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# based on https://huggingface.co/spaces/NimaBoscarino/climategan/blob/main/app.py # noqa: E501 | |
# thank you @NimaBoscarino | |
import os | |
import gradio as gr | |
import googlemaps | |
from skimage import io | |
from urllib import parse | |
from inferences import ClimateGAN | |
def predict(api_key): | |
def _predict(*args): | |
print("args: ", args) | |
image = place = None | |
if len(args) == 1: | |
image = args[0] | |
else: | |
assert len(args) == 2, "Unknown number of inputs {}".format(len(args)) | |
image, place = args | |
if api_key and place: | |
geocode_result = gmaps.geocode(place) | |
address = geocode_result[0]["formatted_address"] | |
static_map_url = f"https://maps.googleapis.com/maps/api/streetview?size=640x640&location={parse.quote(address)}&source=outdoor&key={api_key}" | |
img_np = io.imread(static_map_url) | |
else: | |
img_np = image | |
flood, wildfire, smog = model.inference(img_np) | |
return img_np, flood, wildfire, smog | |
return _predict | |
if __name__ == "__main__": | |
api_key = os.environ.get("GMAPS_API_KEY") | |
gmaps = None | |
if api_key is not None: | |
gmaps = googlemaps.Client(key=api_key) | |
model = ClimateGAN(model_path="config/model/masker") | |
inputs = inputs = [gr.inputs.Image(label="Input Image")] | |
if api_key: | |
inputs += [gr.inputs.Textbox(label="Address or place name")] | |
gr.Interface( | |
predict(api_key), | |
inputs=[ | |
gr.inputs.Textbox(label="Address or place name"), | |
gr.inputs.Image(label="Input Image"), | |
], | |
outputs=[ | |
gr.outputs.Image(type="numpy", label="Original image"), | |
gr.outputs.Image(type="numpy", label="Flooding"), | |
gr.outputs.Image(type="numpy", label="Wildfire"), | |
gr.outputs.Image(type="numpy", label="Smog"), | |
], | |
title="ClimateGAN: Visualize Climate Change", | |
description='Climate change does not impact everyone equally. This Space shows the effects of the climate emergency, "one address at a time". Visit the original experience at <a href="https://thisclimatedoesnotexist.com/">ThisClimateDoesNotExist.com</a>.<br>Enter an address or place name, and ClimateGAN will generate images showing how the location could be impacted by flooding, wildfires, or smog.', # noqa: E501 | |
article="<p style='text-align: center'>This project is an unofficial clone of <a href='https://thisclimatedoesnotexist.com/'>ThisClimateDoesNotExist</a> | <a href='https://github.com/cc-ai/climategan'>ClimateGAN GitHub Repo</a></p>", # noqa: E501 | |
# examples=[ | |
# "Vancouver Art Gallery", | |
# "Chicago Bean", | |
# "Duomo Siracusa", | |
# ], | |
css=".footer{display:none !important}", | |
).launch() | |