/*
 * 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.nexmark.queries;

import java.io.IOException;
import java.io.OutputStream;
import java.io.Serializable;
import java.nio.channels.Channels;
import java.nio.channels.WritableByteChannel;
import java.nio.charset.StandardCharsets;
import java.util.concurrent.ThreadLocalRandom;
import javax.annotation.Nullable;
import org.apache.beam.sdk.coders.Coder;
import org.apache.beam.sdk.extensions.gcp.options.GcsOptions;
import org.apache.beam.sdk.metrics.Counter;
import org.apache.beam.sdk.metrics.Metrics;
import org.apache.beam.sdk.nexmark.NexmarkConfiguration;
import org.apache.beam.sdk.nexmark.model.Done;
import org.apache.beam.sdk.nexmark.model.Event;
import org.apache.beam.sdk.transforms.DoFn;
import org.apache.beam.sdk.transforms.GroupByKey;
import org.apache.beam.sdk.transforms.ParDo;
import org.apache.beam.sdk.transforms.windowing.AfterEach;
import org.apache.beam.sdk.transforms.windowing.AfterFirst;
import org.apache.beam.sdk.transforms.windowing.AfterPane;
import org.apache.beam.sdk.transforms.windowing.AfterProcessingTime;
import org.apache.beam.sdk.transforms.windowing.AfterWatermark;
import org.apache.beam.sdk.transforms.windowing.BoundedWindow;
import org.apache.beam.sdk.transforms.windowing.FixedWindows;
import org.apache.beam.sdk.transforms.windowing.PaneInfo;
import org.apache.beam.sdk.transforms.windowing.PaneInfo.Timing;
import org.apache.beam.sdk.transforms.windowing.Repeatedly;
import org.apache.beam.sdk.transforms.windowing.Window;
import org.apache.beam.sdk.values.KV;
import org.apache.beam.sdk.values.PCollection;
import org.joda.time.Duration;
import org.joda.time.Instant;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;

/**
 * Query "10", 'Log to sharded files' (Not in original suite.)
 *
 * <p>Every windowSizeSec, save all events from the last period into 2*maxWorkers log files.
 */
public class Query10 extends NexmarkQueryTransform<Done> {
  private static final Logger LOG = LoggerFactory.getLogger(Query10.class);
  private static final int NUM_SHARDS_PER_WORKER = 5;
  private static final Duration LATE_BATCHING_PERIOD = Duration.standardSeconds(10);
  private final NexmarkConfiguration configuration;

  /** Capture everything we need to know about the records in a single output file. */
  private static class OutputFile implements Serializable {
    /** Maximum possible timestamp of records in file. */
    private final Instant maxTimestamp;
    /** Shard within window. */
    private final String shard;
    /** Index of file in all files in shard. */
    private final long index;
    /** Timing of records in this file. */
    private final PaneInfo.Timing timing;
    /** Path to file containing records, or {@literal null} if no output required. */
    @Nullable private final String filename;

    public OutputFile(
        Instant maxTimestamp,
        String shard,
        long index,
        PaneInfo.Timing timing,
        @Nullable String filename) {
      this.maxTimestamp = maxTimestamp;
      this.shard = shard;
      this.index = index;
      this.timing = timing;
      this.filename = filename;
    }

    @Override
    public String toString() {
      return String.format("%s %s %d %s %s%n", maxTimestamp, shard, index, timing, filename);
    }
  }

  /** GCS uri prefix for all log and 'finished' files. If null they won't be written. */
  @Nullable private String outputPath;

  /** Maximum number of workers, used to determine log sharding factor. */
  private int maxNumWorkers;

  public Query10(NexmarkConfiguration configuration) {
    super("Query10");
    this.configuration = configuration;
  }

  public void setOutputPath(@Nullable String outputPath) {
    this.outputPath = outputPath;
  }

  public void setMaxNumWorkers(int maxNumWorkers) {
    this.maxNumWorkers = maxNumWorkers;
  }

  /** Return channel for writing bytes to GCS. */
  private WritableByteChannel openWritableGcsFile(GcsOptions options, String filename)
      throws IOException {
    // TODO
    // Fix after PR: right now this is a specific Google added use case
    // Discuss it on ML: shall we keep GCS or use HDFS or use a generic beam filesystem way.
    throw new UnsupportedOperationException("Disabled after removal of GcsIOChannelFactory");
  }

  /** Return a short string to describe {@code timing}. */
  private String timingToString(PaneInfo.Timing timing) {
    switch (timing) {
      case EARLY:
        return "E";
      case ON_TIME:
        return "O";
      case LATE:
        return "L";
      case UNKNOWN:
        return "U";
    }
    throw new RuntimeException(); // cases are exhaustive
  }

  /** Construct an {@link OutputFile} for {@code pane} in {@code window} for {@code shard}. */
  private OutputFile outputFileFor(BoundedWindow window, String shard, PaneInfo pane) {
    @Nullable
    String filename =
        outputPath == null
            ? null
            : String.format(
                "%s/LOG-%s-%s-%03d-%s-%x",
                outputPath,
                window.maxTimestamp(),
                shard,
                pane.getIndex(),
                timingToString(pane.getTiming()),
                ThreadLocalRandom.current().nextLong());
    return new OutputFile(
        window.maxTimestamp(), shard, pane.getIndex(), pane.getTiming(), filename);
  }

  /**
   * Return path to which we should write the index for {@code window}, or {@literal null} if no
   * output required.
   */
  @Nullable
  private String indexPathFor(BoundedWindow window) {
    if (outputPath == null) {
      return null;
    }
    return String.format("%s/INDEX-%s", outputPath, window.maxTimestamp());
  }

  @Override
  public PCollection<Done> expand(PCollection<Event> events) {
    final int numLogShards = maxNumWorkers * NUM_SHARDS_PER_WORKER;

    return events
        .apply(
            name + ".ShardEvents",
            ParDo.of(
                new DoFn<Event, KV<String, Event>>() {
                  private final Counter lateCounter = Metrics.counter(name, "actuallyLateEvent");
                  private final Counter onTimeCounter = Metrics.counter(name, "onTimeCounter");

                  @ProcessElement
                  public void processElement(ProcessContext c) {
                    if (c.element().hasAnnotation("LATE")) {
                      lateCounter.inc();
                      LOG.info("Observed late: %s", c.element());
                    } else {
                      onTimeCounter.inc();
                    }
                    int shardNum = (int) Math.abs((long) c.element().hashCode() % numLogShards);
                    String shard = String.format("shard-%05d-of-%05d", shardNum, numLogShards);
                    c.output(KV.of(shard, c.element()));
                  }
                }))
        .apply(
            name + ".WindowEvents",
            Window.<KV<String, Event>>into(
                    FixedWindows.of(Duration.standardSeconds(configuration.windowSizeSec)))
                .triggering(
                    AfterEach.inOrder(
                        Repeatedly.forever(
                                AfterPane.elementCountAtLeast(configuration.maxLogEvents))
                            .orFinally(AfterWatermark.pastEndOfWindow()),
                        Repeatedly.forever(
                            AfterFirst.of(
                                AfterPane.elementCountAtLeast(configuration.maxLogEvents),
                                AfterProcessingTime.pastFirstElementInPane()
                                    .plusDelayOf(LATE_BATCHING_PERIOD)))))
                .discardingFiredPanes()
                // Use a 1 day allowed lateness so that any forgotten hold will stall the
                // pipeline for that period and be very noticeable.
                .withAllowedLateness(Duration.standardDays(1)))
        .apply(name + ".GroupByKey", GroupByKey.create())
        .apply(
            name + ".CheckForLateEvents",
            ParDo.of(
                new DoFn<KV<String, Iterable<Event>>, KV<String, Iterable<Event>>>() {
                  private final Counter earlyCounter = Metrics.counter(name, "earlyShard");
                  private final Counter onTimeCounter = Metrics.counter(name, "onTimeShard");
                  private final Counter lateCounter = Metrics.counter(name, "lateShard");
                  private final Counter unexpectedLatePaneCounter =
                      Metrics.counter(name, "ERROR_unexpectedLatePane");
                  private final Counter unexpectedOnTimeElementCounter =
                      Metrics.counter(name, "ERROR_unexpectedOnTimeElement");

                  @ProcessElement
                  public void processElement(ProcessContext c, BoundedWindow window) {
                    int numLate = 0;
                    int numOnTime = 0;
                    for (Event event : c.element().getValue()) {
                      if (event.hasAnnotation("LATE")) {
                        numLate++;
                      } else {
                        numOnTime++;
                      }
                    }
                    String shard = c.element().getKey();
                    LOG.info(
                        String.format(
                            "%s with timestamp %s has %d actually late and %d on-time "
                                + "elements in pane %s for window %s",
                            shard,
                            c.timestamp(),
                            numLate,
                            numOnTime,
                            c.pane(),
                            window.maxTimestamp()));
                    if (c.pane().getTiming() == PaneInfo.Timing.LATE) {
                      if (numLate == 0) {
                        LOG.error("ERROR! No late events in late pane for %s", shard);
                        unexpectedLatePaneCounter.inc();
                      }
                      if (numOnTime > 0) {
                        LOG.error(
                            "ERROR! Have %d on-time events in late pane for %s", numOnTime, shard);
                        unexpectedOnTimeElementCounter.inc();
                      }
                      lateCounter.inc();
                    } else if (c.pane().getTiming() == PaneInfo.Timing.EARLY) {
                      if (numOnTime + numLate < configuration.maxLogEvents) {
                        LOG.error(
                            "ERROR! Only have %d events in early pane for %s",
                            numOnTime + numLate, shard);
                      }
                      earlyCounter.inc();
                    } else {
                      onTimeCounter.inc();
                    }
                    c.output(c.element());
                  }
                }))
        .apply(
            name + ".UploadEvents",
            ParDo.of(
                new DoFn<KV<String, Iterable<Event>>, KV<Void, OutputFile>>() {
                  private final Counter savedFileCounter = Metrics.counter(name, "savedFile");
                  private final Counter writtenRecordsCounter =
                      Metrics.counter(name, "writtenRecords");

                  @ProcessElement
                  public void processElement(ProcessContext c, BoundedWindow window)
                      throws IOException {
                    String shard = c.element().getKey();
                    GcsOptions options = c.getPipelineOptions().as(GcsOptions.class);
                    OutputFile outputFile = outputFileFor(window, shard, c.pane());
                    LOG.info(
                        String.format(
                            "Writing %s with record timestamp %s, window timestamp %s, pane %s",
                            shard, c.timestamp(), window.maxTimestamp(), c.pane()));
                    if (outputFile.filename != null) {
                      LOG.info("Beginning write to '%s'", outputFile.filename);
                      int n = 0;
                      try (OutputStream output =
                          Channels.newOutputStream(
                              openWritableGcsFile(options, outputFile.filename))) {
                        for (Event event : c.element().getValue()) {
                          Event.CODER.encode(event, output, Coder.Context.OUTER);
                          writtenRecordsCounter.inc();
                          if (++n % 10000 == 0) {
                            LOG.info("So far written %d records to '%s'", n, outputFile.filename);
                          }
                        }
                      }
                      LOG.info("Written all %d records to '%s'", n, outputFile.filename);
                    }
                    savedFileCounter.inc();
                    c.output(KV.of(null, outputFile));
                  }
                }))
        // Clear fancy triggering from above.
        .apply(
            name + ".WindowLogFiles",
            Window.<KV<Void, OutputFile>>into(
                    FixedWindows.of(Duration.standardSeconds(configuration.windowSizeSec)))
                .triggering(AfterWatermark.pastEndOfWindow())
                // We expect no late data here, but we'll assume the worst so we can detect any.
                .withAllowedLateness(Duration.standardDays(1))
                .discardingFiredPanes())
        // this GroupByKey allows to have one file per window
        .apply(name + ".GroupByKey2", GroupByKey.create())
        .apply(
            name + ".Index",
            ParDo.of(
                new DoFn<KV<Void, Iterable<OutputFile>>, Done>() {
                  private final Counter unexpectedLateCounter =
                      Metrics.counter(name, "ERROR_unexpectedLate");
                  private final Counter unexpectedEarlyCounter =
                      Metrics.counter(name, "ERROR_unexpectedEarly");
                  private final Counter unexpectedIndexCounter =
                      Metrics.counter(name, "ERROR_unexpectedIndex");
                  private final Counter finalizedCounter = Metrics.counter(name, "indexed");

                  @ProcessElement
                  public void processElement(ProcessContext c, BoundedWindow window)
                      throws IOException {
                    if (c.pane().getTiming() == Timing.LATE) {
                      unexpectedLateCounter.inc();
                      LOG.error("ERROR! Unexpected LATE pane: %s", c.pane());
                    } else if (c.pane().getTiming() == Timing.EARLY) {
                      unexpectedEarlyCounter.inc();
                      LOG.error("ERROR! Unexpected EARLY pane: %s", c.pane());
                    } else if (c.pane().getTiming() == Timing.ON_TIME && c.pane().getIndex() != 0) {
                      unexpectedIndexCounter.inc();
                      LOG.error("ERROR! Unexpected ON_TIME pane index: %s", c.pane());
                    } else {
                      GcsOptions options = c.getPipelineOptions().as(GcsOptions.class);
                      LOG.info(
                          "Index with record timestamp %s, window timestamp %s, pane %s",
                          c.timestamp(), window.maxTimestamp(), c.pane());

                      @Nullable String filename = indexPathFor(window);
                      if (filename != null) {
                        LOG.info("Beginning write to '%s'", filename);
                        int n = 0;
                        try (OutputStream output =
                            Channels.newOutputStream(openWritableGcsFile(options, filename))) {
                          for (OutputFile outputFile : c.element().getValue()) {
                            output.write(outputFile.toString().getBytes(StandardCharsets.UTF_8));
                            n++;
                          }
                        }
                        LOG.info("Written all %d lines to '%s'", n, filename);
                      }
                      c.output(new Done("written for timestamp " + window.maxTimestamp()));
                      finalizedCounter.inc();
                    }
                  }
                }));
  }
}
