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| 1 | +/* |
| 2 | + * Licensed to the Apache Software Foundation (ASF) under one |
| 3 | + * or more contributor license agreements. See the NOTICE file |
| 4 | + * distributed with this work for additional information |
| 5 | + * regarding copyright ownership. The ASF licenses this file |
| 6 | + * to you under the Apache License, Version 2.0 (the |
| 7 | + * "License"); you may not use this file except in compliance |
| 8 | + * with the License. You may obtain a copy of the License at |
| 9 | + * |
| 10 | + * http://www.apache.org/licenses/LICENSE-2.0 |
| 11 | + * |
| 12 | + * Unless required by applicable law or agreed to in writing, |
| 13 | + * software distributed under the License is distributed on an |
| 14 | + * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| 15 | + * KIND, either express or implied. See the License for the |
| 16 | + * specific language governing permissions and limitations |
| 17 | + * under the License. |
| 18 | + */ |
| 19 | + |
| 20 | +package org.apache.parquet.hadoop; |
| 21 | + |
| 22 | +import static org.apache.parquet.schema.LogicalTypeAnnotation.float16Type; |
| 23 | +import static org.apache.parquet.schema.PrimitiveType.PrimitiveTypeName.DOUBLE; |
| 24 | +import static org.apache.parquet.schema.PrimitiveType.PrimitiveTypeName.FIXED_LEN_BYTE_ARRAY; |
| 25 | +import static org.apache.parquet.schema.PrimitiveType.PrimitiveTypeName.FLOAT; |
| 26 | + |
| 27 | +import java.io.IOException; |
| 28 | +import java.util.Arrays; |
| 29 | +import java.util.List; |
| 30 | +import org.apache.hadoop.conf.Configuration; |
| 31 | +import org.apache.hadoop.fs.FileSystem; |
| 32 | +import org.apache.hadoop.fs.Path; |
| 33 | +import org.apache.parquet.example.data.Group; |
| 34 | +import org.apache.parquet.example.data.GroupFactory; |
| 35 | +import org.apache.parquet.example.data.simple.SimpleGroupFactory; |
| 36 | +import org.apache.parquet.hadoop.example.ExampleParquetWriter; |
| 37 | +import org.apache.parquet.hadoop.metadata.CompressionCodecName; |
| 38 | +import org.apache.parquet.hadoop.rewrite.ParquetRewriter; |
| 39 | +import org.apache.parquet.hadoop.rewrite.RewriteOptions; |
| 40 | +import org.apache.parquet.io.api.Binary; |
| 41 | +import org.apache.parquet.schema.ColumnOrder; |
| 42 | +import org.apache.parquet.schema.MessageType; |
| 43 | +import org.apache.parquet.schema.Types; |
| 44 | + |
| 45 | +public final class FloatingPointNanInteropFileGenerator { |
| 46 | + |
| 47 | + public static final String FILE_NO_NAN = "floating_orders_nan_count_no_nan.parquet"; |
| 48 | + public static final String FILE_MIXED_NAN = "floating_orders_nan_count_mixed_nan.parquet"; |
| 49 | + public static final String FILE_ALL_NAN = "floating_orders_nan_count_all_nan.parquet"; |
| 50 | + public static final String FILE_MERGED = "floating_orders_nan_count_merged.parquet"; |
| 51 | + |
| 52 | + public static final int ROWS_PER_FILE = 10; |
| 53 | + |
| 54 | + private static final float FLOAT_NAN_SMALL = Float.intBitsToFloat(0x7fc00001); |
| 55 | + private static final float FLOAT_NAN_LARGE = Float.intBitsToFloat(0x7fffffff); |
| 56 | + private static final double DOUBLE_NAN_SMALL = Double.longBitsToDouble(0x7ff0000000000001L); |
| 57 | + private static final double DOUBLE_NAN_LARGE = Double.longBitsToDouble(0x7fffffffffffffffL); |
| 58 | + private static final Binary FLOAT16_NAN_SMALL = float16Binary((short) 0x7c01); |
| 59 | + private static final Binary FLOAT16_NAN_LARGE = float16Binary((short) 0x7fff); |
| 60 | + |
| 61 | + private static final MessageType SCHEMA = Types.buildMessage() |
| 62 | + .required(FLOAT) |
| 63 | + .columnOrder(ColumnOrder.ieee754TotalOrder()) |
| 64 | + .named("float_ieee754") |
| 65 | + .required(FLOAT) |
| 66 | + .named("float_typedef") |
| 67 | + .required(DOUBLE) |
| 68 | + .columnOrder(ColumnOrder.ieee754TotalOrder()) |
| 69 | + .named("double_ieee754") |
| 70 | + .required(DOUBLE) |
| 71 | + .named("double_typedef") |
| 72 | + .required(FIXED_LEN_BYTE_ARRAY) |
| 73 | + .length(2) |
| 74 | + .as(float16Type()) |
| 75 | + .columnOrder(ColumnOrder.ieee754TotalOrder()) |
| 76 | + .named("float16_ieee754") |
| 77 | + .required(FIXED_LEN_BYTE_ARRAY) |
| 78 | + .length(2) |
| 79 | + .as(float16Type()) |
| 80 | + .named("float16_typedef") |
| 81 | + .named("msg"); |
| 82 | + |
| 83 | + private static final float[] NO_NAN_FLOATS = new float[] {-2f, -1f, -0f, 0f, 0.5f, 1f, 2f, 3f, 4f, 5f}; |
| 84 | + private static final double[] NO_NAN_DOUBLES = new double[] {-2d, -1d, -0d, 0d, 0.5d, 1d, 2d, 3d, 4d, 5d}; |
| 85 | + private static final Binary[] NO_NAN_FLOAT16 = new Binary[] { |
| 86 | + float16Binary((short) 0xc000), |
| 87 | + float16Binary((short) 0xbc00), |
| 88 | + float16Binary((short) 0x8000), |
| 89 | + float16Binary((short) 0x0000), |
| 90 | + float16Binary((short) 0x3800), |
| 91 | + float16Binary((short) 0x3c00), |
| 92 | + float16Binary((short) 0x4000), |
| 93 | + float16Binary((short) 0x4200), |
| 94 | + float16Binary((short) 0x4400), |
| 95 | + float16Binary((short) 0x4500) |
| 96 | + }; |
| 97 | + |
| 98 | + private static final float[] MIXED_NAN_FLOATS = |
| 99 | + new float[] {FLOAT_NAN_SMALL, -2f, FLOAT_NAN_LARGE, -1f, -0f, 0f, 1f, 2f, 3f, 5f}; |
| 100 | + private static final double[] MIXED_NAN_DOUBLES = |
| 101 | + new double[] {DOUBLE_NAN_SMALL, -2d, DOUBLE_NAN_LARGE, -1d, -0d, 0d, 1d, 2d, 3d, 5d}; |
| 102 | + private static final Binary[] MIXED_NAN_FLOAT16 = new Binary[] { |
| 103 | + FLOAT16_NAN_SMALL, |
| 104 | + float16Binary((short) 0xc000), |
| 105 | + FLOAT16_NAN_LARGE, |
| 106 | + float16Binary((short) 0xbc00), |
| 107 | + float16Binary((short) 0x8000), |
| 108 | + float16Binary((short) 0x0000), |
| 109 | + float16Binary((short) 0x3c00), |
| 110 | + float16Binary((short) 0x4000), |
| 111 | + float16Binary((short) 0x4200), |
| 112 | + float16Binary((short) 0x4500) |
| 113 | + }; |
| 114 | + |
| 115 | + private static final float[] ALL_NAN_FLOATS = new float[] { |
| 116 | + FLOAT_NAN_SMALL, |
| 117 | + FLOAT_NAN_LARGE, |
| 118 | + FLOAT_NAN_SMALL, |
| 119 | + FLOAT_NAN_LARGE, |
| 120 | + FLOAT_NAN_SMALL, |
| 121 | + FLOAT_NAN_LARGE, |
| 122 | + FLOAT_NAN_SMALL, |
| 123 | + FLOAT_NAN_LARGE, |
| 124 | + FLOAT_NAN_SMALL, |
| 125 | + FLOAT_NAN_LARGE |
| 126 | + }; |
| 127 | + |
| 128 | + private static final double[] ALL_NAN_DOUBLES = new double[] { |
| 129 | + DOUBLE_NAN_SMALL, |
| 130 | + DOUBLE_NAN_LARGE, |
| 131 | + DOUBLE_NAN_SMALL, |
| 132 | + DOUBLE_NAN_LARGE, |
| 133 | + DOUBLE_NAN_SMALL, |
| 134 | + DOUBLE_NAN_LARGE, |
| 135 | + DOUBLE_NAN_SMALL, |
| 136 | + DOUBLE_NAN_LARGE, |
| 137 | + DOUBLE_NAN_SMALL, |
| 138 | + DOUBLE_NAN_LARGE |
| 139 | + }; |
| 140 | + |
| 141 | + private static final Binary[] ALL_NAN_FLOAT16 = new Binary[] { |
| 142 | + FLOAT16_NAN_SMALL, |
| 143 | + FLOAT16_NAN_LARGE, |
| 144 | + FLOAT16_NAN_SMALL, |
| 145 | + FLOAT16_NAN_LARGE, |
| 146 | + FLOAT16_NAN_SMALL, |
| 147 | + FLOAT16_NAN_LARGE, |
| 148 | + FLOAT16_NAN_SMALL, |
| 149 | + FLOAT16_NAN_LARGE, |
| 150 | + FLOAT16_NAN_SMALL, |
| 151 | + FLOAT16_NAN_LARGE |
| 152 | + }; |
| 153 | + |
| 154 | + public enum Scenario { |
| 155 | + NO_NAN, |
| 156 | + MIXED_NAN, |
| 157 | + ALL_NAN |
| 158 | + } |
| 159 | + |
| 160 | + public static final class GenerationResult { |
| 161 | + private final Path noNanFile; |
| 162 | + private final Path mixedNanFile; |
| 163 | + private final Path allNanFile; |
| 164 | + private final Path mergedFile; |
| 165 | + |
| 166 | + private GenerationResult(Path noNanFile, Path mixedNanFile, Path allNanFile, Path mergedFile) { |
| 167 | + this.noNanFile = noNanFile; |
| 168 | + this.mixedNanFile = mixedNanFile; |
| 169 | + this.allNanFile = allNanFile; |
| 170 | + this.mergedFile = mergedFile; |
| 171 | + } |
| 172 | + |
| 173 | + public Path getNoNanFile() { |
| 174 | + return noNanFile; |
| 175 | + } |
| 176 | + |
| 177 | + public Path getMixedNanFile() { |
| 178 | + return mixedNanFile; |
| 179 | + } |
| 180 | + |
| 181 | + public Path getAllNanFile() { |
| 182 | + return allNanFile; |
| 183 | + } |
| 184 | + |
| 185 | + public Path getMergedFile() { |
| 186 | + return mergedFile; |
| 187 | + } |
| 188 | + } |
| 189 | + |
| 190 | + private FloatingPointNanInteropFileGenerator() {} |
| 191 | + |
| 192 | + public static MessageType schema() { |
| 193 | + return SCHEMA; |
| 194 | + } |
| 195 | + |
| 196 | + public static float[] floatValues(Scenario scenario) { |
| 197 | + switch (scenario) { |
| 198 | + case NO_NAN: |
| 199 | + return Arrays.copyOf(NO_NAN_FLOATS, NO_NAN_FLOATS.length); |
| 200 | + case MIXED_NAN: |
| 201 | + return Arrays.copyOf(MIXED_NAN_FLOATS, MIXED_NAN_FLOATS.length); |
| 202 | + case ALL_NAN: |
| 203 | + return Arrays.copyOf(ALL_NAN_FLOATS, ALL_NAN_FLOATS.length); |
| 204 | + default: |
| 205 | + throw new IllegalArgumentException("Unknown scenario: " + scenario); |
| 206 | + } |
| 207 | + } |
| 208 | + |
| 209 | + public static double[] doubleValues(Scenario scenario) { |
| 210 | + switch (scenario) { |
| 211 | + case NO_NAN: |
| 212 | + return Arrays.copyOf(NO_NAN_DOUBLES, NO_NAN_DOUBLES.length); |
| 213 | + case MIXED_NAN: |
| 214 | + return Arrays.copyOf(MIXED_NAN_DOUBLES, MIXED_NAN_DOUBLES.length); |
| 215 | + case ALL_NAN: |
| 216 | + return Arrays.copyOf(ALL_NAN_DOUBLES, ALL_NAN_DOUBLES.length); |
| 217 | + default: |
| 218 | + throw new IllegalArgumentException("Unknown scenario: " + scenario); |
| 219 | + } |
| 220 | + } |
| 221 | + |
| 222 | + public static Binary[] float16Values(Scenario scenario) { |
| 223 | + Binary[] values; |
| 224 | + switch (scenario) { |
| 225 | + case NO_NAN: |
| 226 | + values = NO_NAN_FLOAT16; |
| 227 | + break; |
| 228 | + case MIXED_NAN: |
| 229 | + values = MIXED_NAN_FLOAT16; |
| 230 | + break; |
| 231 | + case ALL_NAN: |
| 232 | + values = ALL_NAN_FLOAT16; |
| 233 | + break; |
| 234 | + default: |
| 235 | + throw new IllegalArgumentException("Unknown scenario: " + scenario); |
| 236 | + } |
| 237 | + |
| 238 | + Binary[] copy = new Binary[values.length]; |
| 239 | + for (int i = 0; i < values.length; i++) { |
| 240 | + copy[i] = values[i].copy(); |
| 241 | + } |
| 242 | + return copy; |
| 243 | + } |
| 244 | + |
| 245 | + public static GenerationResult generateAndMerge(Configuration conf, Path outputDir) throws IOException { |
| 246 | + FileSystem fs = outputDir.getFileSystem(conf); |
| 247 | + if (!fs.exists(outputDir) && !fs.mkdirs(outputDir)) { |
| 248 | + throw new IOException("Cannot create output directory: " + outputDir); |
| 249 | + } |
| 250 | + |
| 251 | + Path noNanPath = new Path(outputDir, FILE_NO_NAN); |
| 252 | + Path mixedNanPath = new Path(outputDir, FILE_MIXED_NAN); |
| 253 | + Path allNanPath = new Path(outputDir, FILE_ALL_NAN); |
| 254 | + Path mergedPath = new Path(outputDir, FILE_MERGED); |
| 255 | + |
| 256 | + deleteIfExists(fs, noNanPath); |
| 257 | + deleteIfExists(fs, mixedNanPath); |
| 258 | + deleteIfExists(fs, allNanPath); |
| 259 | + deleteIfExists(fs, mergedPath); |
| 260 | + |
| 261 | + writeScenarioFile(conf, noNanPath, Scenario.NO_NAN); |
| 262 | + writeScenarioFile(conf, mixedNanPath, Scenario.MIXED_NAN); |
| 263 | + writeScenarioFile(conf, allNanPath, Scenario.ALL_NAN); |
| 264 | + mergeFiles(conf, List.of(noNanPath, mixedNanPath, allNanPath), mergedPath); |
| 265 | + |
| 266 | + return new GenerationResult(noNanPath, mixedNanPath, allNanPath, mergedPath); |
| 267 | + } |
| 268 | + |
| 269 | + public static void writeScenarioFile(Configuration conf, Path outputFile, Scenario scenario) throws IOException { |
| 270 | + float[] floatValues = floatValues(scenario); |
| 271 | + double[] doubleValues = doubleValues(scenario); |
| 272 | + Binary[] float16Values = float16Values(scenario); |
| 273 | + |
| 274 | + if (floatValues.length != ROWS_PER_FILE |
| 275 | + || doubleValues.length != ROWS_PER_FILE |
| 276 | + || float16Values.length != ROWS_PER_FILE) { |
| 277 | + throw new IllegalStateException("Scenario " + scenario + " must have exactly " + ROWS_PER_FILE + " rows"); |
| 278 | + } |
| 279 | + |
| 280 | + GroupFactory factory = new SimpleGroupFactory(SCHEMA); |
| 281 | + try (ParquetWriter<Group> writer = ExampleParquetWriter.builder(outputFile) |
| 282 | + .withConf(conf) |
| 283 | + .withType(SCHEMA) |
| 284 | + .withCompressionCodec(CompressionCodecName.UNCOMPRESSED) |
| 285 | + .withDictionaryEncoding(false) |
| 286 | + .build()) { |
| 287 | + for (int i = 0; i < ROWS_PER_FILE; i++) { |
| 288 | + writer.write(factory.newGroup() |
| 289 | + .append("float_ieee754", floatValues[i]) |
| 290 | + .append("float_typedef", floatValues[i]) |
| 291 | + .append("double_ieee754", doubleValues[i]) |
| 292 | + .append("double_typedef", doubleValues[i]) |
| 293 | + .append("float16_ieee754", float16Values[i]) |
| 294 | + .append("float16_typedef", float16Values[i])); |
| 295 | + } |
| 296 | + } |
| 297 | + } |
| 298 | + |
| 299 | + public static void mergeFiles(Configuration conf, List<Path> inputFiles, Path outputFile) throws IOException { |
| 300 | + RewriteOptions options = new RewriteOptions.Builder(conf, inputFiles, outputFile) |
| 301 | + .transform(CompressionCodecName.UNCOMPRESSED) |
| 302 | + .build(); |
| 303 | + try (ParquetRewriter rewriter = new ParquetRewriter(options)) { |
| 304 | + rewriter.processBlocks(); |
| 305 | + } |
| 306 | + } |
| 307 | + |
| 308 | + private static void deleteIfExists(FileSystem fs, Path path) throws IOException { |
| 309 | + if (fs.exists(path) && !fs.delete(path, false)) { |
| 310 | + throw new IOException("Failed to delete existing file: " + path); |
| 311 | + } |
| 312 | + } |
| 313 | + |
| 314 | + private static Binary float16Binary(short bits) { |
| 315 | + return Binary.fromConstantByteArray(new byte[] {(byte) (bits & 0xff), (byte) ((bits >> 8) & 0xff)}); |
| 316 | + } |
| 317 | + |
| 318 | + public static void main(String[] args) throws IOException { |
| 319 | + String outputDir = args.length > 0 ? args[0] : "target/parquet-testing/data"; |
| 320 | + Configuration conf = new Configuration(); |
| 321 | + GenerationResult result = generateAndMerge(conf, new Path(outputDir)); |
| 322 | + System.out.println("Generated files:"); |
| 323 | + System.out.println(" " + result.getNoNanFile()); |
| 324 | + System.out.println(" " + result.getMixedNanFile()); |
| 325 | + System.out.println(" " + result.getAllNanFile()); |
| 326 | + System.out.println(" " + result.getMergedFile()); |
| 327 | + } |
| 328 | +} |
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