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Create app.py
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app.py
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| 1 |
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import gradio as gr
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import numpy as np
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import torch
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import matplotlib.pyplot as plt
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import cv2
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import os
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import leafmap
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from samgeo import SamGeo, show_image, download_file, overlay_images, tms_to_geotiff
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from zipfile import ZipFile
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#initialize the model
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sam = SamGeo(
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model_type="vit_h",
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checkpoint='sam_vit_h_4b8939.pth',
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sam_kwargs=None,
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)
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#mkdir for app
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storage='app_store'
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if os.path.exists(storage):
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pass
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else:
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os.mkdir(storage)
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zip_folder=f'{storage}/zip_folder'
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if os.path.exists(zip_folder):
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pass
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else:
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os.mkdir(zip_folder)
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def get_all_file_paths(directory):
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# initializing empty file paths list
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file_paths = []
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# crawling through directory and subdirectories
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for root, directories, files in os.walk(directory):
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for filename in files:
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# join the two strings in order to form the full filepath.
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filepath = os.path.join(root, filename)
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file_paths.append(filepath)
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# returning all file paths
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return file_paths
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def get_shape_files(image):
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filename, file_extension = os.path.splitext(image.name)
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if file_extension=='tif':
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out_file=f'{storage}/{image.name}'
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if os.path.exists(out_file):
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pass
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else:
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os.mkdir(out_file)
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sam.generate(image.name, output="masks.tif", foreground=True, unique=True)
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sam.tiff_to_vector("masks.tif", out_file)
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# writing files to a zipfile
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file_paths=get_all_file_paths(out_file)
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# for file_name in file_paths:
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# print(file_name)
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with ZipFile(f'{zip_folder}/{image.name}.zip','w') as zip:
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# writing each file one by one
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for file in file_paths:
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zip.write(file)
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print('All files zipped successfully!')
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return f'{zip_folder}/{image.name}.zip'
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# get_shape_files(image)
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else:
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return "Try uploading .tif file for processing!."
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my_app = gr.Blocks()
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with my_app:
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gr.Markdown("Segmenting Satellite Image")
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with gr.TabItem("Get Shapefiles"):
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with gr.Row():
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with gr.Column():
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img_source = gr.File(label="Please select source tif")
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source_image_loader = gr.Button("Get Shape File")
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with gr.Column():
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output = gr.outputs.File("zip")
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source_image_loader.click(get_shape_files,img_source,output)
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my_app.launch(debug = True)
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