pred,idx,probs = learn.predict(img) | |
return dict(zip(categories, map(float,probs))) | |
image = gr.inputs.Image(shape=(192,192)) | |
label = gr.outputs.Label() | |
examples = ['forest.jpg', 'grassland.jpg', 'desert.jpg', 'aquatic.jpg', 'tundra.jpg'] | |
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples, | |
title="Biomes classifier", | |
description = "A biome classifier trained with online images.") | |
intf.launch(inline=False) |