-
Notifications
You must be signed in to change notification settings - Fork 9
/
gee-pwater-data.py
69 lines (56 loc) · 2.33 KB
/
gee-pwater-data.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
import argparse
import os
import glob
import concurrent.futures
from google.auth.transport.requests import AuthorizedSession
import ee
import restee as ree
from tqdm import tqdm
from helpers import restgee_data
def main(args):
#DEM dir creation
os.makedirs(os.path.join(args.out_dir,'pwater'), exist_ok=True)
ee.Authenticate(auth_mode='notebook')
session = AuthorizedSession(ee.data.get_persistent_credentials())
# Creating a restee session
class EESessionContainer(ree.EESession):
def __init__(self, project, session):
self._PROJECT = project
self._SESSION = session
# Create an EESesssion object with the correct permissions
ee_session = EESessionContainer(args.cld_projid, session)
# Authenticate EE with the session credentials
ee.Initialize(ee_session.session.credentials, project=args.cld_projid)
# JRC water data
occurrence = ee.Image('JRC/GSW1_4/GlobalSurfaceWater').select('occurrence')
# One of 2 polarization
chip_list = sorted(glob.glob(os.path.join(args.in_dir,'*.tif'), recursive = True))
with tqdm(total=len(chip_list),position=0, leave=True, desc="GEE data request progress: JRC Water") as pbar:
with concurrent.futures.ThreadPoolExecutor(max_workers=15) as executor:
# Start the load operations and mark each future with its chip
future_to_chip = {executor.submit(restgee_data,chip,occurrence, 'occurrence', os.path.join(args.out_dir,'pwater'),ee_session): chip for chip in chip_list}
for future in concurrent.futures.as_completed(future_to_chip):
chip = future_to_chip[future]
pbar.update(n=1)
if __name__ == "__main__":
parser = argparse.ArgumentParser(description='Downloading corresponding JRC permanent water tile from GEE for a given raster chip')
parser.add_argument(
"--cld_projid",
required=True,
type=str,
help="Cloud project id",
)
parser.add_argument(
"--in_dir",
type=str,
required=True,
help="Input tile directory",
)
parser.add_argument(
"--out_dir",
type=str,
required=True,
help="Output folder for corresponding permanent water tiles",
)
args = parser.parse_args()
main(args)