（六）Geospark SQL加载SHP数据(JAVA版)

GeoSpark SQL默认是无法读取Shp和GeoJson格式的矢量数据的，必须要通过RDD读取，然后利用GeoSpark提供的Adapter在RDD和DataFrame之间互转。

接下来我们还是利用我们上一节的公园的数据来学习。

初始化一个SparkSession

1
2
3
4
5
6
7
SparkSession spark = SparkSession.builder().
        config("spark.serializer","org.apache.spark.serializer.KryoSerializer").
        config("spark.kryo.registrator", "org.datasyslab.geospark.serde.GeoSparkKryoRegistrator").
        master("local[*]").appName("Learn06").getOrCreate();

GeoSparkSQLRegistrator.registerAll(spark);
GeoSparkVizRegistrator.registerAll(spark);

利用RDD读取shp

1
2
3
JavaSparkContext context = new JavaSparkContext(spark.sparkContext());
String inputPath = Learn06.class.getResource("/parks").toString();
SpatialRDD<Geometry> rdd = ShapefileReader.readToGeometryRDD(new JavaSparkContext(spark.sparkContext()), inputPath);

将RDD转为DataFrame

1
2
3
4
Dataset<Row> rawDF = Adapter.toDf(rdd, spark);
rawDF.createOrReplaceTempView("park");
rawDF.show();
rawDF.printSchema();
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
+--------------------+------+---------+--------------------+--------------+---------------+---------------+-------+---------+----------+
|            geometry|ParkId|RefParkId|            ParkName|    Neighborho|       EWStreet|       NSStreet|DogPark|Washrooms|SpecialFea|
+--------------------+------+---------+--------------------+--------------+---------------+---------------+-------+---------+----------+
|POLYGON ((-123.15...|     1|    -9999|                    |     Kitsilano|               |               |      N|         |          |
|POLYGON ((-123.15...|     2|      208| Rosemary Brown Park|     Kitsilano|  W 11th Avenue|    Vine Street|      N|        N|         N|
|MULTIPOLYGON (((-...|     3|      141|      Tea Swamp Park|Mount Pleasant|  E 15th Avenue|  Sophia Street|      N|        N|         N|
|MULTIPOLYGON (((-...|     4|    -9999|                    |    Strathcona|               |               |      N|         |          |
|MULTIPOLYGON (((-...|     5|      202|         Morton Park|      West End|  Morton Avenue|  Denman Street|      N|        N|         N|
|MULTIPOLYGON (((-...|     6|    -9999|        Mcbride Park|     Kitsilano|               |               |      N|         |          |
|MULTIPOLYGON (((-...|     7|    -9999|      Granville Park|      Fairview|               |               |      N|         |          |
|MULTIPOLYGON (((-...|     8|    -9999|                    |Mount Pleasant|               |               |      N|         |          |
|MULTIPOLYGON (((-...|     9|       15|      Creekside Park|Mount Pleasant|Terminal Avenue|  Quebec Street|      N|        N|         Y|
|MULTIPOLYGON (((-...|    10|      134|China Creek South...|Mount Pleasant|  E 10th Avenue|    Clark Drive|      N|        N|         N|
|MULTIPOLYGON (((-...|    11|      200|Barclay Heritage ...|      West End| Barclay Street|  Nicola Street|      N|        Y|         N|
|POLYGON ((-123.15...|    12|      233|Arbutus Greenway ...|     Kitsilano|  W 11th Avenue| Arbutus Street|      N|        N|         N|
|POLYGON ((-123.18...|    13|      106|         Almond Park|     Kitsilano|  W 12th Avenue|  Dunbar Street|      N|        N|         N|
|POLYGON ((-123.15...|    14|      109|       Delamont Park|     Kitsilano|   W 7th Avenue| Arbutus Street|      N|        N|         N|
|POLYGON ((-123.15...|    15|    -9999|                    |     Kitsilano|               |               |      N|         |          |
|POLYGON ((-123.14...|    16|      118| Seaforth Peace Park|     Kitsilano|Cornwall Avenue|Chestnut Street|      N|        N|         N|
|POLYGON ((-123.10...|    17|      139| Mount Pleasant Park|Mount Pleasant|  W 16th Avenue| Ontario Street|      N|        N|         N|
|POLYGON ((-123.10...|    18|      138| Major Matthews Park|Mount Pleasant|  W 11th Avenue|Manitoba Street|      N|        N|         N|
|POLYGON ((-123.10...|    19|      137|Jonathan Rogers Park|Mount Pleasant|   W 7th Avenue|Manitoba Street|      N|        Y|         N|
|POLYGON ((-123.09...|    20|      183|       Thornton Park|    Strathcona|Terminal Avenue|    Main Street|      N|        N|         N|
+--------------------+------+---------+--------------------+--------------+---------------+---------------+-------+---------+----------+
only showing top 20 rows

root
 |-- geometry: string (nullable = true)
 |-- ParkId: string (nullable = true)
 |-- RefParkId: string (nullable = true)
 |-- ParkName: string (nullable = true)
 |-- Neighborho: string (nullable = true)
 |-- EWStreet: string (nullable = true)
 |-- NSStreet: string (nullable = true)
 |-- DogPark: string (nullable = true)
 |-- Washrooms: string (nullable = true)
 |-- SpecialFea: string (nullable = true)

从输出结果中可以看到，转为dataframe后，默认是没有Geometry的，需要我们自己构建。

1
2
3
4
5
6
// 构建几何图形(Geometry)
String sqlText = "select ST_GeomFromWKT(geometry) as shape, * from park";
rawDF = spark.sql(sqlText);
rawDF.createOrReplaceTempView("park");
rawDF.show();
rawDF.printSchema();
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
+--------------------+--------------------+------+---------+--------------------+--------------+---------------+---------------+-------+---------+----------+
|               shape|            geometry|ParkId|RefParkId|            ParkName|    Neighborho|       EWStreet|       NSStreet|DogPark|Washrooms|SpecialFea|
+--------------------+--------------------+------+---------+--------------------+--------------+---------------+---------------+-------+---------+----------+
|POLYGON ((-123.15...|POLYGON ((-123.15...|     1|    -9999|                    |     Kitsilano|               |               |      N|         |          |
|POLYGON ((-123.15...|POLYGON ((-123.15...|     2|      208| Rosemary Brown Park|     Kitsilano|  W 11th Avenue|    Vine Street|      N|        N|         N|
|MULTIPOLYGON (((-...|MULTIPOLYGON (((-...|     3|      141|      Tea Swamp Park|Mount Pleasant|  E 15th Avenue|  Sophia Street|      N|        N|         N|
|MULTIPOLYGON (((-...|MULTIPOLYGON (((-...|     4|    -9999|                    |    Strathcona|               |               |      N|         |          |
|MULTIPOLYGON (((-...|MULTIPOLYGON (((-...|     5|      202|         Morton Park|      West End|  Morton Avenue|  Denman Street|      N|        N|         N|
|MULTIPOLYGON (((-...|MULTIPOLYGON (((-...|     6|    -9999|        Mcbride Park|     Kitsilano|               |               |      N|         |          |
|MULTIPOLYGON (((-...|MULTIPOLYGON (((-...|     7|    -9999|      Granville Park|      Fairview|               |               |      N|         |          |
|MULTIPOLYGON (((-...|MULTIPOLYGON (((-...|     8|    -9999|                    |Mount Pleasant|               |               |      N|         |          |
|MULTIPOLYGON (((-...|MULTIPOLYGON (((-...|     9|       15|      Creekside Park|Mount Pleasant|Terminal Avenue|  Quebec Street|      N|        N|         Y|
|MULTIPOLYGON (((-...|MULTIPOLYGON (((-...|    10|      134|China Creek South...|Mount Pleasant|  E 10th Avenue|    Clark Drive|      N|        N|         N|
|MULTIPOLYGON (((-...|MULTIPOLYGON (((-...|    11|      200|Barclay Heritage ...|      West End| Barclay Street|  Nicola Street|      N|        Y|         N|
|POLYGON ((-123.15...|POLYGON ((-123.15...|    12|      233|Arbutus Greenway ...|     Kitsilano|  W 11th Avenue| Arbutus Street|      N|        N|         N|
|POLYGON ((-123.18...|POLYGON ((-123.18...|    13|      106|         Almond Park|     Kitsilano|  W 12th Avenue|  Dunbar Street|      N|        N|         N|
|POLYGON ((-123.15...|POLYGON ((-123.15...|    14|      109|       Delamont Park|     Kitsilano|   W 7th Avenue| Arbutus Street|      N|        N|         N|
|POLYGON ((-123.15...|POLYGON ((-123.15...|    15|    -9999|                    |     Kitsilano|               |               |      N|         |          |
|POLYGON ((-123.14...|POLYGON ((-123.14...|    16|      118| Seaforth Peace Park|     Kitsilano|Cornwall Avenue|Chestnut Street|      N|        N|         N|
|POLYGON ((-123.10...|POLYGON ((-123.10...|    17|      139| Mount Pleasant Park|Mount Pleasant|  W 16th Avenue| Ontario Street|      N|        N|         N|
|POLYGON ((-123.10...|POLYGON ((-123.10...|    18|      138| Major Matthews Park|Mount Pleasant|  W 11th Avenue|Manitoba Street|      N|        N|         N|
|POLYGON ((-123.10...|POLYGON ((-123.10...|    19|      137|Jonathan Rogers Park|Mount Pleasant|   W 7th Avenue|Manitoba Street|      N|        Y|         N|
|POLYGON ((-123.09...|POLYGON ((-123.09...|    20|      183|       Thornton Park|    Strathcona|Terminal Avenue|    Main Street|      N|        N|         N|
+--------------------+--------------------+------+---------+--------------------+--------------+---------------+---------------+-------+---------+----------+
only showing top 20 rows

root
 |-- shape: geometry (nullable = false)
 |-- geometry: string (nullable = true)
 |-- ParkId: string (nullable = true)
 |-- RefParkId: string (nullable = true)
 |-- ParkName: string (nullable = true)
 |-- Neighborho: string (nullable = true)
 |-- EWStreet: string (nullable = true)
 |-- NSStreet: string (nullable = true)
 |-- DogPark: string (nullable = true)
 |-- Washrooms: string (nullable = true)
 |-- SpecialFea: string (nullable = true)

渲染

方法参考上一小节。

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
// 转为像素
sqlText = "select ST_Envelope_Aggr(shape) as boundary from park";
rawDF = spark.sql(sqlText);
rawDF.createOrReplaceTempView("bound");

sqlText = "select ST_Pixelize(shape, 256, 256, (select boundary from bound)) as pixel, shape from park ";
rawDF = spark.sql(sqlText);
rawDF.createOrReplaceTempView("pixels");
rawDF.show(false);
// 选择颜色
sqlText = "select pixel, shape, ST_Colorize(1, 1, 'red') as color from pixels";
rawDF = spark.sql(sqlText);
rawDF.createOrReplaceTempView("pixels");
rawDF.show();
// 渲染
sqlText = "select ST_Render(pixel, color) as image from pixels";
rawDF = spark.sql(sqlText);
rawDF.createOrReplaceTempView("images");
rawDF.show();
// 保存
Dataset<org.apache.spark.sql.Row> images = spark.table("images");
Row[] take = (Row[])images.take(1);
ImageSerializableWrapper image = (ImageSerializableWrapper)take[0].get(0);
new ImageGenerator().SaveRasterImageAsLocalFile(image.getImage(),System.getProperty("user.home") + "/park", ImageType.PNG);

img

tag:

    缺失模块。
    1、请确保node版本大于6.2
    2、在博客根目录（注意不是yilia根目录）执行以下命令：
    npm i hexo-generator-json-content --save

    3、在根目录_config.yml里添加配置： 

      jsonContent:
    meta: false
    pages: false
    posts:
      title: true
      date: true
      path: true
      text: false
      raw: false
      content: false
      slug: false
      updated: false
      comments: false
      link: false
      permalink: false
      excerpt: false
      categories: false
      tags: true

学亮编程手记<br><br>CSDN博客Java领域优质创作者<br>网易云课堂签约讲师