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Add read/write OGR Parquet (Apache Parquet) and 'Arrow' (Apache Arrow…
… IPC File/Feather or stream) drivers - Only CMake build support - Requires Arrow C++ library, with Parquet component for the Parquet driver - Geospatial support a bit experimental as the GeoParquet and GeoArrow specs are still in early stage. - CI: tested with Ubuntu Arrow .deb, and Windows Conda package - Docker: Arrow added as a dependency to ubuntu-full
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#!/usr/bin/env python | ||
# -*- coding: utf-8 -*- | ||
############################################################################### | ||
# $Id$ | ||
# | ||
# Project: GDAL/OGR Test Suite | ||
# Purpose: Test read functionality for OGR Parquet driver. | ||
# Author: Even Rouault <even dot rouault at spatialys.com> | ||
# | ||
############################################################################### | ||
# Copyright (c) 2022, Planet Labs | ||
# | ||
# Permission is hereby granted, free of charge, to any person obtaining a | ||
# copy of this software and associated documentation files (the "Software"), | ||
# to deal in the Software without restriction, including without limitation | ||
# the rights to use, copy, modify, merge, publish, distribute, sublicense, | ||
# and/or sell copies of the Software, and to permit persons to whom the | ||
# Software is furnished to do so, subject to the following conditions: | ||
# | ||
# The above copyright notice and this permission notice shall be included | ||
# in all copies or substantial portions of the Software. | ||
# | ||
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS | ||
# OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL | ||
# THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING | ||
# FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER | ||
# DEALINGS IN THE SOFTWARE. | ||
############################################################################### | ||
|
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wkt_epsg_4326 = 'GEOGCRS["WGS 84",ENSEMBLE["World Geodetic ' + \ | ||
'System 1984 ensemble",MEMBER["World Geodetic ' + \ | ||
'System 1984 (Transit)"],MEMBER["World ' + \ | ||
'Geodetic System 1984 (G730)"],MEMBER["World ' + \ | ||
'Geodetic System 1984 (G873)"],MEMBER["World ' + \ | ||
'Geodetic System 1984 (G1150)"],MEMBER["World ' + \ | ||
'Geodetic System 1984 (G1674)"],MEMBER["World ' + \ | ||
'Geodetic System 1984 (G1762)"],MEMBER["World ' + \ | ||
'Geodetic System 1984 ' + \ | ||
'(G2139)"],ELLIPSOID["WGS ' + \ | ||
'84",6378137,298.257223563],ENSEMBLEACCURACY[2.0]],CS[ellipsoidal,2],AXIS["geodetic ' + \ | ||
'latitude (Lat)",north],AXIS["geodetic ' + \ | ||
'longitude ' + \ | ||
'(Lon)",east],UNIT["degree",0.0174532925199433],USAGE[SCOPE["Horizontal ' + \ | ||
'component of 3D ' + \ | ||
'system."],AREA["World."],BBOX[-90,-180,90,180]],ID["EPSG",4326]]' | ||
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def generate_test_parquet(): | ||
import pyarrow as pa | ||
import datetime | ||
import decimal | ||
import json | ||
import pandas as pd | ||
import pathlib | ||
import pyarrow.parquet as pq | ||
import struct | ||
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boolean = pa.array([True, False, None, False, True], type=pa.bool_()) | ||
uint8 = pa.array([None if i == 2 else 1 + i for i in range(5)], type=pa.uint8()) | ||
int8 = pa.array([None if i == 2 else -2 + i for i in range(5)], type=pa.int8()) | ||
uint16 = pa.array([None if i == 2 else 1 + i * 10000 for i in range(5)], type=pa.uint16()) | ||
int16 = pa.array([None if i == 2 else -20000 + i * 10000 for i in range(5)], type=pa.int16()) | ||
uint32 = pa.array([None if i == 2 else 1 + i * 1000000000 for i in range(5)], type=pa.uint32()) | ||
int32 = pa.array([None if i == 2 else -2000000000 + i*1000000000 for i in range(5)], type=pa.int32()) | ||
uint64 = pa.array([None if i == 2 else 1 + i * 100000000000 for i in range(5)], type=pa.uint64()) | ||
int64 = pa.array([None if i == 2 else -200000000000 + i*100000000000 for i in range(5)], type=pa.int64()) | ||
float32 = pa.array([None if i == 2 else 1.5 + i for i in range(5)], type=pa.float32()) | ||
float64 = pa.array([None if i == 2 else 1.5 + i for i in range(5)], type=pa.float64()) | ||
string = pa.array(["abcd", "", None, "c", "d"], type=pa.string()) | ||
large_string = pa.array(["abcd", "", None, "c", "d"], type=pa.large_string()) | ||
gmt_plus_2 = datetime.timezone(datetime.timedelta(hours=2)) | ||
timestamp_ms_gmt_plus_2 = pa.array( | ||
[pd.Timestamp(year=2019, month=1, day=1, hour=14, nanosecond=500*1e6, | ||
tz=gmt_plus_2)] * 5, type=pa.timestamp('ms', tz=gmt_plus_2)) | ||
gmt = datetime.timezone(datetime.timedelta(hours=0)) | ||
timestamp_ms_gmt = pa.array( | ||
[pd.Timestamp(year=2019, month=1, day=1, hour=14, nanosecond=500*1e6, | ||
tz=gmt)] * 5, type=pa.timestamp('ms', tz=gmt)) | ||
gmt_minus_0215 = datetime.timezone(datetime.timedelta(hours=-2.25)) | ||
timestamp_ms_gmt_minus_0215 = pa.array( | ||
[pd.Timestamp(year=2019, month=1, day=1, hour=14, nanosecond=500*1e6, | ||
tz=gmt_minus_0215)] * 5, type=pa.timestamp('ms', tz=gmt_minus_0215)) | ||
timestamp_s_no_tz = pa.array( | ||
[pd.Timestamp(year=2019, month=1, day=1, hour=14, nanosecond=500*1e6)] * 5, type=pa.timestamp('s')) | ||
time32_s = pa.array([3600 + 120 + 3,None,3,4,5], type=pa.time32('s')) | ||
time32_ms = pa.array([(3600 + 120 + 3) * 1000 + 456,2,3,4,5], type=pa.time32('ms')) | ||
time64_us = pa.array([(3600 + 120 + 3) * 1e6,None,3,4,5], type=pa.time64('us')) | ||
time64_ns = pa.array([(3600 + 120 + 3) * 1e9 + 456,2,3,4,5], type=pa.time64('ns')) | ||
date32 = pa.array([1,2,3,4,5], type=pa.date32()) | ||
date64 = pa.array([86400*1000,2,3,4,5], type=pa.date64()) | ||
duration_s = pa.array([1,2,3,4,5], type=pa.duration('s')) | ||
duration_ms = pa.array([1,2,3,4,5], type=pa.duration('ms')) | ||
binary = pa.array([b'\x00\x01'] * 5, type=pa.binary()) | ||
large_binary = pa.array([b'\x00\x01'] * 5, type=pa.large_binary()) | ||
fixed_size_binary = pa.array([b'\x00\x01'] * 5, type=pa.binary(2)) | ||
decimal128 = pa.array([decimal.Decimal('1234.567'),decimal.Decimal('-1234.567'),None, | ||
decimal.Decimal('1234.567'),decimal.Decimal('-1234.567')], type=pa.decimal128(7,3)) | ||
decimal256 = pa.array([decimal.Decimal('1234.567'),decimal.Decimal('-1234.567'),None, | ||
decimal.Decimal('1234.567'),decimal.Decimal('-1234.567')], type=pa.decimal256(7,3)) | ||
list_boolean = pa.array([None if i == 2 else [None if j == 0 else True if (j % 2) == 0 else False for j in range(i)] for i in range(5)], type=pa.list_(pa.bool_())) | ||
list_uint8 = pa.array([None if i == 2 else [None if j == 0 else j + i * (i-1)//2 for j in range(i)] for i in range(5)], type=pa.list_(pa.uint8())) | ||
list_int8 = pa.array([None if i == 2 else [None if j == 0 else j + i * (i-1)//2 for j in range(i)] for i in range(5)], type=pa.list_(pa.int8())) | ||
list_uint16 = pa.array([None if i == 2 else [None if j == 0 else j + i * (i-1)//2 for j in range(i)] for i in range(5)], type=pa.list_(pa.uint16())) | ||
list_int16 = pa.array([None if i == 2 else [None if j == 0 else j + i * (i-1)//2 for j in range(i)] for i in range(5)], type=pa.list_(pa.int16())) | ||
list_uint32 = pa.array([None if i == 2 else [None if j == 0 else j + i * (i-1)//2 for j in range(i)] for i in range(5)], type=pa.list_(pa.uint32())) | ||
list_int32 = pa.array([None if i == 2 else [None if j == 0 else j + i * (i-1)//2 for j in range(i)] for i in range(5)], type=pa.list_(pa.int32())) | ||
list_uint64 = pa.array([None if i == 2 else [None if j == 0 else j + i * (i-1)//2 for j in range(i)] for i in range(5)], type=pa.list_(pa.uint64())) | ||
list_int64 = pa.array([None if i == 2 else [None if j == 0 else j + i * (i-1)//2 for j in range(i)] for i in range(5)], type=pa.list_(pa.int64())) | ||
list_float32 = pa.array([None if i == 2 else [None if j == 0 else 0.5 + j + i * (i-1)//2 for j in range(i)] for i in range(5)], type=pa.list_(pa.float32())) | ||
list_float64 = pa.array([None if i == 2 else [None if j == 0 else 0.5 + j + i * (i-1)//2 for j in range(i)] for i in range(5)], type=pa.list_(pa.float64())) | ||
list_string = pa.array([None if i == 2 else ["".join(["%c" % (65+j+k) for k in range(1+j)]) for j in range(i)] for i in range(5)]) | ||
fixed_size_list_boolean = pa.array([[True, False], [False,True], [True, False], [False,True], [True, False]], type=pa.list_(pa.bool_(), 2)) | ||
fixed_size_list_uint8 = pa.array([[0, 1], [2,3], [4, 5], [6,7], [8, 9]], type=pa.list_(pa.uint8(), 2)) | ||
fixed_size_list_int8 = pa.array([[0, 1], [2,3], [4, 5], [6,7], [8, 9]], type=pa.list_(pa.int8(), 2)) | ||
fixed_size_list_uint16 = pa.array([[0, 1], [2,3], [4, 5], [6,7], [8, 9]], type=pa.list_(pa.uint16(), 2)) | ||
fixed_size_list_int16 = pa.array([[0, 1], [2,3], [4, 5], [6,7], [8, 9]], type=pa.list_(pa.int16(), 2)) | ||
fixed_size_list_uint32 = pa.array([[0, 1], [2,3], [4, 5], [6,7], [8, 9]], type=pa.list_(pa.uint32(), 2)) | ||
fixed_size_list_int32 = pa.array([[0, 1], [2,3], [4, 5], [6,7], [8, 9]], type=pa.list_(pa.int32(), 2)) | ||
fixed_size_list_uint64 = pa.array([[0, 1], [2,3], [4, 5], [6,7], [8, 9]], type=pa.list_(pa.uint64(), 2)) | ||
fixed_size_list_int64 = pa.array([[0, 1], [2,3], [4, 5], [6,7], [8, 9]], type=pa.list_(pa.int64(), 2)) | ||
fixed_size_list_float32 = pa.array([[0, None], [2,3], [4, 5], [6,7], [8, 9]], type=pa.list_(pa.float32(), 2)) | ||
fixed_size_list_float64 = pa.array([[0, None], [2,3], [4, 5], [6,7], [8, 9]], type=pa.list_(pa.float64(), 2)) | ||
fixed_size_list_string = pa.array([["a", "b"], ["c", "d"], ["e", "f"], ["g", "h"], ["i", "j"]], type=pa.list_(pa.string(), 2)) | ||
struct_field = pa.array([{"a": 1, "b": 2.5, "c" : { "d": "e", "f": "g"}, "h":[5,6], "i":3 }] * 5) | ||
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#struct_val = { "a": 5 } | ||
#for i in range(123): | ||
# struct_val = { "a": struct_val } | ||
#struct_field = pa.array([struct_val] * 5) | ||
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map_boolean = pa.array( [[('x', None), ('y', True)],[('z', True)],None,[],[]], type=pa.map_(pa.string(), pa.bool_())) | ||
map_uint8 = pa.array( [[('x', 1), ('y', None)],[('z', 3)],None,[],[]], type=pa.map_(pa.string(), pa.uint8())) | ||
map_int8 = pa.array( [[('x', 1), ('y', None)],[('z', 3)],None,[],[]], type=pa.map_(pa.string(), pa.int8())) | ||
map_uint16 = pa.array( [[('x', 1), ('y', None)],[('z', 3)],None,[],[]], type=pa.map_(pa.string(), pa.uint16())) | ||
map_int16 = pa.array( [[('x', 1), ('y', None)],[('z', 3)],None,[],[]], type=pa.map_(pa.string(), pa.int16())) | ||
map_uint32 = pa.array( [[('x', 4*1000*1000*1000), ('y', None)],[('z', 3)],None,[],[]], type=pa.map_(pa.string(), pa.uint32())) | ||
map_int32 = pa.array( [[('x', 2*1000*1000*1000), ('y', None)],[('z', 3)],None,[],[]], type=pa.map_(pa.string(), pa.int32())) | ||
map_uint64 = pa.array( [[('x', 4*1000*1000*1000*1000), ('y', None)],[('z', 3)],None,[],[]], type=pa.map_(pa.string(), pa.uint64())) | ||
map_int64 = pa.array( [[('x', -2*1000*1000*1000*1000), ('y', None)],[('z', 3)],None,[],[]], type=pa.map_(pa.string(), pa.int64())) | ||
map_float32 = pa.array( [[('x', 1.5), ('y', None)],[('z', 3)],None,[],[]], type=pa.map_(pa.string(), pa.float32())) | ||
map_float64 = pa.array( [[('x', 1.5), ('y', None)],[('z', 3)],None,[],[]], type=pa.map_(pa.string(), pa.float64())) | ||
map_string = pa.array( [[('x', 'x_val'), ('y', None)],[('z', 'z_val')],None,[],[]], type=pa.map_(pa.string(), pa.string())) | ||
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indices = pa.array([0, 1, 2, None, 2]) | ||
dictionary = pa.array(['foo', 'bar', 'baz']) | ||
dict = pa.DictionaryArray.from_arrays(indices, dictionary) | ||
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map_list = pa.array( [[('x', []), ('y', [])],[('z', [])],None,[],[]], type=pa.map_(pa.string(), pa.list_(pa.uint32()))) | ||
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geometry = pa.array( [None if i == 1 else (b'\x01\x01\x00\x00\x00' + struct.pack('<dd', i, 2)) for i in range(5)], type=pa.binary() ) | ||
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names=["boolean", | ||
"uint8", | ||
"int8", | ||
"uint16", | ||
"int16", | ||
"uint32", | ||
"int32", | ||
"uint64", | ||
"int64", | ||
"float32", | ||
"float64", | ||
"string", | ||
"large_string", | ||
"timestamp_ms_gmt", | ||
"timestamp_ms_gmt_plus_2", | ||
"timestamp_ms_gmt_minus_0215", | ||
"timestamp_s_no_tz", | ||
"time32_s", | ||
"time32_ms", | ||
"time64_us", | ||
"time64_ns", | ||
"date32", | ||
"date64", | ||
# "duration_s", | ||
# "duration_ms", | ||
"binary", | ||
"large_binary", | ||
"fixed_size_binary", | ||
"decimal128", | ||
"decimal256", | ||
"list_boolean", | ||
"list_uint8", | ||
"list_int8", | ||
"list_uint16", | ||
"list_int16", | ||
"list_uint32", | ||
"list_int32", | ||
"list_uint64", | ||
"list_int64", | ||
"list_float32", | ||
"list_float64", | ||
"list_string", | ||
"fixed_size_list_boolean", | ||
"fixed_size_list_uint8", | ||
"fixed_size_list_int8", | ||
"fixed_size_list_uint16", | ||
"fixed_size_list_int16", | ||
"fixed_size_list_uint32", | ||
"fixed_size_list_int32", | ||
"fixed_size_list_uint64", | ||
"fixed_size_list_int64", | ||
"fixed_size_list_float32", | ||
"fixed_size_list_float64", | ||
"fixed_size_list_string", | ||
"struct_field", | ||
"map_boolean", | ||
"map_uint8", | ||
"map_int8", | ||
"map_uint16", | ||
"map_int16", | ||
"map_uint32", | ||
"map_int32", | ||
"map_uint64", | ||
"map_int64", | ||
"map_float32", | ||
"map_float64", | ||
"map_string", | ||
# "map_list", | ||
"dict", | ||
"geometry", | ||
] | ||
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locals_ = locals() | ||
table = pa.table([locals_[x] for x in names], names=names) | ||
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my_schema = table.schema.with_metadata( | ||
{"geo": json.dumps({"version": "0.1.0", | ||
"primary_column": "geometry", | ||
"columns": { | ||
"geometry": { | ||
'crs': wkt_epsg_4326, | ||
'bbox': [0, 2, 4, 2], | ||
'encoding': 'WKB'}}}) } ) | ||
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table = table.cast(my_schema) | ||
HERE = pathlib.Path(__file__).parent | ||
pq.write_table(table, HERE / "ogr/data/parquet/test.parquet", compression='NONE', row_group_size=3) | ||
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def generate_all_geoms_parquet(): | ||
import pyarrow as pa | ||
import json | ||
import pathlib | ||
import pyarrow.parquet as pq | ||
from osgeo import ogr | ||
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g1 = ogr.CreateGeometryFromWkt('POINT(1 2)') | ||
g2 = ogr.CreateGeometryFromWkt('LINESTRING(3 4,5 6)') | ||
g3 = ogr.CreateGeometryFromWkt('POLYGON((10 0,11 0,11 -1,11 0,10 0),(10.2 -0.2,10.8 -0.2,10.8 -0.8,10.2 -0.8,10.2 -0.2))') | ||
g4 = ogr.CreateGeometryFromWkt('MULTIPOINT(7 8,9 10)') | ||
g5 = ogr.CreateGeometryFromWkt('MULTILINESTRING((11 12,13 14),(15 16,17 18))') | ||
g6 = ogr.CreateGeometryFromWkt('MULTIPOLYGON(((100 0,101 0,101 1,101 0,100 0),(100.2 0.2,100.8 0.2,100.8 0.8,100.2 0.8,100.2 0.2)))') | ||
g7 = ogr.CreateGeometryFromWkt('GEOMETRYCOLLECTION(POINT(19 20),LINESTRING(21 22, 23 24))') | ||
geometry = pa.array( [x.ExportToWkb(byte_order=ogr.wkbXDR) for x in (g1, g2, g3, g4, g5, g6, g7)], type=pa.binary() ) | ||
names = ["geometry"] | ||
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locals_ = locals() | ||
table = pa.table([locals_[x] for x in names], names=names) | ||
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my_schema = table.schema.with_metadata( | ||
{"geo": json.dumps({"version": "0.1.0", | ||
"primary_column": "geometry", | ||
"columns": { | ||
"geometry": { | ||
'crs': wkt_epsg_4326, | ||
'encoding': 'WKB'}}}) } ) | ||
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table = table.cast(my_schema) | ||
HERE = pathlib.Path(__file__).parent | ||
pq.write_table(table, HERE / "ogr/data/parquet/all_geoms.parquet", compression='NONE') | ||
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if __name__ == '__main__': | ||
generate_test_parquet() | ||
generate_all_geoms_parquet() |
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Test files in that directory come from https://github.com/paleolimbot/geoarrow/tree/master/inst/example_feather |
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