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mymindwentblvnk/Creator.java

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Created February 16, 2022 12:48
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ORC Sample file creator
Raw
README.md
  1. Created the sample.orc file locally using the code in Creator.java
  2. Uploaded to HDFS and created an external table in hive to point to that location (queries in queries.hql)
  3. Created a new table using Hive with 128MB stripe size and 64KB buffer size, and inserted data into it.
  4. Metadata dump of the ORC file created by Hive is orc_dump.json.
Raw
Creator.java
import java.io.IOException;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.hive.ql.exec.vector.BytesColumnVector;
import org.apache.hadoop.hive.ql.exec.vector.LongColumnVector;
import org.apache.hadoop.hive.ql.exec.vector.VectorizedRowBatch;
import org.apache.orc.CompressionKind;
import org.apache.orc.OrcFile;
import org.apache.orc.TypeDescription;
import org.apache.orc.Writer;
public class Creator {
public static void main(String[] args) throws IOException {
TypeDescription schema = createSchema();
Configuration conf = new Configuration();
FileSystem fs = FileSystem.getLocal(conf);
Path testFilePath = new Path("sample.orc");
fs.delete(testFilePath, false);
int batchSize = 50000;
Writer writer = OrcFile.createWriter(testFilePath, OrcFile.writerOptions(conf)
.setSchema(schema)
.compress(CompressionKind.ZLIB)
.stripeSize(128 * 1024 * 1024)
.bufferSize(256 * 1024)
.rowIndexStride(10000)
.version(OrcFile.Version.V_0_12));
VectorizedRowBatch batch = schema.createRowBatch(batchSize);
int numRows = 200000000;
int iters = numRows / batchSize;
for (int iter = 0; iter < iters; iter++) {
for (int i = 0; i < batchSize; ++i) {
int row = batch.size++;
appendRow(batch, row);
}
writer.addRowBatch(batch);
batch.reset();
}
writer.close();
}
private static void appendRow(VectorizedRowBatch batch, int row) {
for (int i = 0; i < 122; i++) {
((LongColumnVector) batch.cols[i]).vector[row] = row * 300;
}
for (int i = 122; i < 133; i++) {
((BytesColumnVector) batch.cols[i]).setVal(row, Integer.toHexString(10 * row % 10000).getBytes());
}
}
private static TypeDescription createSchema() {
TypeDescription td = TypeDescription.createStruct();
for (int i = 0; i < 122; i++) {
td.addField("long" + i, TypeDescription.createLong());
}
for (int i = 0; i < 11; i++) {
td.addField("string" + i, TypeDescription.createString());
}
return td;
}
}
Raw
orc_dump.json
This file has been truncated, but you can view the full file.
{"fileName":"hdfs:\/\/path\/to\/orc_file_dir\/000000_0","fileVersion":"0.12","writerVersion":"HIVE_13083","metadataSize":12703,"rawDataSize":371329300000,"numberOfRows":192100000,"compression":"ZLIB","compressionBufferSize":65536,"schemaString":"struct<long0:bigint,long1:bigint,long2:bigint,long3:bigint,long4:bigint,long5:bigint,long6:bigint,long7:bigint,long8:bigint,long9:bigint,long10:bigint,long11:bigint,long12:bigint,long13:bigint,long14:bigint,long15:bigint,long16:bigint,long17:bigint,long18:bigint,long19:bigint,long20:bigint,long21:bigint,long22:bigint,long23:bigint,long24:bigint,long25:bigint,long26:bigint,long27:bigint,long28:bigint,long29:bigint,long30:bigint,long31:bigint,long32:bigint,long33:bigint,long34:bigint,long35:bigint,long36:bigint,long37:bigint,long38:bigint,long39:bigint,long40:bigint,long41:bigint,long42:bigint,long43:bigint,long44:bigint,long45:bigint,long46:bigint,long47:bigint,long48:bigint,long49:bigint,long50:bigint,long51:bigint,long52:bigint,long53:bigint,long54:bigint,long55:bigint,long56:bigint,long57:bigint,long58:bigint,long59:bigint,long60:bigint,long61:bigint,long62:bigint,long63:bigint,long64:bigint,long65:bigint,long66:bigint,long67:bigint,long68:bigint,long69:bigint,long70:bigint,long71:bigint,long72:bigint,long73:bigint,long74:bigint,long75:bigint,long76:bigint,long77:bigint,long78:bigint,long79:bigint,long80:bigint,long81:bigint,long82:bigint,long83:bigint,long84:bigint,long85:bigint,long86:bigint,long87:bigint,long88:bigint,long89:bigint,long90:bigint,long91:bigint,long92:bigint,long93:bigint,long94:bigint,long95:bigint,long96:bigint,long97:bigint,long98:bigint,long99:bigint,long100:bigint,long101:bigint,long102:bigint,long103:bigint,long104:bigint,long105:bigint,long106:bigint,long107:bigint,long108:bigint,long109:bigint,long110:bigint,long111:bigint,long112:bigint,long113:bigint,long114:bigint,long115:bigint,long116:bigint,long117:bigint,long118:bigint,long119:bigint,long120:bigint,long121:bigint,string0:string,string1:string,string2:string,string3:string,string4:string,string5:string,string6:string,string7:string,string8:string,string9:string,string10:string>","schema":[{"columnId":0,"columnType":"STRUCT","childColumnNames":["long0","long1","long2","long3","long4","long5","long6","long7","long8","long9","long10","long11","long12","long13","long14","long15","long16","long17","long18","long19","long20","long21","long22","long23","long24","long25","long26","long27","long28","long29","long30","long31","long32","long33","long34","long35","long36","long37","long38","long39","long40","long41","long42","long43","long44","long45","long46","long47","long48","long49","long50","long51","long52","long53","long54","long55","long56","long57","long58","long59","long60","long61","long62","long63","long64","long65","long66","long67","long68","long69","long70","long71","long72","long73","long74","long75","long76","long77","long78","long79","long80","long81","long82","long83","long84","long85","long86","long87","long88","long89","long90","long91","long92","long93","long94","long95","long96","long97","long98","long99","long100","long101","long102","long103","long104","long105","long106","long107","long108","long109","long110","long111","long112","long113","long114","long115","long116","long117","long118","long119","long120","long121","string0","string1","string2","string3","string4","string5","string6","string7","string8","string9","string10"],"childColumnIds":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133]},{"columnId":1,"columnType":"LONG"},{"columnId":2,"columnType":"LONG"},{"columnId":3,"columnType":"LONG"},{"columnId":4,"columnType":"LONG"},{"columnId":5,"columnType":"LONG"},{"columnId":6,"columnType":"LONG"},{"columnId":7,"columnType":"LONG"},{"columnId":8,"columnType":"LONG"},{"columnId":9,"columnType":"LONG"},{"columnId":10,"columnType":"LONG"},{"columnId":11,"columnType":"LONG"},{"columnId":12,"columnType":"LONG"},{"columnId":13,"columnType":"LONG"},{"columnId":14,"columnType":"LONG"},{"columnId":15,"columnType":"LONG"},{"columnId":16,"columnType":"LONG"},{"columnId":17,"columnType":"LONG"},{"columnId":18,"columnType":"LONG"},{"columnId":19,"columnType":"LONG"},{"columnId":20,"columnType":"LONG"},{"columnId":21,"columnType":"LONG"},{"columnId":22,"columnType":"LONG"},{"columnId":23,"columnType":"LONG"},{"columnId":24,"columnType":"LONG"},{"columnId":25,"columnType":"LONG"},{"columnId":26,"columnType":"LONG"},{"columnId":27,"columnType":"LONG"},{"columnId":28,"columnType":"LONG"},{"columnId":29,"columnType":"LONG"},{"columnId":30,"columnType":"LONG"},{"columnId":31,"columnType":"LONG"},{"columnId":32,"colu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