/*
 * Licensed to the Apache Software Foundation (ASF) under one
 * or more contributor license agreements.  See the NOTICE file
 * distributed with this work for additional information
 * regarding copyright ownership.  The ASF licenses this file
 * to you under the Apache License, Version 2.0 (the
 * "License"); you may not use this file except in compliance
 * with the License.  You may obtain a copy of the License at
 *
 *     http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */
package org.apache.beam.sdk.io;

import static org.apache.avro.file.DataFileConstants.SNAPPY_CODEC;
import static org.apache.beam.sdk.io.Compression.AUTO;
import static org.apache.beam.sdk.io.fs.ResolveOptions.StandardResolveOptions.RESOLVE_FILE;
import static org.apache.beam.sdk.transforms.Contextful.fn;
import static org.apache.beam.sdk.transforms.Requirements.requiresSideInputs;
import static org.apache.beam.sdk.transforms.display.DisplayDataMatchers.hasDisplayItem;
import static org.apache.beam.vendor.guava.v26_0_jre.com.google.common.base.MoreObjects.firstNonNull;
import static org.hamcrest.MatcherAssert.assertThat;
import static org.hamcrest.Matchers.containsInAnyOrder;
import static org.junit.Assert.assertArrayEquals;
import static org.junit.Assert.assertEquals;
import static org.junit.Assert.assertTrue;

import java.io.File;
import java.io.FileInputStream;
import java.io.IOException;
import java.io.InputStream;
import java.io.OutputStream;
import java.io.Serializable;
import java.nio.file.Files;
import java.nio.file.Path;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.Collection;
import java.util.Collections;
import java.util.List;
import java.util.Map;
import java.util.Objects;
import java.util.Random;
import org.apache.avro.Schema;
import org.apache.avro.SchemaBuilder;
import org.apache.avro.file.CodecFactory;
import org.apache.avro.file.DataFileReader;
import org.apache.avro.file.DataFileStream;
import org.apache.avro.generic.GenericData;
import org.apache.avro.generic.GenericDatumReader;
import org.apache.avro.generic.GenericDatumWriter;
import org.apache.avro.generic.GenericRecord;
import org.apache.avro.generic.GenericRecordBuilder;
import org.apache.avro.io.DatumWriter;
import org.apache.avro.io.Encoder;
import org.apache.avro.reflect.ReflectData;
import org.apache.avro.reflect.ReflectDatumReader;
import org.apache.beam.sdk.coders.AvroCoder;
import org.apache.beam.sdk.coders.Coder;
import org.apache.beam.sdk.coders.CoderException;
import org.apache.beam.sdk.coders.DefaultCoder;
import org.apache.beam.sdk.coders.StringUtf8Coder;
import org.apache.beam.sdk.io.FileBasedSink.FilenamePolicy;
import org.apache.beam.sdk.io.FileBasedSink.OutputFileHints;
import org.apache.beam.sdk.io.fs.ResourceId;
import org.apache.beam.sdk.options.ValueProvider.StaticValueProvider;
import org.apache.beam.sdk.testing.NeedsRunner;
import org.apache.beam.sdk.testing.PAssert;
import org.apache.beam.sdk.testing.TestPipeline;
import org.apache.beam.sdk.testing.TestStream;
import org.apache.beam.sdk.testing.UsesTestStream;
import org.apache.beam.sdk.testing.UsesUnboundedSplittableParDo;
import org.apache.beam.sdk.transforms.Create;
import org.apache.beam.sdk.transforms.MapElements;
import org.apache.beam.sdk.transforms.PTransform;
import org.apache.beam.sdk.transforms.SerializableFunction;
import org.apache.beam.sdk.transforms.SimpleFunction;
import org.apache.beam.sdk.transforms.View;
import org.apache.beam.sdk.transforms.Watch;
import org.apache.beam.sdk.transforms.display.DisplayData;
import org.apache.beam.sdk.transforms.windowing.AfterPane;
import org.apache.beam.sdk.transforms.windowing.BoundedWindow;
import org.apache.beam.sdk.transforms.windowing.FixedWindows;
import org.apache.beam.sdk.transforms.windowing.IntervalWindow;
import org.apache.beam.sdk.transforms.windowing.PaneInfo;
import org.apache.beam.sdk.transforms.windowing.Repeatedly;
import org.apache.beam.sdk.transforms.windowing.Window;
import org.apache.beam.sdk.util.SerializableUtils;
import org.apache.beam.sdk.values.PCollection;
import org.apache.beam.sdk.values.PCollectionView;
import org.apache.beam.sdk.values.TimestampedValue;
import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.base.Charsets;
import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.base.MoreObjects;
import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.ArrayListMultimap;
import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.ImmutableList;
import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.ImmutableMap;
import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables;
import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterators;
import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Lists;
import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Maps;
import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Multimap;
import org.checkerframework.checker.nullness.qual.Nullable;
import org.joda.time.Duration;
import org.joda.time.Instant;
import org.junit.Rule;
import org.junit.Test;
import org.junit.experimental.categories.Category;
import org.junit.rules.ExpectedException;
import org.junit.rules.TemporaryFolder;
import org.junit.runner.RunWith;
import org.junit.runners.JUnit4;
import org.junit.runners.Parameterized;

/** Tests for AvroIO Read and Write transforms. */
@SuppressWarnings({
  "rawtypes", // TODO(https://issues.apache.org/jira/browse/BEAM-10556)
})
public class AvroIOTest implements Serializable {
  /** Unit tests. */
  @RunWith(JUnit4.class)
  public static class SimpleTests implements Serializable {
    @Test
    public void testAvroIOGetName() {
      assertEquals("AvroIO.Read", AvroIO.read(String.class).from("/tmp/foo*/baz").getName());
      assertEquals("AvroIO.Write", AvroIO.write(String.class).to("/tmp/foo/baz").getName());
    }

    @Test
    public void testWriteWithDefaultCodec() {
      AvroIO.Write<String> write = AvroIO.write(String.class).to("/tmp/foo/baz");
      assertEquals(CodecFactory.snappyCodec().toString(), write.inner.getCodec().toString());
    }

    @Test
    public void testWriteWithCustomCodec() {
      AvroIO.Write<String> write =
          AvroIO.write(String.class).to("/tmp/foo/baz").withCodec(CodecFactory.snappyCodec());
      assertEquals(SNAPPY_CODEC, write.inner.getCodec().toString());
    }

    @Test
    public void testWriteWithSerDeCustomDeflateCodec() {
      AvroIO.Write<String> write =
          AvroIO.write(String.class).to("/tmp/foo/baz").withCodec(CodecFactory.deflateCodec(9));

      assertEquals(
          CodecFactory.deflateCodec(9).toString(),
          SerializableUtils.clone(write.inner.getCodec()).getCodec().toString());
    }

    @Test
    public void testWriteWithSerDeCustomXZCodec() {
      AvroIO.Write<String> write =
          AvroIO.write(String.class).to("/tmp/foo/baz").withCodec(CodecFactory.xzCodec(9));

      assertEquals(
          CodecFactory.xzCodec(9).toString(),
          SerializableUtils.clone(write.inner.getCodec()).getCodec().toString());
    }

    @Test
    public void testReadDisplayData() {
      AvroIO.Read<String> read = AvroIO.read(String.class).from("/foo.*");

      DisplayData displayData = DisplayData.from(read);
      assertThat(displayData, hasDisplayItem("filePattern", "/foo.*"));
    }
  }

  /** NeedsRunner tests. */
  @RunWith(Parameterized.class)
  @Category(NeedsRunner.class)
  public static class NeedsRunnerTests implements Serializable {
    @Rule public transient TestPipeline writePipeline = TestPipeline.create();

    @Rule public transient TestPipeline readPipeline = TestPipeline.create();

    @Rule public transient TestPipeline windowedAvroWritePipeline = TestPipeline.create();

    @Rule public transient TemporaryFolder tmpFolder = new TemporaryFolder();

    @Rule public transient ExpectedException expectedException = ExpectedException.none();

    @Parameterized.Parameters(name = "{index}: {0}")
    public static Collection<Object[]> params() {
      return Arrays.asList(new Object[][] {{true}, {false}});
    }

    @Parameterized.Parameter public boolean withBeamSchemas;

    @DefaultCoder(AvroCoder.class)
    static class GenericClass {
      int intField;
      String stringField;

      GenericClass() {}

      GenericClass(int intField, String stringField) {
        this.intField = intField;
        this.stringField = stringField;
      }

      @Override
      public String toString() {
        return MoreObjects.toStringHelper(getClass())
            .add("intField", intField)
            .add("stringField", stringField)
            .toString();
      }

      @Override
      public int hashCode() {
        return Objects.hash(intField, stringField);
      }

      @Override
      public boolean equals(@Nullable Object other) {
        if (other == null || !(other instanceof GenericClass)) {
          return false;
        }
        GenericClass o = (GenericClass) other;
        return Objects.equals(intField, o.intField) && Objects.equals(stringField, o.stringField);
      }
    }

    private static class ParseGenericClass
        implements SerializableFunction<GenericRecord, GenericClass> {
      @Override
      public GenericClass apply(GenericRecord input) {
        return new GenericClass((int) input.get("intField"), input.get("stringField").toString());
      }

      @Test
      public void testWriteDisplayData() {
        AvroIO.Write<GenericClass> write =
            AvroIO.write(GenericClass.class)
                .to("/foo")
                .withShardNameTemplate("-SS-of-NN-")
                .withSuffix("bar")
                .withNumShards(100)
                .withCodec(CodecFactory.deflateCodec(6));

        DisplayData displayData = DisplayData.from(write);

        assertThat(displayData, hasDisplayItem("filePrefix", "/foo"));
        assertThat(displayData, hasDisplayItem("shardNameTemplate", "-SS-of-NN-"));
        assertThat(displayData, hasDisplayItem("fileSuffix", "bar"));
        assertThat(
            displayData,
            hasDisplayItem(
                "schema",
                "{\"type\":\"record\",\"name\":\"GenericClass\",\"namespace\":\"org.apache.beam.sdk.io"
                    + ".AvroIOTest$\",\"fields\":[{\"name\":\"intField\",\"type\":\"int\"},"
                    + "{\"name\":\"stringField\",\"type\":\"string\"}]}"));
        assertThat(displayData, hasDisplayItem("numShards", 100));
        assertThat(displayData, hasDisplayItem("codec", CodecFactory.deflateCodec(6).toString()));
      }
    }

    private enum Sharding {
      RUNNER_DETERMINED,
      WITHOUT_SHARDING,
      FIXED_3_SHARDS
    }

    private enum WriteMethod {
      AVROIO_WRITE,
      AVROIO_SINK_WITH_CLASS,
      AVROIO_SINK_WITH_SCHEMA,
      /** @deprecated Test code for the deprecated {AvroIO.RecordFormatter}. */
      @Deprecated
      AVROIO_SINK_WITH_FORMATTER
    }

    private static final String SCHEMA_STRING =
        "{\"namespace\": \"example.avro\",\n"
            + " \"type\": \"record\",\n"
            + " \"name\": \"AvroGeneratedUser\",\n"
            + " \"fields\": [\n"
            + "     {\"name\": \"name\", \"type\": \"string\"},\n"
            + "     {\"name\": \"favorite_number\", \"type\": [\"int\", \"null\"]},\n"
            + "     {\"name\": \"favorite_color\", \"type\": [\"string\", \"null\"]}\n"
            + " ]\n"
            + "}";

    private static final Schema SCHEMA = new Schema.Parser().parse(SCHEMA_STRING);

    @Test
    @Category(NeedsRunner.class)
    public void testWriteThenReadJavaClass() throws Throwable {
      List<GenericClass> values =
          ImmutableList.of(new GenericClass(3, "hi"), new GenericClass(5, "bar"));
      File outputFile = tmpFolder.newFile("output.avro");

      writePipeline
          .apply(Create.of(values))
          .apply(
              AvroIO.write(GenericClass.class)
                  .to(writePipeline.newProvider(outputFile.getAbsolutePath()))
                  .withoutSharding());
      writePipeline.run();

      PAssert.that(
              readPipeline.apply(
                  "Read",
                  AvroIO.read(GenericClass.class)
                      .withBeamSchemas(withBeamSchemas)
                      .from(readPipeline.newProvider(outputFile.getAbsolutePath()))))
          .containsInAnyOrder(values);

      readPipeline.run();
    }

    @Test
    @Category(NeedsRunner.class)
    public void testWriteThenReadCustomType() throws Throwable {
      List<Long> values = Arrays.asList(0L, 1L, 2L);
      File outputFile = tmpFolder.newFile("output.avro");

      writePipeline
          .apply(Create.of(values))
          .apply(
              AvroIO.<Long, GenericClass>writeCustomType()
                  .to(writePipeline.newProvider(outputFile.getAbsolutePath()))
                  .withFormatFunction(new CreateGenericClass())
                  .withSchema(ReflectData.get().getSchema(GenericClass.class))
                  .withoutSharding());
      writePipeline.run();

      PAssert.that(
              readPipeline
                  .apply(
                      "Read",
                      AvroIO.read(GenericClass.class)
                          .withBeamSchemas(withBeamSchemas)
                          .from(readPipeline.newProvider(outputFile.getAbsolutePath())))
                  .apply(
                      MapElements.via(
                          new SimpleFunction<GenericClass, Long>() {
                            @Override
                            public Long apply(GenericClass input) {
                              return (long) input.intField;
                            }
                          })))
          .containsInAnyOrder(values);

      readPipeline.run();
    }

    private <T extends GenericRecord> void testWriteThenReadGeneratedClass(
        AvroIO.Write<T> writeTransform, AvroIO.Read<T> readTransform) throws Exception {
      File outputFile = tmpFolder.newFile("output.avro");

      List<T> values =
          ImmutableList.of(
              (T) new AvroGeneratedUser("Bob", 256, null),
              (T) new AvroGeneratedUser("Alice", 128, null),
              (T) new AvroGeneratedUser("Ted", null, "white"));

      writePipeline
          .apply(Create.of(values))
          .apply(
              writeTransform
                  .to(writePipeline.newProvider(outputFile.getAbsolutePath()))
                  .withoutSharding());
      writePipeline.run();

      PAssert.that(
              readPipeline.apply(
                  "Read",
                  readTransform.from(readPipeline.newProvider(outputFile.getAbsolutePath()))))
          .containsInAnyOrder(values);

      readPipeline.run();
    }

    @Test
    @Category(NeedsRunner.class)
    public void testWriteThenReadGeneratedClassWithClass() throws Throwable {
      testWriteThenReadGeneratedClass(
          AvroIO.write(AvroGeneratedUser.class),
          AvroIO.read(AvroGeneratedUser.class).withBeamSchemas(withBeamSchemas));
    }

    @Test
    @Category(NeedsRunner.class)
    public void testWriteThenReadGeneratedClassWithSchema() throws Throwable {
      testWriteThenReadGeneratedClass(
          AvroIO.writeGenericRecords(SCHEMA),
          AvroIO.readGenericRecords(SCHEMA).withBeamSchemas(withBeamSchemas));
    }

    @Test
    @Category(NeedsRunner.class)
    public void testWriteThenReadGeneratedClassWithSchemaString() throws Throwable {
      testWriteThenReadGeneratedClass(
          AvroIO.writeGenericRecords(SCHEMA.toString()),
          AvroIO.readGenericRecords(SCHEMA.toString()).withBeamSchemas(withBeamSchemas));
    }

    @Test
    @Category(NeedsRunner.class)
    public void testWriteSingleFileThenReadUsingAllMethods() throws Throwable {
      List<GenericClass> values =
          ImmutableList.of(new GenericClass(3, "hi"), new GenericClass(5, "bar"));
      File outputFile = tmpFolder.newFile("output.avro");

      writePipeline
          .apply(Create.of(values))
          .apply(
              AvroIO.write(GenericClass.class).to(outputFile.getAbsolutePath()).withoutSharding());
      writePipeline.run();

      // Test the same data using all versions of read().
      PCollection<String> path =
          readPipeline.apply("Create path", Create.of(outputFile.getAbsolutePath()));
      PAssert.that(
              readPipeline.apply(
                  "Read",
                  AvroIO.read(GenericClass.class)
                      .withBeamSchemas(withBeamSchemas)
                      .from(outputFile.getAbsolutePath())))
          .containsInAnyOrder(values);
      PAssert.that(
              readPipeline.apply(
                  "Read withHintMatchesManyFiles",
                  AvroIO.read(GenericClass.class)
                      .withBeamSchemas(withBeamSchemas)
                      .from(outputFile.getAbsolutePath())
                      .withHintMatchesManyFiles()))
          .containsInAnyOrder(values);
      PAssert.that(
              path.apply("MatchAllReadFiles", FileIO.matchAll())
                  .apply("ReadMatchesReadFiles", FileIO.readMatches().withCompression(AUTO))
                  .apply(
                      "ReadFiles",
                      AvroIO.readFiles(GenericClass.class)
                          .withBeamSchemas(withBeamSchemas)
                          .withDesiredBundleSizeBytes(10)))
          .containsInAnyOrder(values);
      PAssert.that(
              path.apply(
                  "ReadAll",
                  AvroIO.readAll(GenericClass.class)
                      .withBeamSchemas(withBeamSchemas)
                      .withDesiredBundleSizeBytes(10)))
          .containsInAnyOrder(values);
      PAssert.that(
              readPipeline.apply(
                  "Parse",
                  AvroIO.parseGenericRecords(new ParseGenericClass())
                      .from(outputFile.getAbsolutePath())
                      .withCoder(AvroCoder.of(GenericClass.class))))
          .containsInAnyOrder(values);
      PAssert.that(
              readPipeline.apply(
                  "Parse withHintMatchesManyFiles",
                  AvroIO.parseGenericRecords(new ParseGenericClass())
                      .from(outputFile.getAbsolutePath())
                      .withCoder(AvroCoder.of(GenericClass.class))
                      .withHintMatchesManyFiles()))
          .containsInAnyOrder(values);
      PAssert.that(
              path.apply("MatchAllParseFilesGenericRecords", FileIO.matchAll())
                  .apply(
                      "ReadMatchesParseFilesGenericRecords",
                      FileIO.readMatches()
                          .withDirectoryTreatment(FileIO.ReadMatches.DirectoryTreatment.PROHIBIT))
                  .apply(
                      "ParseFilesGenericRecords",
                      AvroIO.parseFilesGenericRecords(new ParseGenericClass())
                          .withCoder(AvroCoder.of(GenericClass.class))
                          .withDesiredBundleSizeBytes(10)))
          .containsInAnyOrder(values);
      PAssert.that(
              path.apply(
                  "ParseAllGenericRecords",
                  AvroIO.parseAllGenericRecords(new ParseGenericClass())
                      .withCoder(AvroCoder.of(GenericClass.class))
                      .withDesiredBundleSizeBytes(10)))
          .containsInAnyOrder(values);

      readPipeline.run();
    }

    @Test
    @Category(NeedsRunner.class)
    public void testWriteThenReadMultipleFilepatterns() {
      List<GenericClass> firstValues = new ArrayList<>();
      List<GenericClass> secondValues = new ArrayList<>();
      for (int i = 0; i < 10; ++i) {
        firstValues.add(new GenericClass(i, "a" + i));
        secondValues.add(new GenericClass(i, "b" + i));
      }
      writePipeline
          .apply("Create first", Create.of(firstValues))
          .apply(
              "Write first",
              AvroIO.write(GenericClass.class)
                  .to(tmpFolder.getRoot().getAbsolutePath() + "/first")
                  .withNumShards(2));
      writePipeline
          .apply("Create second", Create.of(secondValues))
          .apply(
              "Write second",
              AvroIO.write(GenericClass.class)
                  .to(tmpFolder.getRoot().getAbsolutePath() + "/second")
                  .withNumShards(3));
      writePipeline.run();

      // Test readFiles(), readAll(), parseFilesGenericRecords() and parseAllGenericRecords().
      PCollection<String> paths =
          readPipeline.apply(
              "Create paths",
              Create.of(
                  tmpFolder.getRoot().getAbsolutePath() + "/first*",
                  tmpFolder.getRoot().getAbsolutePath() + "/second*"));
      PAssert.that(
              paths
                  .apply("MatchAllReadFiles", FileIO.matchAll())
                  .apply("ReadMatchesReadFiles", FileIO.readMatches().withCompression(AUTO))
                  .apply(
                      "ReadFiles",
                      AvroIO.readFiles(GenericClass.class)
                          .withBeamSchemas(withBeamSchemas)
                          .withDesiredBundleSizeBytes(10)))
          .containsInAnyOrder(Iterables.concat(firstValues, secondValues));
      PAssert.that(
              paths.apply(
                  "ReadAll",
                  AvroIO.readAll(GenericClass.class)
                      .withBeamSchemas(withBeamSchemas)
                      .withDesiredBundleSizeBytes(10)))
          .containsInAnyOrder(Iterables.concat(firstValues, secondValues));
      PAssert.that(
              paths
                  .apply("MatchAllParseFilesGenericRecords", FileIO.matchAll())
                  .apply(
                      "ReadMatchesParseFilesGenericRecords",
                      FileIO.readMatches()
                          .withDirectoryTreatment(FileIO.ReadMatches.DirectoryTreatment.PROHIBIT))
                  .apply(
                      "ParseFilesGenericRecords",
                      AvroIO.parseFilesGenericRecords(new ParseGenericClass())
                          .withCoder(AvroCoder.of(GenericClass.class))
                          .withDesiredBundleSizeBytes(10)))
          .containsInAnyOrder(Iterables.concat(firstValues, secondValues));
      PAssert.that(
              paths.apply(
                  "ParseAllGenericRecords",
                  AvroIO.parseAllGenericRecords(new ParseGenericClass())
                      .withCoder(AvroCoder.of(GenericClass.class))
                      .withDesiredBundleSizeBytes(10)))
          .containsInAnyOrder(Iterables.concat(firstValues, secondValues));

      readPipeline.run();
    }

    private static class CreateGenericClass extends SimpleFunction<Long, GenericClass> {
      @Override
      public GenericClass apply(Long i) {
        return new GenericClass(i.intValue(), "value" + i);
      }
    }

    @Test
    @Category({NeedsRunner.class, UsesUnboundedSplittableParDo.class})
    public void testContinuouslyWriteAndReadMultipleFilepatterns() {
      SimpleFunction<Long, GenericClass> mapFn = new CreateGenericClass();
      List<GenericClass> firstValues = new ArrayList<>();
      List<GenericClass> secondValues = new ArrayList<>();
      for (int i = 0; i < 7; ++i) {
        (i < 3 ? firstValues : secondValues).add(mapFn.apply((long) i));
      }
      // Configure windowing of the input so that it fires every time a new element is generated,
      // so that files are written continuously.
      Window<Long> window =
          Window.<Long>into(FixedWindows.of(Duration.millis(100)))
              .withAllowedLateness(Duration.ZERO)
              .triggering(Repeatedly.forever(AfterPane.elementCountAtLeast(1)))
              .discardingFiredPanes();
      readPipeline
          .apply("Sequence first", GenerateSequence.from(0).to(3).withRate(1, Duration.millis(300)))
          .apply("Window first", window)
          .apply("Map first", MapElements.via(mapFn))
          .apply(
              "Write first",
              AvroIO.write(GenericClass.class)
                  .to(tmpFolder.getRoot().getAbsolutePath() + "/first")
                  .withNumShards(2)
                  .withWindowedWrites());
      readPipeline
          .apply(
              "Sequence second", GenerateSequence.from(3).to(7).withRate(1, Duration.millis(300)))
          .apply("Window second", window)
          .apply("Map second", MapElements.via(mapFn))
          .apply(
              "Write second",
              AvroIO.write(GenericClass.class)
                  .to(tmpFolder.getRoot().getAbsolutePath() + "/second")
                  .withNumShards(3)
                  .withWindowedWrites());

      // Test read(), readFiles(), readAll(), parse(), parseFilesGenericRecords() and
      // parseAllGenericRecords() with watchForNewFiles().
      PAssert.that(
              readPipeline.apply(
                  "Read",
                  AvroIO.read(GenericClass.class)
                      .withBeamSchemas(withBeamSchemas)
                      .from(tmpFolder.getRoot().getAbsolutePath() + "/first*")
                      .watchForNewFiles(
                          Duration.millis(100),
                          Watch.Growth.afterTimeSinceNewOutput(Duration.standardSeconds(3)))))
          .containsInAnyOrder(firstValues);
      PAssert.that(
              readPipeline.apply(
                  "Parse",
                  AvroIO.parseGenericRecords(new ParseGenericClass())
                      .from(tmpFolder.getRoot().getAbsolutePath() + "/first*")
                      .watchForNewFiles(
                          Duration.millis(100),
                          Watch.Growth.afterTimeSinceNewOutput(Duration.standardSeconds(3)))))
          .containsInAnyOrder(firstValues);

      PCollection<String> paths =
          readPipeline.apply(
              "Create paths",
              Create.of(
                  tmpFolder.getRoot().getAbsolutePath() + "/first*",
                  tmpFolder.getRoot().getAbsolutePath() + "/second*"));
      PAssert.that(
              paths
                  .apply(
                      "Match All Read files",
                      FileIO.matchAll()
                          .continuously(
                              Duration.millis(100),
                              Watch.Growth.afterTimeSinceNewOutput(Duration.standardSeconds(3))))
                  .apply(
                      "Read Matches Read files",
                      FileIO.readMatches()
                          .withDirectoryTreatment(FileIO.ReadMatches.DirectoryTreatment.PROHIBIT))
                  .apply(
                      "Read files",
                      AvroIO.readFiles(GenericClass.class)
                          .withBeamSchemas(withBeamSchemas)
                          .withDesiredBundleSizeBytes(10)))
          .containsInAnyOrder(Iterables.concat(firstValues, secondValues));
      PAssert.that(
              paths.apply(
                  "Read all",
                  AvroIO.readAll(GenericClass.class)
                      .withBeamSchemas(withBeamSchemas)
                      .watchForNewFiles(
                          Duration.millis(100),
                          Watch.Growth.afterTimeSinceNewOutput(Duration.standardSeconds(3)))
                      .withDesiredBundleSizeBytes(10)))
          .containsInAnyOrder(Iterables.concat(firstValues, secondValues));
      PAssert.that(
              paths
                  .apply(
                      "Match All ParseFilesGenericRecords",
                      FileIO.matchAll()
                          .continuously(
                              Duration.millis(100),
                              Watch.Growth.afterTimeSinceNewOutput(Duration.standardSeconds(3))))
                  .apply(
                      "Match Matches ParseFilesGenericRecords",
                      FileIO.readMatches()
                          .withDirectoryTreatment(FileIO.ReadMatches.DirectoryTreatment.PROHIBIT))
                  .apply(
                      "ParseFilesGenericRecords",
                      AvroIO.parseFilesGenericRecords(new ParseGenericClass())
                          .withCoder(AvroCoder.of(GenericClass.class))
                          .withDesiredBundleSizeBytes(10)))
          .containsInAnyOrder(Iterables.concat(firstValues, secondValues));
      PAssert.that(
              paths.apply(
                  "ParseAllGenericRecords",
                  AvroIO.parseAllGenericRecords(new ParseGenericClass())
                      .withCoder(AvroCoder.of(GenericClass.class))
                      .watchForNewFiles(
                          Duration.millis(100),
                          Watch.Growth.afterTimeSinceNewOutput(Duration.standardSeconds(3)))
                      .withDesiredBundleSizeBytes(10)))
          .containsInAnyOrder(Iterables.concat(firstValues, secondValues));
      readPipeline.run();
    }

    @Test
    @SuppressWarnings("unchecked")
    @Category(NeedsRunner.class)
    public void testCompressedWriteAndReadASingleFile() throws Throwable {
      List<GenericClass> values =
          ImmutableList.of(new GenericClass(3, "hi"), new GenericClass(5, "bar"));
      File outputFile = tmpFolder.newFile("output.avro");

      writePipeline
          .apply(Create.of(values))
          .apply(
              AvroIO.write(GenericClass.class)
                  .to(outputFile.getAbsolutePath())
                  .withoutSharding()
                  .withCodec(CodecFactory.deflateCodec(9)));
      writePipeline.run();

      PAssert.that(
              readPipeline.apply(
                  AvroIO.read(GenericClass.class)
                      .withBeamSchemas(withBeamSchemas)
                      .from(outputFile.getAbsolutePath())))
          .containsInAnyOrder(values);
      readPipeline.run();

      try (DataFileStream dataFileStream =
          new DataFileStream(new FileInputStream(outputFile), new GenericDatumReader())) {
        assertEquals("deflate", dataFileStream.getMetaString("avro.codec"));
      }
    }

    @Test
    @SuppressWarnings("unchecked")
    @Category(NeedsRunner.class)
    public void testWriteThenReadASingleFileWithNullCodec() throws Throwable {
      List<GenericClass> values =
          ImmutableList.of(new GenericClass(3, "hi"), new GenericClass(5, "bar"));
      File outputFile = tmpFolder.newFile("output.avro");

      writePipeline
          .apply(Create.of(values))
          .apply(
              AvroIO.write(GenericClass.class)
                  .to(outputFile.getAbsolutePath())
                  .withoutSharding()
                  .withCodec(CodecFactory.nullCodec()));
      writePipeline.run();

      PAssert.that(
              readPipeline.apply(
                  AvroIO.read(GenericClass.class)
                      .withBeamSchemas(withBeamSchemas)
                      .from(outputFile.getAbsolutePath())))
          .containsInAnyOrder(values);
      readPipeline.run();

      try (DataFileStream dataFileStream =
          new DataFileStream(new FileInputStream(outputFile), new GenericDatumReader())) {
        assertEquals("null", dataFileStream.getMetaString("avro.codec"));
      }
    }

    @DefaultCoder(AvroCoder.class)
    static class GenericClassV2 {
      int intField;
      String stringField;
      @org.apache.avro.reflect.Nullable String nullableField;

      GenericClassV2() {}

      GenericClassV2(int intValue, String stringValue, String nullableValue) {
        this.intField = intValue;
        this.stringField = stringValue;
        this.nullableField = nullableValue;
      }

      @Override
      public String toString() {
        return MoreObjects.toStringHelper(getClass())
            .add("intField", intField)
            .add("stringField", stringField)
            .add("nullableField", nullableField)
            .toString();
      }

      @Override
      public int hashCode() {
        return Objects.hash(intField, stringField, nullableField);
      }

      @Override
      public boolean equals(@Nullable Object other) {
        if (!(other instanceof GenericClassV2)) {
          return false;
        }
        GenericClassV2 o = (GenericClassV2) other;
        return Objects.equals(intField, o.intField)
            && Objects.equals(stringField, o.stringField)
            && Objects.equals(nullableField, o.nullableField);
      }
    }

    /**
     * Tests that {@code AvroIO} can read an upgraded version of an old class, as long as the schema
     * resolution process succeeds. This test covers the case when a new, {@code @Nullable} field
     * has been added.
     *
     * <p>For more information, see http://avro.apache.org/docs/1.7.7/spec.html#Schema+Resolution
     */
    @Test
    @Category(NeedsRunner.class)
    public void testWriteThenReadSchemaUpgrade() throws Throwable {
      List<GenericClass> values =
          ImmutableList.of(new GenericClass(3, "hi"), new GenericClass(5, "bar"));
      File outputFile = tmpFolder.newFile("output.avro");

      writePipeline
          .apply(Create.of(values))
          .apply(
              AvroIO.write(GenericClass.class).to(outputFile.getAbsolutePath()).withoutSharding());
      writePipeline.run();

      List<GenericClassV2> expected =
          ImmutableList.of(new GenericClassV2(3, "hi", null), new GenericClassV2(5, "bar", null));

      PAssert.that(
              readPipeline.apply(
                  AvroIO.read(GenericClassV2.class)
                      .withBeamSchemas(withBeamSchemas)
                      .from(outputFile.getAbsolutePath())))
          .containsInAnyOrder(expected);
      readPipeline.run();
    }

    private static class WindowedFilenamePolicy extends FilenamePolicy {
      final ResourceId outputFilePrefix;

      WindowedFilenamePolicy(ResourceId outputFilePrefix) {
        this.outputFilePrefix = outputFilePrefix;
      }

      @Override
      public ResourceId windowedFilename(
          int shardNumber,
          int numShards,
          BoundedWindow window,
          PaneInfo paneInfo,
          OutputFileHints outputFileHints) {
        String filenamePrefix =
            outputFilePrefix.isDirectory() ? "" : firstNonNull(outputFilePrefix.getFilename(), "");

        IntervalWindow interval = (IntervalWindow) window;
        String windowStr =
            String.format("%s-%s", interval.start().toString(), interval.end().toString());
        String filename =
            String.format(
                "%s-%s-%s-of-%s-pane-%s%s%s.avro",
                filenamePrefix,
                windowStr,
                shardNumber,
                numShards,
                paneInfo.getIndex(),
                paneInfo.isLast() ? "-last" : "",
                outputFileHints.getSuggestedFilenameSuffix());
        return outputFilePrefix.getCurrentDirectory().resolve(filename, RESOLVE_FILE);
      }

      @Override
      public ResourceId unwindowedFilename(
          int shardNumber, int numShards, OutputFileHints outputFileHints) {
        throw new UnsupportedOperationException("Expecting windowed outputs only");
      }

      @Override
      public void populateDisplayData(DisplayData.Builder builder) {
        builder.add(
            DisplayData.item("fileNamePrefix", outputFilePrefix.toString())
                .withLabel("File Name Prefix"));
      }
    }

    @Test
    @Category({NeedsRunner.class, UsesTestStream.class})
    public void testWriteWindowed() throws Throwable {
      testWindowedAvroIOWriteUsingMethod(WriteMethod.AVROIO_WRITE);
    }

    @Test
    @Category({NeedsRunner.class, UsesTestStream.class})
    public void testWindowedAvroIOWriteViaSink() throws Throwable {
      testWindowedAvroIOWriteUsingMethod(WriteMethod.AVROIO_SINK_WITH_CLASS);
    }

    void testWindowedAvroIOWriteUsingMethod(WriteMethod method) throws IOException {
      Path baseDir = Files.createTempDirectory(tmpFolder.getRoot().toPath(), "testwrite");
      final String baseFilename = baseDir.resolve("prefix").toString();

      Instant base = new Instant(0);
      ArrayList<GenericClass> allElements = new ArrayList<>();
      ArrayList<TimestampedValue<GenericClass>> firstWindowElements = new ArrayList<>();
      ArrayList<Instant> firstWindowTimestamps =
          Lists.newArrayList(
              base.plus(Duration.ZERO), base.plus(Duration.standardSeconds(10)),
              base.plus(Duration.standardSeconds(20)), base.plus(Duration.standardSeconds(30)));

      Random random = new Random();
      for (int i = 0; i < 100; ++i) {
        GenericClass item = new GenericClass(i, String.valueOf(i));
        allElements.add(item);
        firstWindowElements.add(
            TimestampedValue.of(
                item, firstWindowTimestamps.get(random.nextInt(firstWindowTimestamps.size()))));
      }

      ArrayList<TimestampedValue<GenericClass>> secondWindowElements = new ArrayList<>();
      ArrayList<Instant> secondWindowTimestamps =
          Lists.newArrayList(
              base.plus(Duration.standardSeconds(60)), base.plus(Duration.standardSeconds(70)),
              base.plus(Duration.standardSeconds(80)), base.plus(Duration.standardSeconds(90)));
      for (int i = 100; i < 200; ++i) {
        GenericClass item = new GenericClass(i, String.valueOf(i));
        allElements.add(new GenericClass(i, String.valueOf(i)));
        secondWindowElements.add(
            TimestampedValue.of(
                item, secondWindowTimestamps.get(random.nextInt(secondWindowTimestamps.size()))));
      }

      TimestampedValue<GenericClass>[] firstWindowArray =
          firstWindowElements.toArray(new TimestampedValue[100]);
      TimestampedValue<GenericClass>[] secondWindowArray =
          secondWindowElements.toArray(new TimestampedValue[100]);

      TestStream<GenericClass> values =
          TestStream.create(AvroCoder.of(GenericClass.class))
              .advanceWatermarkTo(new Instant(0))
              .addElements(
                  firstWindowArray[0],
                  Arrays.copyOfRange(firstWindowArray, 1, firstWindowArray.length))
              .advanceWatermarkTo(new Instant(0).plus(Duration.standardMinutes(1)))
              .addElements(
                  secondWindowArray[0],
                  Arrays.copyOfRange(secondWindowArray, 1, secondWindowArray.length))
              .advanceWatermarkToInfinity();

      final PTransform<PCollection<GenericClass>, WriteFilesResult<Void>> write;
      switch (method) {
        case AVROIO_WRITE:
          {
            FilenamePolicy policy =
                new WindowedFilenamePolicy(
                    FileBasedSink.convertToFileResourceIfPossible(baseFilename));
            write =
                AvroIO.write(GenericClass.class)
                    .to(policy)
                    .withTempDirectory(
                        StaticValueProvider.of(
                            FileSystems.matchNewResource(baseDir.toString(), true)))
                    .withWindowedWrites()
                    .withNumShards(2)
                    .withOutputFilenames();
            break;
          }

        case AVROIO_SINK_WITH_CLASS:
          {
            write =
                FileIO.<GenericClass>write()
                    .via(AvroIO.sink(GenericClass.class))
                    .to(baseDir.toString())
                    .withPrefix("prefix")
                    .withSuffix(".avro")
                    .withTempDirectory(baseDir.toString())
                    .withNumShards(2);
            break;
          }

        default:
          throw new UnsupportedOperationException();
      }
      windowedAvroWritePipeline
          .apply(values)
          .apply(Window.into(FixedWindows.of(Duration.standardMinutes(1))))
          .apply(write);
      windowedAvroWritePipeline.run();

      // Validate that the data written matches the expected elements in the expected order
      List<File> expectedFiles = new ArrayList<>();
      for (int shard = 0; shard < 2; shard++) {
        for (int window = 0; window < 2; window++) {
          Instant windowStart = new Instant(0).plus(Duration.standardMinutes(window));
          IntervalWindow iw = new IntervalWindow(windowStart, Duration.standardMinutes(1));
          String baseAndWindow = baseFilename + "-" + iw.start() + "-" + iw.end();
          switch (method) {
            case AVROIO_WRITE:
              expectedFiles.add(new File(baseAndWindow + "-" + shard + "-of-2-pane-0-last.avro"));
              break;
            case AVROIO_SINK_WITH_CLASS:
              expectedFiles.add(new File(baseAndWindow + "-0000" + shard + "-of-00002.avro"));
              break;
            default:
              throw new UnsupportedOperationException("Unknown write method " + method);
          }
        }
      }

      List<GenericClass> actualElements = new ArrayList<>();
      for (File outputFile : expectedFiles) {
        assertTrue("Expected output file " + outputFile.getAbsolutePath(), outputFile.exists());
        try (DataFileReader<GenericClass> reader =
            new DataFileReader<>(
                outputFile,
                new ReflectDatumReader<>(ReflectData.get().getSchema(GenericClass.class)))) {
          Iterators.addAll(actualElements, reader);
        }
        outputFile.delete();
      }
      assertThat(actualElements, containsInAnyOrder(allElements.toArray()));
    }

    private static final String SCHEMA_TEMPLATE_STRING =
        "{\"namespace\": \"example.avro\",\n"
            + " \"type\": \"record\",\n"
            + " \"name\": \"$$TestTemplateSchema\",\n"
            + " \"fields\": [\n"
            + "     {\"name\": \"$$full\", \"type\": \"string\"},\n"
            + "     {\"name\": \"$$suffix\", \"type\": [\"string\", \"null\"]}\n"
            + " ]\n"
            + "}";

    private static String schemaFromPrefix(String prefix) {
      return SCHEMA_TEMPLATE_STRING.replace("$$", prefix);
    }

    private static GenericRecord createRecord(String record, String prefix, Schema schema) {
      GenericRecord genericRecord = new GenericData.Record(schema);
      genericRecord.put(prefix + "full", record);
      genericRecord.put(prefix + "suffix", record.substring(1));
      return genericRecord;
    }

    private static class TestDynamicDestinations
        extends DynamicAvroDestinations<String, String, GenericRecord> {
      final ResourceId baseDir;
      final PCollectionView<Map<String, String>> schemaView;

      TestDynamicDestinations(ResourceId baseDir, PCollectionView<Map<String, String>> schemaView) {
        this.baseDir = baseDir;
        this.schemaView = schemaView;
      }

      @Override
      public Schema getSchema(String destination) {
        // Return a per-destination schema.
        String schema = sideInput(schemaView).get(destination);
        return new Schema.Parser().parse(schema);
      }

      @Override
      public List<PCollectionView<?>> getSideInputs() {
        return ImmutableList.of(schemaView);
      }

      @Override
      public GenericRecord formatRecord(String record) {
        String prefix = record.substring(0, 1);
        return createRecord(record, prefix, getSchema(prefix));
      }

      @Override
      public String getDestination(String element) {
        // Destination is based on first character of string.
        return element.substring(0, 1);
      }

      @Override
      public String getDefaultDestination() {
        return "";
      }

      @Override
      public FilenamePolicy getFilenamePolicy(String destination) {
        return DefaultFilenamePolicy.fromStandardParameters(
            StaticValueProvider.of(baseDir.resolve("file_" + destination, RESOLVE_FILE)),
            "-SSSSS-of-NNNNN",
            ".avro",
            false);
      }
    }

    /**
     * Example of a {@link Coder} for a collection of Avro records with different schemas.
     *
     * <p>All the schemas are known at pipeline construction, and are keyed internally on the prefix
     * character (lower byte only for UTF-8 data).
     */
    private static class AvroMultiplexCoder extends Coder<GenericRecord> {

      /** Lookup table for the possible schemas, keyed on the prefix character. */
      private final Map<Character, AvroCoder<GenericRecord>> coderMap = Maps.newHashMap();

      protected AvroMultiplexCoder(Map<String, String> schemaMap) {
        for (Map.Entry<String, String> entry : schemaMap.entrySet()) {
          coderMap.put(
              entry.getKey().charAt(0), AvroCoder.of(new Schema.Parser().parse(entry.getValue())));
        }
      }

      @Override
      public void encode(GenericRecord value, OutputStream outStream) throws IOException {
        char prefix = value.getSchema().getName().charAt(0);
        outStream.write(prefix); // Only reads and writes the low byte.
        coderMap.get(prefix).encode(value, outStream);
      }

      @Override
      public GenericRecord decode(InputStream inStream) throws CoderException, IOException {
        char prefix = (char) inStream.read();
        return coderMap.get(prefix).decode(inStream);
      }

      @Override
      public List<? extends Coder<?>> getCoderArguments() {
        return Collections.emptyList();
      }

      @Override
      public void verifyDeterministic() throws NonDeterministicException {
        for (AvroCoder<GenericRecord> internalCoder : coderMap.values()) {
          internalCoder.verifyDeterministic();
        }
      }
    }

    private void testDynamicDestinationsUnwindowedWithSharding(
        WriteMethod writeMethod, Sharding sharding) throws Exception {
      final ResourceId baseDir =
          FileSystems.matchNewResource(
              Files.createTempDirectory(tmpFolder.getRoot().toPath(), "testDynamicDestinations")
                  .toString(),
              true);

      List<String> elements = Lists.newArrayList("aaaa", "aaab", "baaa", "baab", "caaa", "caab");
      Multimap<String, GenericRecord> expectedElements = ArrayListMultimap.create();
      Map<String, String> schemaMap = Maps.newHashMap();
      for (String element : elements) {
        String prefix = element.substring(0, 1);
        String jsonSchema = schemaFromPrefix(prefix);
        schemaMap.put(prefix, jsonSchema);
        expectedElements.put(
            prefix, createRecord(element, prefix, new Schema.Parser().parse(jsonSchema)));
      }
      final PCollectionView<Map<String, String>> schemaView =
          writePipeline.apply("createSchemaView", Create.of(schemaMap)).apply(View.asMap());

      PCollection<String> input =
          writePipeline.apply("createInput", Create.of(elements).withCoder(StringUtf8Coder.of()));

      switch (writeMethod) {
        case AVROIO_WRITE:
          {
            AvroIO.TypedWrite<String, String, GenericRecord> write =
                AvroIO.<String>writeCustomTypeToGenericRecords()
                    .to(new TestDynamicDestinations(baseDir, schemaView))
                    .withTempDirectory(baseDir);

            switch (sharding) {
              case RUNNER_DETERMINED:
                break;
              case WITHOUT_SHARDING:
                write = write.withoutSharding();
                break;
              case FIXED_3_SHARDS:
                write = write.withNumShards(3);
                break;
              default:
                throw new IllegalArgumentException("Unknown sharding " + sharding);
            }

            input.apply(write);
            break;
          }

        case AVROIO_SINK_WITH_SCHEMA:
          {
            FileIO.Write<String, GenericRecord> write =
                FileIO.<String, GenericRecord>writeDynamic()
                    .by(
                        fn(
                            (element, c) -> {
                              c.sideInput(schemaView); // Ignore result
                              return element.getSchema().getName().substring(0, 1);
                            },
                            requiresSideInputs(schemaView)))
                    .via(
                        fn(
                            (dest, c) -> {
                              Schema schema =
                                  new Schema.Parser().parse(c.sideInput(schemaView).get(dest));
                              return AvroIO.sink(schema);
                            },
                            requiresSideInputs(schemaView)))
                    .to(baseDir.toString())
                    .withNaming(
                        fn(
                            (dest, c) -> {
                              c.sideInput(schemaView); // Ignore result
                              return FileIO.Write.defaultNaming("file_" + dest, ".avro");
                            },
                            requiresSideInputs(schemaView)))
                    .withTempDirectory(baseDir.toString())
                    .withDestinationCoder(StringUtf8Coder.of())
                    .withIgnoreWindowing();
            switch (sharding) {
              case RUNNER_DETERMINED:
                break;
              case WITHOUT_SHARDING:
                write = write.withNumShards(1);
                break;
              case FIXED_3_SHARDS:
                write = write.withNumShards(3);
                break;
              default:
                throw new IllegalArgumentException("Unknown sharding " + sharding);
            }

            MapElements<String, GenericRecord> toRecord =
                MapElements.via(
                    new SimpleFunction<String, GenericRecord>() {
                      @Override
                      public GenericRecord apply(String element) {
                        String prefix = element.substring(0, 1);
                        GenericRecord record =
                            new GenericData.Record(
                                new Schema.Parser().parse(schemaFromPrefix(prefix)));
                        record.put(prefix + "full", element);
                        record.put(prefix + "suffix", element.substring(1));
                        return record;
                      }
                    });

            input.apply(toRecord).setCoder(new AvroMultiplexCoder(schemaMap)).apply(write);
            break;
          }

        case AVROIO_SINK_WITH_FORMATTER:
          {
            final AvroIO.RecordFormatter<String> formatter =
                (element, schema) -> {
                  String prefix = element.substring(0, 1);
                  GenericRecord record = new GenericData.Record(schema);
                  record.put(prefix + "full", element);
                  record.put(prefix + "suffix", element.substring(1));
                  return record;
                };
            FileIO.Write<String, String> write =
                FileIO.<String, String>writeDynamic()
                    .by(
                        fn(
                            (element, c) -> {
                              c.sideInput(schemaView); // Ignore result
                              return element.substring(0, 1);
                            },
                            requiresSideInputs(schemaView)))
                    .via(
                        fn(
                            (dest, c) -> {
                              Schema schema =
                                  new Schema.Parser().parse(c.sideInput(schemaView).get(dest));
                              return AvroIO.sinkViaGenericRecords(schema, formatter);
                            },
                            requiresSideInputs(schemaView)))
                    .to(baseDir.toString())
                    .withNaming(
                        fn(
                            (dest, c) -> {
                              c.sideInput(schemaView); // Ignore result
                              return FileIO.Write.defaultNaming("file_" + dest, ".avro");
                            },
                            requiresSideInputs(schemaView)))
                    .withTempDirectory(baseDir.toString())
                    .withDestinationCoder(StringUtf8Coder.of())
                    .withIgnoreWindowing();
            switch (sharding) {
              case RUNNER_DETERMINED:
                break;
              case WITHOUT_SHARDING:
                write = write.withNumShards(1);
                break;
              case FIXED_3_SHARDS:
                write = write.withNumShards(3);
                break;
              default:
                throw new IllegalArgumentException("Unknown sharding " + sharding);
            }

            input.apply(write);
            break;
          }
        default:
          throw new UnsupportedOperationException("Unknown write method " + writeMethod);
      }

      writePipeline.run();

      // Validate that the data written matches the expected elements in the expected order.

      for (String prefix : expectedElements.keySet()) {
        String shardPattern;
        switch (sharding) {
          case RUNNER_DETERMINED:
            shardPattern = "-*";
            break;
          case WITHOUT_SHARDING:
            shardPattern = "-00000-of-00001";
            break;
          case FIXED_3_SHARDS:
            shardPattern = "-*-of-00003";
            break;
          default:
            throw new IllegalArgumentException("Unknown sharding " + sharding);
        }
        String expectedFilepattern =
            baseDir.resolve("file_" + prefix + shardPattern + ".avro", RESOLVE_FILE).toString();

        PCollection<GenericRecord> records =
            readPipeline.apply(
                "read_" + prefix,
                AvroIO.readGenericRecords(schemaFromPrefix(prefix))
                    .withBeamSchemas(withBeamSchemas)
                    .from(expectedFilepattern));
        PAssert.that(records).containsInAnyOrder(expectedElements.get(prefix));
      }
      readPipeline.run();
    }

    @Test
    @Category(NeedsRunner.class)
    public void testDynamicDestinationsRunnerDeterminedSharding() throws Exception {
      testDynamicDestinationsUnwindowedWithSharding(
          WriteMethod.AVROIO_WRITE, Sharding.RUNNER_DETERMINED);
    }

    @Test
    @Category(NeedsRunner.class)
    public void testDynamicDestinationsWithoutSharding() throws Exception {
      testDynamicDestinationsUnwindowedWithSharding(
          WriteMethod.AVROIO_WRITE, Sharding.WITHOUT_SHARDING);
    }

    @Test
    @Category(NeedsRunner.class)
    public void testDynamicDestinationsWithNumShards() throws Exception {
      testDynamicDestinationsUnwindowedWithSharding(
          WriteMethod.AVROIO_WRITE, Sharding.FIXED_3_SHARDS);
    }

    @Test
    @Category(NeedsRunner.class)
    public void testDynamicDestinationsViaSinkRunnerDeterminedSharding() throws Exception {
      testDynamicDestinationsUnwindowedWithSharding(
          WriteMethod.AVROIO_SINK_WITH_SCHEMA, Sharding.RUNNER_DETERMINED);
    }

    @Test
    @Category(NeedsRunner.class)
    public void testDynamicDestinationsViaSinkWithoutSharding() throws Exception {
      testDynamicDestinationsUnwindowedWithSharding(
          WriteMethod.AVROIO_SINK_WITH_SCHEMA, Sharding.WITHOUT_SHARDING);
    }

    @Test
    @Category(NeedsRunner.class)
    public void testDynamicDestinationsViaSinkWithNumShards() throws Exception {
      testDynamicDestinationsUnwindowedWithSharding(
          WriteMethod.AVROIO_SINK_WITH_SCHEMA, Sharding.FIXED_3_SHARDS);
    }

    @Test
    @Category(NeedsRunner.class)
    public void testDynamicDestinationsViaSinkWithFormatterRunnerDeterminedSharding()
        throws Exception {
      testDynamicDestinationsUnwindowedWithSharding(
          WriteMethod.AVROIO_SINK_WITH_FORMATTER, Sharding.RUNNER_DETERMINED);
    }

    @Test
    @Category(NeedsRunner.class)
    public void testDynamicDestinationsViaSinkWithFormatterWithoutSharding() throws Exception {
      testDynamicDestinationsUnwindowedWithSharding(
          WriteMethod.AVROIO_SINK_WITH_FORMATTER, Sharding.WITHOUT_SHARDING);
    }

    @Test
    @Category(NeedsRunner.class)
    public void testDynamicDestinationsViaSinkWithFormatterWithNumShards() throws Exception {
      testDynamicDestinationsUnwindowedWithSharding(
          WriteMethod.AVROIO_SINK_WITH_FORMATTER, Sharding.FIXED_3_SHARDS);
    }

    @Test
    @SuppressWarnings("unchecked")
    @Category(NeedsRunner.class)
    public void testMetadata() throws Exception {
      List<GenericClass> values =
          ImmutableList.of(new GenericClass(3, "hi"), new GenericClass(5, "bar"));
      File outputFile = tmpFolder.newFile("output.avro");

      writePipeline
          .apply(Create.of(values))
          .apply(
              AvroIO.write(GenericClass.class)
                  .to(outputFile.getAbsolutePath())
                  .withoutSharding()
                  .withMetadata(
                      ImmutableMap.of(
                          "stringKey",
                          "stringValue",
                          "longKey",
                          100L,
                          "bytesKey",
                          "bytesValue".getBytes(Charsets.UTF_8))));
      writePipeline.run();

      try (DataFileStream dataFileStream =
          new DataFileStream(new FileInputStream(outputFile), new GenericDatumReader())) {
        assertEquals("stringValue", dataFileStream.getMetaString("stringKey"));
        assertEquals(100L, dataFileStream.getMetaLong("longKey"));
        assertArrayEquals(
            "bytesValue".getBytes(Charsets.UTF_8), dataFileStream.getMeta("bytesKey"));
      }
    }

    // using AvroCoder#createDatumReader for tests.
    private void runTestWrite(String[] expectedElements, int numShards) throws IOException {
      File baseOutputFile = new File(tmpFolder.getRoot(), "prefix");
      String outputFilePrefix = baseOutputFile.getAbsolutePath();

      AvroIO.Write<String> write =
          AvroIO.write(String.class).to(outputFilePrefix).withSuffix(".avro");
      if (numShards > 1) {
        write = write.withNumShards(numShards);
      } else {
        write = write.withoutSharding();
      }
      writePipeline.apply(Create.of(ImmutableList.copyOf(expectedElements))).apply(write);
      writePipeline.run();

      String shardNameTemplate =
          firstNonNull(
              write.inner.getShardTemplate(),
              DefaultFilenamePolicy.DEFAULT_UNWINDOWED_SHARD_TEMPLATE);

      assertTestOutputs(expectedElements, numShards, outputFilePrefix, shardNameTemplate);
    }

    static void assertTestOutputs(
        String[] expectedElements, int numShards, String outputFilePrefix, String shardNameTemplate)
        throws IOException {
      // Validate that the data written matches the expected elements in the expected order
      List<File> expectedFiles = new ArrayList<>();
      for (int i = 0; i < numShards; i++) {
        expectedFiles.add(
            new File(
                DefaultFilenamePolicy.constructName(
                        FileBasedSink.convertToFileResourceIfPossible(outputFilePrefix),
                        shardNameTemplate,
                        ".avro",
                        i,
                        numShards,
                        null,
                        null)
                    .toString()));
      }

      List<String> actualElements = new ArrayList<>();
      for (File outputFile : expectedFiles) {
        assertTrue("Expected output file " + outputFile.getName(), outputFile.exists());
        try (DataFileReader<String> reader =
            new DataFileReader<>(
                outputFile, new ReflectDatumReader(ReflectData.get().getSchema(String.class)))) {
          Iterators.addAll(actualElements, reader);
        }
      }
      assertThat(actualElements, containsInAnyOrder(expectedElements));
    }

    @Test
    @Category(NeedsRunner.class)
    public void testAvroSinkWrite() throws Exception {
      String[] expectedElements = new String[] {"first", "second", "third"};

      runTestWrite(expectedElements, 1);
    }

    @Test
    @Category(NeedsRunner.class)
    public void testAvroSinkShardedWrite() throws Exception {
      String[] expectedElements = new String[] {"first", "second", "third", "fourth", "fifth"};

      runTestWrite(expectedElements, 4);
    }

    @Test
    @Category(NeedsRunner.class)
    public void testAvroSinkWriteWithCustomFactory() throws Exception {
      Integer[] expectedElements = new Integer[] {1, 2, 3, 4, 5};

      File baseOutputFile = new File(tmpFolder.getRoot(), "prefix");
      String outputFilePrefix = baseOutputFile.getAbsolutePath();

      Schema recordSchema = SchemaBuilder.record("root").fields().requiredInt("i1").endRecord();

      AvroIO.TypedWrite<Integer, Void, Integer> write =
          AvroIO.<Integer, Integer>writeCustomType()
              .to(outputFilePrefix)
              .withSchema(recordSchema)
              .withFormatFunction(f -> f)
              .withDatumWriterFactory(
                  f ->
                      new DatumWriter<Integer>() {
                        private DatumWriter<GenericRecord> inner = new GenericDatumWriter<>(f);

                        @Override
                        public void setSchema(Schema schema) {
                          inner.setSchema(schema);
                        }

                        @Override
                        public void write(Integer datum, Encoder out) throws IOException {
                          GenericRecord record =
                              new GenericRecordBuilder(f).set("i1", datum).build();
                          inner.write(record, out);
                        }
                      })
              .withSuffix(".avro");

      write = write.withoutSharding();

      writePipeline.apply(Create.of(ImmutableList.copyOf(expectedElements))).apply(write);
      writePipeline.run();

      File expectedFile =
          new File(
              DefaultFilenamePolicy.constructName(
                      FileBasedSink.convertToFileResourceIfPossible(outputFilePrefix),
                      "",
                      ".avro",
                      1,
                      1,
                      null,
                      null)
                  .toString());

      assertTrue("Expected output file " + expectedFile.getName(), expectedFile.exists());
      DataFileReader<GenericRecord> dataFileReader =
          new DataFileReader<>(expectedFile, new GenericDatumReader<>(recordSchema));

      List<GenericRecord> actualRecords = new ArrayList<>();
      Iterators.addAll(actualRecords, dataFileReader);

      GenericRecord[] expectedRecords =
          Arrays.stream(expectedElements)
              .map(i -> new GenericRecordBuilder(recordSchema).set("i1", i).build())
              .toArray(GenericRecord[]::new);

      assertThat(actualRecords, containsInAnyOrder(expectedRecords));
    }

    // TODO: for Write only, test withSuffix,
    // withShardNameTemplate and withoutSharding.
  }
}
