/**
* 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.hadoop.mapreduce;
import java.io.DataInput;
import java.io.DataOutput;
import java.io.IOException;
import java.util.ArrayList;
import java.util.Date;
import java.util.List;
import java.util.Random;
import java.util.Stack;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.conf.Configured;
import org.apache.hadoop.examples.RandomTextWriter;
import org.apache.hadoop.fs.FileStatus;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.SequenceFile;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.io.Writable;
import org.apache.hadoop.io.WritableComparable;
import org.apache.hadoop.io.WritableUtils;
import org.apache.hadoop.mapred.ClusterStatus;
import org.apache.hadoop.mapred.JobClient;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.input.FileSplit;
import org.apache.hadoop.mapreduce.lib.input.SequenceFileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import org.apache.hadoop.mapreduce.lib.output.NullOutputFormat;
import org.apache.hadoop.util.GenericOptionsParser;
import org.apache.hadoop.util.ReflectionUtils;
import org.apache.hadoop.util.Tool;
import org.apache.hadoop.util.ToolRunner;
public class GenericMRLoadGenerator extends Configured implements Tool {
public static String MAP_PRESERVE_PERCENT =
"mapreduce.loadgen.sort.map.preserve.percent";
public static String REDUCE_PRESERVE_PERCENT =
"mapreduce.loadgen.sort.reduce.preserve.percent";
public static String INDIRECT_INPUT_FORMAT =
"mapreduce.loadgen.indirect.input.format";
public static String INDIRECT_INPUT_FILE =
"mapreduce.loadgen.indirect.input.file";
protected static int printUsage() {
System.err.println(
"Usage: [-m <maps>] [-r <reduces>]\n" +
" [-keepmap <percent>] [-keepred <percent>]\n" +
" [-indir <path>] [-outdir <path]\n" +
" [-inFormat[Indirect] <InputFormat>] [-outFormat <OutputFormat>]\n" +
" [-outKey <WritableComparable>] [-outValue <Writable>]\n");
GenericOptionsParser.printGenericCommandUsage(System.err);
return -1;
}
/**
* Configure a job given argv.
*/
public static boolean parseArgs(String[] argv, Job job) throws IOException {
if (argv.length < 1) {
return 0 == printUsage();
}
for(int i=0; i < argv.length; ++i) {
if (argv.length == i + 1) {
System.out.println("ERROR: Required parameter missing from " +
argv[i]);
return 0 == printUsage();
}
try {
if ("-r".equals(argv[i])) {
job.setNumReduceTasks(Integer.parseInt(argv[++i]));
} else if ("-inFormat".equals(argv[i])) {
job.setInputFormatClass(
Class.forName(argv[++i]).asSubclass(InputFormat.class));
} else if ("-outFormat".equals(argv[i])) {
job.setOutputFormatClass(
Class.forName(argv[++i]).asSubclass(OutputFormat.class));
} else if ("-outKey".equals(argv[i])) {
job.setOutputKeyClass(
Class.forName(argv[++i]).asSubclass(WritableComparable.class));
} else if ("-outValue".equals(argv[i])) {
job.setOutputValueClass(
Class.forName(argv[++i]).asSubclass(Writable.class));
} else if ("-keepmap".equals(argv[i])) {
job.getConfiguration().set(MAP_PRESERVE_PERCENT, argv[++i]);
} else if ("-keepred".equals(argv[i])) {
job.getConfiguration().set(REDUCE_PRESERVE_PERCENT, argv[++i]);
} else if ("-outdir".equals(argv[i])) {
FileOutputFormat.setOutputPath(job, new Path(argv[++i]));
} else if ("-indir".equals(argv[i])) {
FileInputFormat.addInputPaths(job, argv[++i]);
} else if ("-inFormatIndirect".equals(argv[i])) {
job.getConfiguration().setClass(INDIRECT_INPUT_FORMAT,
Class.forName(argv[++i]).asSubclass(InputFormat.class),
InputFormat.class);
job.setInputFormatClass(IndirectInputFormat.class);
} else {
System.out.println("Unexpected argument: " + argv[i]);
return 0 == printUsage();
}
} catch (NumberFormatException except) {
System.out.println("ERROR: Integer expected instead of " + argv[i]);
return 0 == printUsage();
} catch (Exception e) {
throw (IOException)new IOException().initCause(e);
}
}
return true;
}
public int run(String [] argv) throws Exception {
Job job = new Job(getConf());
job.setJarByClass(GenericMRLoadGenerator.class);
job.setMapperClass(SampleMapper.class);
job.setReducerClass(SampleReducer.class);
if (!parseArgs(argv, job)) {
return -1;
}
Configuration conf = job.getConfiguration();
if (null == FileOutputFormat.getOutputPath(job)) {
// No output dir? No writes
job.setOutputFormatClass(NullOutputFormat.class);
}
if (0 == FileInputFormat.getInputPaths(job).length) {
// No input dir? Generate random data
System.err.println("No input path; ignoring InputFormat");
confRandom(job);
} else if (null != conf.getClass(INDIRECT_INPUT_FORMAT, null)) {
// specified IndirectInputFormat? Build src list
JobClient jClient = new JobClient(conf);
Path tmpDir = new Path("/tmp");
Random r = new Random();
Path indirInputFile = new Path(tmpDir,
Integer.toString(r.nextInt(Integer.MAX_VALUE), 36) + "_files");
conf.set(INDIRECT_INPUT_FILE, indirInputFile.toString());
SequenceFile.Writer writer = SequenceFile.createWriter(
tmpDir.getFileSystem(conf), conf, indirInputFile,
LongWritable.class, Text.class,
SequenceFile.CompressionType.NONE);
try {
for (Path p : FileInputFormat.getInputPaths(job)) {
FileSystem fs = p.getFileSystem(conf);
Stack<Path> pathstack = new Stack<Path>();
pathstack.push(p);
while (!pathstack.empty()) {
for (FileStatus stat : fs.listStatus(pathstack.pop())) {
if (stat.isDirectory()) {
if (!stat.getPath().getName().startsWith("_")) {
pathstack.push(stat.getPath());
}
} else {
writer.sync();
writer.append(new LongWritable(stat.getLen()),
new Text(stat.getPath().toUri().toString()));
}
}
}
}
} finally {
writer.close();
}
}
Date startTime = new Date();
System.out.println("Job started: " + startTime);
int ret = job.waitForCompletion(true) ? 0 : 1;
Date endTime = new Date();
System.out.println("Job ended: " + endTime);
System.out.println("The job took " +
(endTime.getTime() - startTime.getTime()) /1000 +
" seconds.");
return ret;
}
/**
* Main driver/hook into ToolRunner.
*/
public static void main(String[] argv) throws Exception {
int res =
ToolRunner.run(new Configuration(), new GenericMRLoadGenerator(), argv);
System.exit(res);
}
static class RandomInputFormat extends InputFormat<Text, Text> {
public List<InputSplit> getSplits(JobContext job) {
int numSplits = job.getConfiguration().getInt(MRJobConfig.NUM_MAPS, 1);
List<InputSplit> splits = new ArrayList<InputSplit>();
for (int i = 0; i < numSplits; ++i) {
splits.add(new IndirectInputFormat.IndirectSplit(
new Path("ignore" + i), 1));
}
return splits;
}
public RecordReader<Text,Text> createRecordReader(InputSplit split,
TaskAttemptContext context) throws IOException {
final IndirectInputFormat.IndirectSplit clSplit =
(IndirectInputFormat.IndirectSplit)split;
return new RecordReader<Text,Text>() {
boolean once = true;
Text key = new Text();
Text value = new Text();
public boolean nextKeyValue() {
if (once) {
key.set(clSplit.getPath().toString());
once = false;
return true;
}
return false;
}
public void initialize(InputSplit split, TaskAttemptContext context)
throws IOException, InterruptedException {}
public Text getCurrentKey() { return key; }
public Text getCurrentValue() { return value; }
public void close() { }
public float getProgress() { return 0.0f; }
};
}
}
static enum Counters { RECORDS_WRITTEN, BYTES_WRITTEN }
static class RandomMapOutput extends Mapper<Text,Text,Text,Text> {
StringBuilder sentence = new StringBuilder();
int keymin;
int keymax;
int valmin;
int valmax;
long bytesToWrite;
Random r = new Random();
private int generateSentence(Text t, int noWords) {
sentence.setLength(0);
--noWords;
for (int i = 0; i < noWords; ++i) {
sentence.append(words[r.nextInt(words.length)]);
sentence.append(" ");
}
if (noWords >= 0) sentence.append(words[r.nextInt(words.length)]);
t.set(sentence.toString());
return sentence.length();
}
public void setup(Context context) {
Configuration conf = new Configuration();
bytesToWrite = conf.getLong(RandomTextWriter.BYTES_PER_MAP,
1*1024*1024*1024);
keymin = conf.getInt(RandomTextWriter.MIN_KEY, 5);
keymax = conf.getInt(RandomTextWriter.MAX_KEY, 10);
valmin = conf.getInt(RandomTextWriter.MIN_VALUE, 5);
valmax = conf.getInt(RandomTextWriter.MAX_VALUE, 10);
}
public void map(Text key, Text val, Context context)
throws IOException, InterruptedException {
long acc = 0L;
long recs = 0;
final int keydiff = keymax - keymin;
final int valdiff = valmax - valmin;
for (long i = 0L; acc < bytesToWrite; ++i) {
int recacc = 0;
recacc += generateSentence(key, keymin +
(0 == keydiff ? 0 : r.nextInt(keydiff)));
recacc += generateSentence(val, valmin +
(0 == valdiff ? 0 : r.nextInt(valdiff)));
context.write(key, val);
++recs;
acc += recacc;
context.getCounter(Counters.BYTES_WRITTEN).increment(recacc);
context.getCounter(Counters.RECORDS_WRITTEN).increment(1);
context.setStatus(acc + "/" + (bytesToWrite - acc) + " bytes");
}
context.setStatus("Wrote " + recs + " records");
}
}
/**
* When no input dir is specified, generate random data.
*/
protected static void confRandom(Job job)
throws IOException {
// from RandomWriter
job.setInputFormatClass(RandomInputFormat.class);
job.setMapperClass(RandomMapOutput.class);
Configuration conf = job.getConfiguration();
final ClusterStatus cluster = new JobClient(conf).getClusterStatus();
int numMapsPerHost = conf.getInt(RandomTextWriter.MAPS_PER_HOST, 10);
long numBytesToWritePerMap =
conf.getLong(RandomTextWriter.BYTES_PER_MAP, 1*1024*1024*1024);
if (numBytesToWritePerMap == 0) {
throw new IOException(
"Cannot have " + RandomTextWriter.BYTES_PER_MAP + " set to 0");
}
long totalBytesToWrite = conf.getLong(RandomTextWriter.TOTAL_BYTES,
numMapsPerHost * numBytesToWritePerMap * cluster.getTaskTrackers());
int numMaps = (int)(totalBytesToWrite / numBytesToWritePerMap);
if (numMaps == 0 && totalBytesToWrite > 0) {
numMaps = 1;
conf.setLong(RandomTextWriter.BYTES_PER_MAP, totalBytesToWrite);
}
conf.setInt(MRJobConfig.NUM_MAPS, numMaps);
}
// Sampling //
static abstract class SampleMapBase<K extends WritableComparable<?>,
V extends Writable> extends Mapper<K, V, K, V> {
private long total;
private long kept = 0;
private float keep;
public void setup(Context context) {
this.keep = context.getConfiguration().
getFloat(MAP_PRESERVE_PERCENT, (float)100.0) / (float)100.0;
}
protected void emit(K key, V val, Context context)
throws IOException, InterruptedException {
++total;
while((float) kept / total < keep) {
++kept;
context.write(key, val);
}
}
}
static abstract class SampleReduceBase<K extends WritableComparable<?>,
V extends Writable> extends Reducer<K, V, K, V> {
private long total;
private long kept = 0;
private float keep;
public void setup(Context context) {
this.keep = context.getConfiguration().getFloat(
REDUCE_PRESERVE_PERCENT, (float)100.0) / (float)100.0;
}
protected void emit(K key, V val, Context context)
throws IOException, InterruptedException {
++total;
while((float) kept / total < keep) {
++kept;
context.write(key, val);
}
}
}
public static class SampleMapper<K extends WritableComparable<?>,
V extends Writable>
extends SampleMapBase<K,V> {
public void map(K key, V val, Context context)
throws IOException, InterruptedException {
emit(key, val, context);
}
}
public static class SampleReducer<K extends WritableComparable<?>,
V extends Writable>
extends SampleReduceBase<K,V> {
public void reduce(K key, Iterable<V> values, Context context)
throws IOException, InterruptedException {
for (V value : values) {
emit(key, value, context);
}
}
}
// Indirect reads //
/**
* Obscures the InputFormat and location information to simulate maps
* reading input from arbitrary locations ("indirect" reads).
*/
static class IndirectInputFormat<K, V> extends InputFormat<K, V> {
static class IndirectSplit extends InputSplit {
Path file;
long len;
public IndirectSplit() { }
public IndirectSplit(Path file, long len) {
this.file = file;
this.len = len;
}
public Path getPath() { return file; }
public long getLength() { return len; }
public String[] getLocations() throws IOException {
return new String[]{};
}
public void write(DataOutput out) throws IOException {
WritableUtils.writeString(out, file.toString());
WritableUtils.writeVLong(out, len);
}
public void readFields(DataInput in) throws IOException {
file = new Path(WritableUtils.readString(in));
len = WritableUtils.readVLong(in);
}
}
public List<InputSplit> getSplits(JobContext job)
throws IOException {
Configuration conf = job.getConfiguration();
Path src = new Path(conf.get(INDIRECT_INPUT_FILE, null));
FileSystem fs = src.getFileSystem(conf);
List<InputSplit> splits = new ArrayList<InputSplit>();
LongWritable key = new LongWritable();
Text value = new Text();
for (SequenceFile.Reader sl = new SequenceFile.Reader(fs, src, conf);
sl.next(key, value);) {
splits.add(new IndirectSplit(new Path(value.toString()), key.get()));
}
return splits;
}
@SuppressWarnings("unchecked")
public RecordReader<K, V> createRecordReader(InputSplit split,
TaskAttemptContext context) throws IOException, InterruptedException {
Configuration conf = context.getConfiguration();
InputFormat<K, V> indirIF = (InputFormat)ReflectionUtils.newInstance(
conf.getClass(INDIRECT_INPUT_FORMAT,
SequenceFileInputFormat.class), conf);
IndirectSplit is = ((IndirectSplit)split);
return indirIF.createRecordReader(new FileSplit(is.getPath(), 0,
is.getLength(), (String[])null), context);
}
}
/**
* A random list of 1000 words from /usr/share/dict/words
*/
private static final String[] words = {
"diurnalness", "Homoiousian", "spiranthic", "tetragynian",
"silverhead", "ungreat", "lithograph", "exploiter",
"physiologian", "by", "hellbender", "Filipendula",
"undeterring", "antiscolic", "pentagamist", "hypoid",
"cacuminal", "sertularian", "schoolmasterism", "nonuple",
"gallybeggar", "phytonic", "swearingly", "nebular",
"Confervales", "thermochemically", "characinoid", "cocksuredom",
"fallacious", "feasibleness", "debromination", "playfellowship",
"tramplike", "testa", "participatingly", "unaccessible",
"bromate", "experientialist", "roughcast", "docimastical",
"choralcelo", "blightbird", "peptonate", "sombreroed",
"unschematized", "antiabolitionist", "besagne", "mastication",
"bromic", "sviatonosite", "cattimandoo", "metaphrastical",
"endotheliomyoma", "hysterolysis", "unfulminated", "Hester",
"oblongly", "blurredness", "authorling", "chasmy",
"Scorpaenidae", "toxihaemia", "Dictograph", "Quakerishly",
"deaf", "timbermonger", "strammel", "Thraupidae",
"seditious", "plerome", "Arneb", "eristically",
"serpentinic", "glaumrie", "socioromantic", "apocalypst",
"tartrous", "Bassaris", "angiolymphoma", "horsefly",
"kenno", "astronomize", "euphemious", "arsenide",
"untongued", "parabolicness", "uvanite", "helpless",
"gemmeous", "stormy", "templar", "erythrodextrin",
"comism", "interfraternal", "preparative", "parastas",
"frontoorbital", "Ophiosaurus", "diopside", "serosanguineous",
"ununiformly", "karyological", "collegian", "allotropic",
"depravity", "amylogenesis", "reformatory", "epidymides",
"pleurotropous", "trillium", "dastardliness", "coadvice",
"embryotic", "benthonic", "pomiferous", "figureheadship",
"Megaluridae", "Harpa", "frenal", "commotion",
"abthainry", "cobeliever", "manilla", "spiciferous",
"nativeness", "obispo", "monilioid", "biopsic",
"valvula", "enterostomy", "planosubulate", "pterostigma",
"lifter", "triradiated", "venialness", "tum",
"archistome", "tautness", "unswanlike", "antivenin",
"Lentibulariaceae", "Triphora", "angiopathy", "anta",
"Dawsonia", "becomma", "Yannigan", "winterproof",
"antalgol", "harr", "underogating", "ineunt",
"cornberry", "flippantness", "scyphostoma", "approbation",
"Ghent", "Macraucheniidae", "scabbiness", "unanatomized",
"photoelasticity", "eurythermal", "enation", "prepavement",
"flushgate", "subsequentially", "Edo", "antihero",
"Isokontae", "unforkedness", "porriginous", "daytime",
"nonexecutive", "trisilicic", "morphiomania", "paranephros",
"botchedly", "impugnation", "Dodecatheon", "obolus",
"unburnt", "provedore", "Aktistetae", "superindifference",
"Alethea", "Joachimite", "cyanophilous", "chorograph",
"brooky", "figured", "periclitation", "quintette",
"hondo", "ornithodelphous", "unefficient", "pondside",
"bogydom", "laurinoxylon", "Shiah", "unharmed",
"cartful", "noncrystallized", "abusiveness", "cromlech",
"japanned", "rizzomed", "underskin", "adscendent",
"allectory", "gelatinousness", "volcano", "uncompromisingly",
"cubit", "idiotize", "unfurbelowed", "undinted",
"magnetooptics", "Savitar", "diwata", "ramosopalmate",
"Pishquow", "tomorn", "apopenptic", "Haversian",
"Hysterocarpus", "ten", "outhue", "Bertat",
"mechanist", "asparaginic", "velaric", "tonsure",
"bubble", "Pyrales", "regardful", "glyphography",
"calabazilla", "shellworker", "stradametrical", "havoc",
"theologicopolitical", "sawdust", "diatomaceous", "jajman",
"temporomastoid", "Serrifera", "Ochnaceae", "aspersor",
"trailmaking", "Bishareen", "digitule", "octogynous",
"epididymitis", "smokefarthings", "bacillite", "overcrown",
"mangonism", "sirrah", "undecorated", "psychofugal",
"bismuthiferous", "rechar", "Lemuridae", "frameable",
"thiodiazole", "Scanic", "sportswomanship", "interruptedness",
"admissory", "osteopaedion", "tingly", "tomorrowness",
"ethnocracy", "trabecular", "vitally", "fossilism",
"adz", "metopon", "prefatorial", "expiscate",
"diathermacy", "chronist", "nigh", "generalizable",
"hysterogen", "aurothiosulphuric", "whitlowwort", "downthrust",
"Protestantize", "monander", "Itea", "chronographic",
"silicize", "Dunlop", "eer", "componental",
"spot", "pamphlet", "antineuritic", "paradisean",
"interruptor", "debellator", "overcultured", "Florissant",
"hyocholic", "pneumatotherapy", "tailoress", "rave",
"unpeople", "Sebastian", "thermanesthesia", "Coniferae",
"swacking", "posterishness", "ethmopalatal", "whittle",
"analgize", "scabbardless", "naught", "symbiogenetically",
"trip", "parodist", "columniform", "trunnel",
"yawler", "goodwill", "pseudohalogen", "swangy",
"cervisial", "mediateness", "genii", "imprescribable",
"pony", "consumptional", "carposporangial", "poleax",
"bestill", "subfebrile", "sapphiric", "arrowworm",
"qualminess", "ultraobscure", "thorite", "Fouquieria",
"Bermudian", "prescriber", "elemicin", "warlike",
"semiangle", "rotular", "misthread", "returnability",
"seraphism", "precostal", "quarried", "Babylonism",
"sangaree", "seelful", "placatory", "pachydermous",
"bozal", "galbulus", "spermaphyte", "cumbrousness",
"pope", "signifier", "Endomycetaceae", "shallowish",
"sequacity", "periarthritis", "bathysphere", "pentosuria",
"Dadaism", "spookdom", "Consolamentum", "afterpressure",
"mutter", "louse", "ovoviviparous", "corbel",
"metastoma", "biventer", "Hydrangea", "hogmace",
"seizing", "nonsuppressed", "oratorize", "uncarefully",
"benzothiofuran", "penult", "balanocele", "macropterous",
"dishpan", "marten", "absvolt", "jirble",
"parmelioid", "airfreighter", "acocotl", "archesporial",
"hypoplastral", "preoral", "quailberry", "cinque",
"terrestrially", "stroking", "limpet", "moodishness",
"canicule", "archididascalian", "pompiloid", "overstaid",
"introducer", "Italical", "Christianopaganism", "prescriptible",
"subofficer", "danseuse", "cloy", "saguran",
"frictionlessly", "deindividualization", "Bulanda", "ventricous",
"subfoliar", "basto", "scapuloradial", "suspend",
"stiffish", "Sphenodontidae", "eternal", "verbid",
"mammonish", "upcushion", "barkometer", "concretion",
"preagitate", "incomprehensible", "tristich", "visceral",
"hemimelus", "patroller", "stentorophonic", "pinulus",
"kerykeion", "brutism", "monstership", "merciful",
"overinstruct", "defensibly", "bettermost", "splenauxe",
"Mormyrus", "unreprimanded", "taver", "ell",
"proacquittal", "infestation", "overwoven", "Lincolnlike",
"chacona", "Tamil", "classificational", "lebensraum",
"reeveland", "intuition", "Whilkut", "focaloid",
"Eleusinian", "micromembrane", "byroad", "nonrepetition",
"bacterioblast", "brag", "ribaldrous", "phytoma",
"counteralliance", "pelvimetry", "pelf", "relaster",
"thermoresistant", "aneurism", "molossic", "euphonym",
"upswell", "ladhood", "phallaceous", "inertly",
"gunshop", "stereotypography", "laryngic", "refasten",
"twinling", "oflete", "hepatorrhaphy", "electrotechnics",
"cockal", "guitarist", "topsail", "Cimmerianism",
"larklike", "Llandovery", "pyrocatechol", "immatchable",
"chooser", "metrocratic", "craglike", "quadrennial",
"nonpoisonous", "undercolored", "knob", "ultratense",
"balladmonger", "slait", "sialadenitis", "bucketer",
"magnificently", "unstipulated", "unscourged", "unsupercilious",
"packsack", "pansophism", "soorkee", "percent",
"subirrigate", "champer", "metapolitics", "spherulitic",
"involatile", "metaphonical", "stachyuraceous", "speckedness",
"bespin", "proboscidiform", "gul", "squit",
"yeelaman", "peristeropode", "opacousness", "shibuichi",
"retinize", "yote", "misexposition", "devilwise",
"pumpkinification", "vinny", "bonze", "glossing",
"decardinalize", "transcortical", "serphoid", "deepmost",
"guanajuatite", "wemless", "arval", "lammy",
"Effie", "Saponaria", "tetrahedral", "prolificy",
"excerpt", "dunkadoo", "Spencerism", "insatiately",
"Gilaki", "oratorship", "arduousness", "unbashfulness",
"Pithecolobium", "unisexuality", "veterinarian", "detractive",
"liquidity", "acidophile", "proauction", "sural",
"totaquina", "Vichyite", "uninhabitedness", "allegedly",
"Gothish", "manny", "Inger", "flutist",
"ticktick", "Ludgatian", "homotransplant", "orthopedical",
"diminutively", "monogoneutic", "Kenipsim", "sarcologist",
"drome", "stronghearted", "Fameuse", "Swaziland",
"alen", "chilblain", "beatable", "agglomeratic",
"constitutor", "tendomucoid", "porencephalous", "arteriasis",
"boser", "tantivy", "rede", "lineamental",
"uncontradictableness", "homeotypical", "masa", "folious",
"dosseret", "neurodegenerative", "subtransverse", "Chiasmodontidae",
"palaeotheriodont", "unstressedly", "chalcites", "piquantness",
"lampyrine", "Aplacentalia", "projecting", "elastivity",
"isopelletierin", "bladderwort", "strander", "almud",
"iniquitously", "theologal", "bugre", "chargeably",
"imperceptivity", "meriquinoidal", "mesophyte", "divinator",
"perfunctory", "counterappellant", "synovial", "charioteer",
"crystallographical", "comprovincial", "infrastapedial", "pleasurehood",
"inventurous", "ultrasystematic", "subangulated", "supraoesophageal",
"Vaishnavism", "transude", "chrysochrous", "ungrave",
"reconciliable", "uninterpleaded", "erlking", "wherefrom",
"aprosopia", "antiadiaphorist", "metoxazine", "incalculable",
"umbellic", "predebit", "foursquare", "unimmortal",
"nonmanufacture", "slangy", "predisputant", "familist",
"preaffiliate", "friarhood", "corelysis", "zoonitic",
"halloo", "paunchy", "neuromimesis", "aconitine",
"hackneyed", "unfeeble", "cubby", "autoschediastical",
"naprapath", "lyrebird", "inexistency", "leucophoenicite",
"ferrogoslarite", "reperuse", "uncombable", "tambo",
"propodiale", "diplomatize", "Russifier", "clanned",
"corona", "michigan", "nonutilitarian", "transcorporeal",
"bought", "Cercosporella", "stapedius", "glandularly",
"pictorially", "weism", "disilane", "rainproof",
"Caphtor", "scrubbed", "oinomancy", "pseudoxanthine",
"nonlustrous", "redesertion", "Oryzorictinae", "gala",
"Mycogone", "reappreciate", "cyanoguanidine", "seeingness",
"breadwinner", "noreast", "furacious", "epauliere",
"omniscribent", "Passiflorales", "uninductive", "inductivity",
"Orbitolina", "Semecarpus", "migrainoid", "steprelationship",
"phlogisticate", "mesymnion", "sloped", "edificator",
"beneficent", "culm", "paleornithology", "unurban",
"throbless", "amplexifoliate", "sesquiquintile", "sapience",
"astucious", "dithery", "boor", "ambitus",
"scotching", "uloid", "uncompromisingness", "hoove",
"waird", "marshiness", "Jerusalem", "mericarp",
"unevoked", "benzoperoxide", "outguess", "pyxie",
"hymnic", "euphemize", "mendacity", "erythremia",
"rosaniline", "unchatteled", "lienteria", "Bushongo",
"dialoguer", "unrepealably", "rivethead", "antideflation",
"vinegarish", "manganosiderite", "doubtingness", "ovopyriform",
"Cephalodiscus", "Muscicapa", "Animalivora", "angina",
"planispheric", "ipomoein", "cuproiodargyrite", "sandbox",
"scrat", "Munnopsidae", "shola", "pentafid",
"overstudiousness", "times", "nonprofession", "appetible",
"valvulotomy", "goladar", "uniarticular", "oxyterpene",
"unlapsing", "omega", "trophonema", "seminonflammable",
"circumzenithal", "starer", "depthwise", "liberatress",
"unleavened", "unrevolting", "groundneedle", "topline",
"wandoo", "umangite", "ordinant", "unachievable",
"oversand", "snare", "avengeful", "unexplicit",
"mustafina", "sonable", "rehabilitative", "eulogization",
"papery", "technopsychology", "impressor", "cresylite",
"entame", "transudatory", "scotale", "pachydermatoid",
"imaginary", "yeat", "slipped", "stewardship",
"adatom", "cockstone", "skyshine", "heavenful",
"comparability", "exprobratory", "dermorhynchous", "parquet",
"cretaceous", "vesperal", "raphis", "undangered",
"Glecoma", "engrain", "counteractively", "Zuludom",
"orchiocatabasis", "Auriculariales", "warriorwise", "extraorganismal",
"overbuilt", "alveolite", "tetchy", "terrificness",
"widdle", "unpremonished", "rebilling", "sequestrum",
"equiconvex", "heliocentricism", "catabaptist", "okonite",
"propheticism", "helminthagogic", "calycular", "giantly",
"wingable", "golem", "unprovided", "commandingness",
"greave", "haply", "doina", "depressingly",
"subdentate", "impairment", "decidable", "neurotrophic",
"unpredict", "bicorporeal", "pendulant", "flatman",
"intrabred", "toplike", "Prosobranchiata", "farrantly",
"toxoplasmosis", "gorilloid", "dipsomaniacal", "aquiline",
"atlantite", "ascitic", "perculsive", "prospectiveness",
"saponaceous", "centrifugalization", "dinical", "infravaginal",
"beadroll", "affaite", "Helvidian", "tickleproof",
"abstractionism", "enhedge", "outwealth", "overcontribute",
"coldfinch", "gymnastic", "Pincian", "Munychian",
"codisjunct", "quad", "coracomandibular", "phoenicochroite",
"amender", "selectivity", "putative", "semantician",
"lophotrichic", "Spatangoidea", "saccharogenic", "inferent",
"Triconodonta", "arrendation", "sheepskin", "taurocolla",
"bunghole", "Machiavel", "triakistetrahedral", "dehairer",
"prezygapophysial", "cylindric", "pneumonalgia", "sleigher",
"emir", "Socraticism", "licitness", "massedly",
"instructiveness", "sturdied", "redecrease", "starosta",
"evictor", "orgiastic", "squdge", "meloplasty",
"Tsonecan", "repealableness", "swoony", "myesthesia",
"molecule", "autobiographist", "reciprocation", "refective",
"unobservantness", "tricae", "ungouged", "floatability",
"Mesua", "fetlocked", "chordacentrum", "sedentariness",
"various", "laubanite", "nectopod", "zenick",
"sequentially", "analgic", "biodynamics", "posttraumatic",
"nummi", "pyroacetic", "bot", "redescend",
"dispermy", "undiffusive", "circular", "trillion",
"Uraniidae", "ploration", "discipular", "potentness",
"sud", "Hu", "Eryon", "plugger",
"subdrainage", "jharal", "abscission", "supermarket",
"countergabion", "glacierist", "lithotresis", "minniebush",
"zanyism", "eucalypteol", "sterilely", "unrealize",
"unpatched", "hypochondriacism", "critically", "cheesecutter",
};
}