dopecarpet/slice.py
2025-03-04 15:15:11 +00:00

161 lines
No EOL
6.7 KiB
Python

import argparse
import duckdb
import geohash
import geopandas as gpd
import pandas as pd
import json
import cbor2
from pathlib import Path
from shapely import wkb
from typing import List, Dict
def get_geohashes_from_bbox(min_x, min_y, max_x, max_y) -> List[str]:
"""Generates all 4-character Geohashes that intersect a bounding box."""
geohashes = set()
step_size = 0.25 # 4-character Geohash grid size
lat = min_y
while lat <= max_y:
lon = min_x
while lon <= max_x:
gh = geohash.encode(lat, lon, precision=4)
geohashes.add(gh)
lon += step_size
lat += step_size
return sorted(geohashes)
def append_to_parquet(file_path: Path, new_data: gpd.GeoDataFrame):
"""Appends new data to an existing Parquet file while ensuring correct merging."""
if file_path.exists():
try:
existing_data = gpd.read_parquet(file_path)
combined_data = pd.concat([existing_data, new_data], ignore_index=True)
if "feature_id" in combined_data.columns:
combined_data = combined_data.drop_duplicates(subset="feature_id", keep="last")
combined_data = combined_data.reset_index(drop=True)
combined_data.to_parquet(file_path, index=False)
print(f"✅ Appended new data to {file_path}")
except Exception as e:
print(f"❌ Error while merging {file_path}: {e}")
else:
new_data.to_parquet(file_path, index=False)
print(f"✅ Created new file: {file_path}")
def save_as_geojson(geohash_code: str, gdf: gpd.GeoDataFrame, output_path: Path):
"""Saves a GeoDataFrame as a GeoJSON file."""
geojson_file = output_path / f"{geohash_code}.geojson"
geojson_dict = json.loads(gdf.to_json())
with open(geojson_file, "w", encoding="utf-8") as f:
json.dump(geojson_dict, f)
print(f"✅ Saved GeoJSON: {geojson_file}")
def save_as_cbor(geohash_code: str, gdf: gpd.GeoDataFrame, output_path: Path):
"""Saves a GeoDataFrame as a CBOR file (compact binary format)."""
cbor_file = output_path / f"{geohash_code}.cbor"
geojson_dict = json.loads(gdf.to_json())
with open(cbor_file, "wb") as f:
cbor2.dump(geojson_dict, f)
print(f"✅ Saved CBOR: {cbor_file}")
def slice_and_split_geoparquet(input_file: str, output_dir: str, export_parquet: bool, export_geojson: bool, export_cbor: bool):
"""Splits the GeoParquet file into multiple files based on 4-character Geohash tiles."""
input_path, output_path = Path(input_file), Path(output_dir)
if not input_path.exists():
raise FileNotFoundError(f"File '{input_file}' not found.")
output_path.mkdir(parents=True, exist_ok=True)
print(f"📂 Processing '{input_file}', output will be saved in '{output_dir}'...")
# Connect to DuckDB and load spatial extension
con = duckdb.connect()
con.execute("INSTALL spatial; LOAD spatial;")
# Load the GeoParquet file into DuckDB
con.execute(f"CREATE TEMP TABLE geoparquet AS SELECT * FROM read_parquet('{input_path}') WHERE ST_GeometryType(geometry) IS NOT NULL AND ST_GeometryType(geometry) != 'POINT'")
# Precompute bounding boxes for all features
bbox_results = con.execute("""
SELECT feature_id, rowid, ST_XMin(ST_Envelope(geometry)), ST_YMin(ST_Envelope(geometry)),
ST_XMax(ST_Envelope(geometry)), ST_YMax(ST_Envelope(geometry))
FROM geoparquet;
""").fetchall()
# Map geohash codes to rowids
geohash_mapping: Dict[str, List[int]] = {}
for feature_id, rowid, min_x, min_y, max_x, max_y in bbox_results:
intersecting_geohashes = get_geohashes_from_bbox(min_x, min_y, max_x, max_y)
for geohash_code in intersecting_geohashes:
if geohash_code not in geohash_mapping:
geohash_mapping[geohash_code] = []
geohash_mapping[geohash_code].append(rowid)
# Process each geohash tile
for geohash_code, rowids in geohash_mapping.items():
geohash_bbox = geohash.bbox(geohash_code)
# Fetch and clip geometries for this geohash tile
filtered_data = con.execute(f"""
SELECT feature_id, tags,
ST_AsWKB(ST_Intersection(geometry,
ST_MakeEnvelope({geohash_bbox["w"]}, {geohash_bbox["s"]},
{geohash_bbox["e"]}, {geohash_bbox["n"]})))
AS clipped_geom
FROM geoparquet
WHERE rowid IN ({','.join(map(str, rowids))})
AND ST_Intersects(geometry,
ST_MakeEnvelope({geohash_bbox["w"]}, {geohash_bbox["s"]},
{geohash_bbox["e"]}, {geohash_bbox["n"]}));
""").fetchdf()
if not filtered_data.empty:
# Convert WKB geometries to Shapely geometries
filtered_data["geometry"] = filtered_data["clipped_geom"].apply(
lambda x: wkb.loads(bytes(x)) if isinstance(x, (bytes, bytearray)) else None
)
filtered_data.drop(columns=["clipped_geom"], inplace=True)
# Drop rows with invalid geometries
filtered_data = filtered_data.dropna(subset=["geometry"])
if not filtered_data.empty:
gdf = gpd.GeoDataFrame(filtered_data, geometry="geometry", crs="EPSG:4326")
# Export to desired formats
if export_parquet:
geohash_file = output_path / f"{geohash_code}.parquet"
append_to_parquet(geohash_file, gdf)
if export_geojson:
save_as_geojson(geohash_code, gdf, output_path)
if export_cbor:
save_as_cbor(geohash_code, gdf, output_path)
con.close()
print("🎉 Processing complete!")
def main():
parser = argparse.ArgumentParser(description="Split a GeoParquet file into Geohash tiles with export format options.")
parser.add_argument("-i", "--input", required=True, help="Path to the input GeoParquet file.")
parser.add_argument("-o", "--output", required=True, help="Directory to save output files.")
parser.add_argument("--parquet", action="store_true", help="Export as GeoParquet")
parser.add_argument("--geojson", action="store_true", help="Export as GeoJSON")
parser.add_argument("--cbor", action="store_true", help="Export as CBOR")
args = parser.parse_args()
if not (args.parquet or args.geojson or args.cbor):
args.parquet = True # Default to GeoParquet if no options are given
try:
slice_and_split_geoparquet(args.input, args.output, args.parquet, args.geojson, args.cbor)
except Exception as e:
print(f"❌ Error: {e}")
if __name__ == "__main__":
main()