Comments (3)
Hi @lymperis-e , I think your problem is relative to QGIS and how you call pytorch in the background, not segment-geospatial.
To avoid freeze and errors in one of my script, I had to add this code to the class definition :
class Process(QgsProcessingAlgorithm):
...
def flags(self):
return super().flags() | QgsProcessingAlgorithm.FlagNoThreading
Not sure if it's the same logic in plugins...
But I'm pretty sure this is a threading problem, which is common when coding PyQt (except if it is indeed just a slow CPU).
Hope this will help.
(Edit : it does not look like there are similar flags for plugins, but may be wrapping your process in a QgsProcessingAlgorithm
will allow you to better control its execution).
from segment-geospatial.
It works fine on my end. Do you have a GPU? Running on CPU can be pretty slow and might look like frozen.
import os
import torch
from samgeo import SamGeo, tms_to_geotiff
bbox = [-95.3704, 29.6762, -95.368, 29.6775]
image = 'satellite.tif'
tms_to_geotiff(output=image, bbox=bbox, zoom=20, source='Satellite')
out_dir = os.path.join(os.path.expanduser('~'), 'Downloads')
checkpoint = os.path.join(out_dir, 'sam_vit_h_4b8939.pth')
device = 'cuda' if torch.cuda.is_available() else 'cpu'
sam = SamGeo(
checkpoint=checkpoint,
model_type='vit_h',
device=device,
erosion_kernel=(3, 3),
mask_multiplier=255,
sam_kwargs=None,
)
mask = 'segment.tiff'
sam.generate(image, mask)
vector = 'segment.gpkg'
sam.tiff_to_gpkg(mask, vector, simplify_tolerance=None)
from segment-geospatial.
@vidlb Thank you for helping out. Closing this issue for now. Feel free to reopen it if you are still experiencing issues @lymperis-e
from segment-geospatial.
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from segment-geospatial.