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main.py
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from maputil import *
import yaml
import os
from pathlib import Path
import pandas as pd
import geopandas as gpd
def main(config_path):
with open(config_path, "r") as config:
config = yaml.safe_load(config)
PLANET_API_KEY = config['key']
geom_path = config['geom_path']
catalog_path = config['catalog_path']
catalog_temp_dir = config['catalog_temp_dir']
list_quad_URL = config['list_quad_url']
dates = config['dates']
bbox = config['bbox']
batch_size = config['batch_size']
quad_dir = config['quad_dir']
tile_dir = config['tile_dir']
temp_dir = config['temp_dir']
tilefile_path = config['tilefile_path']
dst_width = config['dst_width']
dst_height = config['dst_height']
nbands = config['nbands']
dst_crs = config['dst_crs']
quad_name = config['quad_name']
tile_name = config['tile_name']
num_cores = config['num_cores']
verbose = config['verbose']
create_log = config['create_log']
log_dir = config['log_dir']
log_name = config['log_name']
use_date = config['use_date']
if os.path.isfile(geom_path):
geom_gdf = gpd.read_file(geom_path)
aoi = geom_gdf[['geometry']].dissolve()
else:
aoi = None
downloader = PlanetDownloader()
quads_url = None
# Logging
if create_log:
log = True
if not os.path.isdir(log_dir):
os.mkdir(log_dir)
logger = logging.getLogger("maputils")
else:
log = False
if config['doGetGrid']:
if not os.path.isfile(catalog_path):
if batch_size and batch_size > 0:
progress_reporter(f"Getting NICI grid in {batch_size} batches",
verbose, log, logger)
assert len(dates) == 1, "Download 1 date at a time with batch'"
if not os.path.isdir(catalog_temp_dir):
os.mkdir(catalog_temp_dir)
for k,g in geom_gdf.groupby(
np.arange(len(geom_gdf))//batch_size
):
temp_file = Path(catalog_temp_dir) / f'temp_{k}.geojson'
if not os.path.isfile(temp_file):
bbox_aoi = g.total_bounds
quads_gdf, quads_url = downloader.get_basemap_grid (
PLANET_API_KEY, list_quad_URL, temp_file,
dates=dates, bbox=bbox_aoi
)
quads_gdf = gpd.overlay(aoi, quads_gdf)
quads_gdf = gpd.sjoin(left_df=quads_gdf, right_df=aoi)\
.drop(columns=['index_right'])
progress_reporter("Merging temp catalogs", verbose, log, logger)
gdfs = [gpd.read_file(Path(catalog_temp_dir)/f)
for f in os.listdir(catalog_temp_dir)]
gdf = pd.concat(gdfs).pipe(gpd.GeoDataFrame)
quads_gdf = gpd.overlay(aoi, gdf)
quads_gdf = gpd.sjoin(left_df=quads_gdf, right_df=aoi)\
.drop(columns=['index_right'])
progress_reporter(f"Saving catalog {catalog_path}", verbose,
log, logger)
quads_gdf.to_file(catalog_path)
progress_reporter(f"{len(gdf.index)}, {gdf.crs}", verbose,
log, logger)
else:
quads_gdf, quads_url = downloader.get_basemap_grid (
PLANET_API_KEY, list_quad_URL, catalog_path,
dates=dates, aoi=aoi, bbox=bbox
)
if config['doDownload']:
if not os.path.isdir(quad_dir):
os.mkdir(quad_dir)
if quads_url:
quads_url = f"{quads_url}/<id>/full?api_key={PLANET_API_KEY}"
if batch_size and batch_size > 0:
for mini_cat in os.listdir(catalog_temp_dir):
progress_reporter(f"Downloading from {mini_cat}", verbose, log,
logger)
mini_cat_path = Path(catalog_temp_dir) / mini_cat
quads_gdf = gpd.read_file(mini_cat_path)
downloader.download_tiles(
PLANET_API_KEY, quad_dir, quad_name, quads_gdf=quads_gdf,
download_url=quads_url, list_quad_URL=list_quad_URL,
dates=dates, bbox=bbox
)
else:
quads_gdf = gpd.read_file(catalog_path)
progress_reporter(f"Downloading {len(quads_gdf.index)} quads",
verbose, log, logger)
downloader.download_tiles(
PLANET_API_KEY, quad_dir, quad_name, quads_gdf=quads_gdf,
download_url=quads_url, list_quad_URL=list_quad_URL,
dates=dates, bbox=bbox
)
if config['doRetile']:
progress_reporter("Retiling images", verbose, log, logger)
if not os.path.isdir(tile_dir):
os.mkdir(tile_dir)
if not os.path.isdir(temp_dir):
os.mkdir(temp_dir)
errors = downloader.retiler(
tile_dir, quad_dir, temp_dir, tilefile_path, dates,
dst_width, dst_height, nbands, dst_crs,
tile_name, num_cores, verbose, log, logger, quads_gdf
)
progress_reporter(f"errors: {errors}", verbose, log, logger)
setup_logger(log_dir, log_name, True)
if __name__ =='__main__':
main('config/config.yml')