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# -*- coding: utf-8 -*- | |
"""Biome_Classifier_4.ipynb | |
Automatically generated by Colaboratory. | |
Original file is located at | |
https://colab.research.google.com/drive/18IX5V6Qgf-WhhfFRvT9KZZXu5_dCs4pT | |
""" | |
from google.colab import drive | |
drive.mount('/content/drive') | |
# Commented out IPython magic to ensure Python compatibility. | |
# #hide | |
# %%capture | |
# ! [ -e /content ] && pip install -Uqq fastbook | |
# ! pip install gradio==3.50 | |
# ! pip install nbdev | |
# | |
# import fastbook | |
# fastbook.setup_book | |
#hide | |
from fastbook import * | |
from fastai.vision.widgets import * | |
import skimage | |
gpath = '/content/drive/MyDrive/' | |
learn = load_learner(gpath +'/BiomeClassifierModel.pkl') | |
labels = learn.dls.vocab | |
def predict(img): | |
img = PILImage.create(img) | |
pred,pred_idx,probs = learn.predict(img) | |
return {labels[i]: float(probs[i]) for i in range(len(labels))} | |
import gradio as gr | |
title = "Biome Classifier" | |
description = "World's first biome classifier powered by Artificial Intelligence<br>This neural network analyzes any nature photo and identifies what type of biome it depicts<br>Feel free to upload your own photo or try some examples below<br>Written by David Willis" | |
article="<p style='text-align: center'><a href='www.linkedin.com/in/david-willis-dev' target='_blank'>LinkedIn Profile,/a.</p>" | |
examples= [gpath + 'forest.jpeg', gpath + 'aquatic.jpeg', gpath + 'desert.jpg', gpath + 'grassland.jpg', gpath + 'tundra.jpeg'] | |
interpretation='default' | |
enable_queue=True | |
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(share=True) | |