又见dask! 如何使用dask-geopandas处理大型地理数据

气ython风雨 发表于 2024-4-25 12:09:01

前言
读者来信
我之前是
1、先用arcgis 栅格转点
2、给点添加xy坐标
3、给添加xy坐标后的点通过空间连接的方式添加行政区属性
4、最后计算指定行政区的质心

之前的解决办法是用arcgis 完成第一步和第二步，虽然完成的很慢，但是看起来好像没太大问题
但是第三步用arcgis会卡死，后来用geopandas也会卡死，后来了解到dask-geopandas，但是处理了两百万个点左右好像也报错了，不知道是我写的代码有问题还是我对dask的理解有问题，想要请教一下大佬

读者的问题涉及到地理信息系统（GIS）操作的一系列步骤，具体包括将栅格数据转换为点数据、为这些点数据添加XY坐标、通过空间连接给这些点添加行政区属性、以及计算指定行政区的质心。读者在使用ArcGIS软件完成前两步时未遇到明显问题，但在执行第三步时遇到了性能瓶颈，即使用ArcGIS和GeoPandas进行空间连接操作时系统会卡死。为了解决这个问题，读者尝试使用了dask-geopandas来处理约两百万个点的数据，但似乎遇到了错误。

针对这个情况，我们可以从几个方面进行分析和建议：

性能瓶颈分析：

ArcGIS和GeoPandas在处理大量数据时可能会遇到性能问题，特别是在普通硬件上运行时。这是因为这些操作往往需要大量的内存和CPU资源。
空间连接特别是在点数据量很大时，是一个资源密集型的操作，因为它需要对每个点检查其与其他几何对象（如行政区边界）的空间关系。
dask-geopandas的使用：

dask-geopandas旨在解决类似的性能问题，通过并行计算和延迟执行来提高处理大规模地理空间数据的效率。如果在使用dask-geopandas时遇到错误，可能是由于多种原因导致的，包括但不限于代码问题、内存管理、任务调度等。
为了更好地诊断问题，需要检查错误消息的具体内容。这可能会指示是配置问题、资源不足还是代码逻辑错误。
优化建议：

资源分配：确保有足够的计算资源（CPU和内存）来处理数据。对于dask-geopandas，可以通过调整Dask的工作进程数和内存限制来优化性能。
代码审查：仔细检查实现代码，尤其是dask-geopandas的部分，确认是否正确使用了并行计算和数据分区功能。
批处理：如果可能，尝试将数据分成更小的批次进行处理，而不是一次性处理所有点。这可以帮助减少内存压力。
索引和优化：在进行空间连接之前，为行政区数据建立空间索引可以大大提高查询效率。

注意，运行前需要将input的rar文件解压后再运行程序

dask_geopandas环境部署
花了一番功夫解决环境问题，使用以下步骤即可使用dask_geopandas

In :
!pip install dask_geopandas -i <a href="https://pypi.mirrors.ustc.edu.cn/simple/" target="_blank">https://pypi.mirrors.ustc.edu.cn/simple/</a>
!pip install PyGEOS -i <a href="https://pypi.mirrors.ustc.edu.cn/simple/" target="_blank">https://pypi.mirrors.ustc.edu.cn/simple/</a>
!pip install --upgrade shapely <a href="https://pypi.mirrors.ustc.edu.cn/simple/" target="_blank">https://pypi.mirrors.ustc.edu.cn/simple/</a>
!pip install pyogrio -i <a href="https://pypi.mirrors.ustc.edu.cn/simpl" target="_blank">https://pypi.mirrors.ustc.edu.cn/simpl</a>

dask_geopandas简单示例
将 GeoPandas DataFrame 转换为 Dask-GeoPandas DataFrame
首先，使用 GeoPandas 读取地理数据文件：

python
import geopandas
df = geopandas.read_file('...') # 使用你的文件路径替换 '...'
然后，将其转换为 Dask-GeoPandas DataFrame：

python
import dask_geopandas

将 GeoPandas DataFrame 分区为 Dask-GeoPandas DataFrame，这里分为4个部分
ddf = dask_geopandas.from_geopandas(df, npartitions=4)
默认情况下，这会根据行来简单地重新分区数据。但是，你也可以提供空间分区，以利用 GeoDataFrame 的空间结构。

python

执行空间重分区
ddf = ddf.spatial_shuffle()
GeoPandas 的熟悉的空间属性和方法也可用，并且将并行计算：

python

计算几何对象的面积
ddf.geometry.area.compute()

检查几何对象是否在某个多边形内
ddf.within(polygon)
此外，如果你有一个分布式的 dask.dataframe，你可以将 x-y 点的列传递给 set_geometry 方法来设置几何形状。

python
import dask.dataframe as dd
import dask_geopandas

从 CSV 文件读取数据
ddf = dd.read_csv('...') # 使用你的文件路径替换 '...'

使用经纬度设置几何形状
ddf = ddf.set_geometry(
dask_geopandas.points_from_xy(ddf, 'longitude', 'latitude')
)
目前支持 Parquet 和 Feather 文件格式的写入（以及读回）：

python

写入到 Parquet 文件
ddf.to_parquet("path/to/dir/")

从 Parquet 文件读取
ddf = dask_geopandas.read_parquet("path/to/dir/")
传统的 GIS 文件格式可以读入到分区的 GeoDataFrame 中（需要 pyogrio），但不支持写入：

python

读取文件，这里以 GeoPackage 文件为例，同时指定分区数为4
ddf = dask_geopandas.read_file("file.gpkg", npartitions=4)
以上就是如何使用 Dask-GeoPandas 对大型地理空间数据进行高效处理的简单示例。

原程序
In :
import geopandas as gpd
import time # 添加时间模块

# 添加dask模块
import dask_geopandas

def process_row():
outwen = '/home/mw/input/dask6250/201105.shp'
bianjie = '/home/mw/input/dask6250/xian/2023xian.shp'
jiabianjie = './'

start_time3 = time.time()

# 读取输入和裁剪边界的 shapefile
target_gdf = gpd.read_file(outwen)
join_gdf = gpd.read_file(bianjie)

# 改成dask方式
target_gdfnew = dask_geopandas.from_geopandas(target_gdf, npartitions=4)

# 重新投影参与连接的边界以匹配目标几何图形的 CRS
join_gdf = join_gdf.to_crs(target_gdf.crs)

# 改成dask方式
join_gdfnew = dask_geopandas.from_geopandas(join_gdf, npartitions=4)

# 使用空间连接找到相交的部分
joined = gpd.sjoin(target_gdfnew, join_gdfnew, how='inner', predicate='intersects')

# 将 'bianjie' 中的属性添加到 'outwen' 中
joined = joined.drop(columns='index_right')# 移除多余的索引列
result = target_gdfnew.merge(joined, how='left', on=target_gdfnew.columns.to_list())

# 保存结果到输出边界
result.to_file(jiabianjie,encoding='utf-8-sig')# 确保使用正确的编码

end_time3 = time.time()
execution_time3 = end_time3 - start_time3

print(f"'{jiabianjie}'已添加边界，开始时间为：{start_time3:.2f}，结束时间为：{end_time3:.2f}，执行时间为：{execution_time3:.2f}秒")

process_row()

print('finish')
好，运行一段时间爆内存了，应该考虑以下优化策略：

1、直接在Dask中读取Shapefiles

你的代码先用geopandas读取Shapefile，然后转换为dask_geopandas对象。这个过程中，原始数据会完全加载到内存中，这可能是导致内存溢出的原因之一。相反，你应该直接使用dask_geopandas.read_file来避免将整个数据集一次性加载到内存：python
target_dgdf = dask_geopandas.read_file(outwen, npartitions=4)
join_dgdf = dask_geopandas.read_file(bianjie, npartitions=4)
2、避免不必要的数据复制

在数据处理过程中，尽量减少不必要的数据复制。例如，在合并或连接操作之前，仔细考虑是否所有列都需要参与操作。

3、使用更高效的空间连接

在使用dask_geopandas进行空间连接时，确保操作是高效的。你的代码尝试使用geopandas.sjoin，但是应该使用dask_geopandas.sjoin。此外，确保在执行空间连接之前，两个数据集已经有了匹配的坐标参考系统（CRS）。这样可以避免在每个分区上重复昂贵的CRS转换操作。

4、调整npartitions

npartitions的选择对性能和内存使用有重大影响。太少的分区可能会导致单个分区过大，而太多的分区则会增加调度开销。你可能需要实验不同的npartitions值来找到最佳平衡。

5、检查最终保存步骤

在保存结果时，如果尝试将整个处理后的数据集写入单个文件，这可能也会导致内存问题。dask_geopandas目前可能不支持直接写入文件格式如Shapefile，因为这通常涉及将数据集合并到单个分区。你可能需要先将数据写入Parquet等格式，或者手动分批写入。

2.0
对自己的资源修改npartitions参数

In :

import dask_geopandas as dgd
import time

input_shapefile = '/home/mw/input/dask6250/201105.shp'
boundary_shapefile = '/home/mw/input/dask6250/xian/2023xian.shp'
output_directory = './output/'

def process_row(target_gdf, join_gdf, jiabianjie_pat):

start_time = time.time()

# 直接使用dask-geopandas读取shapefiles
target_dgdf = dgd.read_file(input_shapefile, npartitions=16)
join_dgdf = dgd.read_file(boundary_shapefile, npartitions=16)

# 确保边界shapefile与目标shapefile的CRS一致
join_dgdf = join_dgdf.to_crs(target_dgdf.crs)

# 使用空间连接找到相交的部分
joined = dgd.sjoin(target_dgdf, join_dgdf, how='inner', predicate='intersects')

# 移除多余的索引列
joined = joined.drop(columns='index_right')

joined.compute().to_file(output_directory + 'result.shp', driver='ESRI Shapefile', encoding='utf-8')

# end_time = time.time()
# print(f"已添加边界，开始时间为：{start_time:.2f}，结束时间为：{end_time:.2f}，执行时间为：{end_time - start_time:.2f}秒")

if __name__ == "__main__":
process_row(input_shapefile,boundary_shapefile,output_directory)
print('finish')

In []:
import dask_geopandas as dgd
import time
import gc# 导入垃圾收集器

input_shapefile = '/home/mw/input/dask6250/201105.shp'
boundary_shapefile = '/home/mw/input/dask6250/xian/2023xian.shp'
output_directory = './'

def process_row(target_gdf, join_gdf, jiabianjie_pat):
start_time = time.time()

# 根据你的硬件配置调整npartitions，减少分区数以减少内存开销
target_dgdf = dgd.read_file(input_shapefile, npartitions=16)# 适当调整npartitions
join_dgdf = dgd.read_file(boundary_shapefile, npartitions=16)# 适当调整npartitions

join_dgdf = join_dgdf.to_crs(target_dgdf.crs)

joined = dgd.sjoin(target_dgdf, join_dgdf, how='inner', predicate='intersects')

joined = joined.drop(columns='index_right')

# 计算结果前启动垃圾收集
gc.collect()

joined.compute().to_file(output_directory + 'result.shp', driver='ESRI Shapefile', encoding='utf-8')

# 手动启动垃圾收集释放内存
gc.collect()

end_time = time.time()
print(f"已添加边界，开始时间为：{start_time:.2f}，结束时间为：{end_time:.2f}，执行时间为：{end_time - start_time:.2f}秒")

if __name__ == "__main__":
process_row(input_shapefile, boundary_shapefile, output_directory)
print('finish')/opt/conda/lib/python3.9/site-packages/geopandas/_compat.py:111: UserWarning: The Shapely GEOS version (3.10.0-CAPI-1.16.0) is incompatible with the GEOS version PyGEOS was compiled with (3.10.4-CAPI-1.16.2). Conversions between both will be slow.
warnings.warn(
/opt/conda/lib/python3.9/site-packages/geopandas/io/file.py:362: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.
pd.Int64Index,
3.0
分批运行与采用gpkg方式存储

In :
import dask_geopandas as dgd
import time
import gc
from dask import delayed, compute# 从dask中导入compute函数

input_shapefile = '/home/mw/input/dask6250/201105.shp'
boundary_shapefile = '/home/mw/input/dask6250/xian/2023xian.shp'
output_directory = './'

@delayed
def process_batch(batch, join_gdf, output_path):
# 将边界数据转换为目标数据的坐标参考系统
join_gdf = join_gdf.to_crs(batch.crs)

# 执行空间连接
joined = dgd.sjoin(batch, join_gdf, how='inner', predicate='intersects')

# 删除不必要的列
joined = joined.drop(columns='index_right')

# 计算并保存结果
joined.compute().to_file(output_path, driver='GPKG', layer='result', encoding='utf-8')# 使用GeoPackage格式

def main():
start_time = time.time()

# 明确指定npartitions
target_dgdf = dgd.read_file(input_shapefile, npartitions=16)# 明确设置npartitions
join_dgdf = dgd.read_file(boundary_shapefile, npartitions=16)# 明确设置npartitions

# 将目标数据集分批处理
batches = target_dgdf.to_delayed()

tasks =

# 使用dask的compute函数来执行所有延迟任务
compute(*tasks)

gc.collect()# 手动启动垃圾收集释放内存

end_time = time.time()
print(f"已添加边界，开始时间为：{start_time:.2f}，结束时间为：{end_time:.2f}，执行时间为：{end_time - start_time:.2f}秒")

if __name__ == "__main__":
main()
print('finish')
/opt/conda/lib/python3.9/site-packages/geopandas/_compat.py:111: UserWarning: The Shapely GEOS version (3.10.0-CAPI-1.16.0) is incompatible with the GEOS version PyGEOS was compiled with (3.10.4-CAPI-1.16.2). Conversions between both will be slow.
warnings.warn(
注意，由于资源限制，以上最终的result并没有运行完全，可以看到project目录下还有一部分gpkg
因为输出文件大于1g的限制，还请有兴趣的在自己的电脑运行，根据相应资源修改参数

另外gpkg可以使用geopandas转为为需要的shp

In [ ]:
import geopandas as gpd
import pandas as pd

# GeoPackage文件列表
gpkg_files = ['path/to/your/first_file.gpkg', 'path/to/your/second_file.gpkg']

# 读取所有GeoPackage文件到GeoDataFrame列表中
gdf_list =

# 合并GeoDataFrame对象
merged_gdf = pd.concat(gdf_list, ignore_index=True)

# 指定输出Shapefile的路径
output_shp_path = 'path/to/your/output_file.shp'

# 将合并后的GeoDataFrame保存为Shapefile
merged_gdf.to_file(output_shp_path, driver='ESRI Shapefile')

print(f"合并后的Shapefile已保存至：{output_shp_path}")
点击链接可查看完整代码与在线运行代码

文章来源于公众号：气python风雨

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become of случиться с к-л впоследствии ca46e6c
amuse развлечь порадовать
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butt торец зад
apply применять применяться
ban запрещать

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affection привязанность влечение
bay залив
appeal обращаться взывать

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aftermath последствие результат
beast зверь животное скот
bounce отскакивать прыгать

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气象互助社's Archiver