Files
lm-dataset-preparer/src/main/java/de/extio/lmdatasetprep/preparer/Utils.java
2024-11-01 15:48:28 +01:00

191 lines
5.3 KiB
Java

package de.extio.lmdatasetprep.preparer;
import java.io.IOException;
import java.nio.file.Files;
import java.nio.file.Path;
import java.nio.file.Paths;
import java.util.ArrayList;
import java.util.Collections;
import java.util.List;
import java.util.concurrent.BlockingQueue;
import java.util.concurrent.LinkedBlockingQueue;
import java.util.concurrent.TimeUnit;
import java.util.concurrent.atomic.AtomicBoolean;
import java.util.function.Function;
import java.util.stream.Stream;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
public class Utils {
private static final List<String> PARAGRAPH_DELIMITERS = List.of("\n\n", "\n", ".", "!", "?");
private static final Logger LOGGER = LoggerFactory.getLogger(Utils.class);
static String normalizeText(final String text) {
String result = text;
// Remove excessive newlines, spaces and tabs
int cnt = 0;
do {
cnt = result.length();
result = result.replace("\r", "\n");
result = result.replace("\n\n\n", "\n\n");
result = result.replace("\t", "");
result = result.replace(" ", " ");
result = result.replace(" .", ".");
result = result.replace(". ", ". ");
result = result.replace("\n.", ".");
result = result.replace(" !", "!");
result = result.replace("! ", "! ");
result = result.replace("\n!", "!");
result = result.replace(" ?", "?");
result = result.replace("? ", "? ");
result = result.replace("\n?", "?");
result = result.replace(" \n", "\n");
} while (result.length() != cnt);
// Remove newlines mid of the sentence
final StringBuilder sb = new StringBuilder(result);
for (int i = 1; i < sb.length(); i++) {
final char c = sb.charAt(i);
if (c == '\n' && sb.charAt(i - 1) != '.' && sb.charAt(i - 1) != '?' && sb.charAt(i - 1) != '!' && sb.charAt(i - 1) != '\n') {
sb.setCharAt(i, ' ');
}
}
result = sb.toString();
LOGGER.info("Normalizer stats: Before: {} After {}", text.length(), result.length());
return result;
}
static List<String> splitParagraphs(final String text, final int chunks_norm, final int chunks_var, final boolean slidingWindows) {
final int CHUNKS_MIN = chunks_norm - chunks_var;
final int CHUNKS_MAX = chunks_norm + chunks_var;
if (text.length() <= CHUNKS_MAX) {
return Collections.singletonList(text);
}
final List<String> splits = new ArrayList<>();
int pos = 0;
do {
int next = -1;
int delLength = 1;
if (text.length() - pos > CHUNKS_MAX) {
for (final String delimiter : PARAGRAPH_DELIMITERS) {
final int o = text.indexOf(delimiter, pos + CHUNKS_MIN);
if (o > -1 && o <= pos + CHUNKS_MAX) {
next = o;
delLength = delimiter.length();
break;
}
}
}
if (next == -1) {
next = Math.min(pos + CHUNKS_MAX, text.length());
}
if (slidingWindows && pos > chunks_var) {
for (final String delimiter : PARAGRAPH_DELIMITERS) {
final int o = text.indexOf(delimiter, pos - chunks_var);
if (o > -1 && o < pos - (PARAGRAPH_DELIMITERS.size() * 2)) {
pos = o + delimiter.length();
break;
}
}
}
String split = text.substring(pos, next).trim();
if (!split.endsWith(".") && !split.endsWith("!") && !split.endsWith("?")) {
split = split + ".";
}
splits.add(split);
pos = next + delLength;
} while (pos < text.length());
LOGGER.info("Created {} splits", splits.size());
return splits;
}
static void transformDirectory(final String path, final Function<Path, List<Runnable>> createTasks) {
final int EXECUTORS = 4;
try (Stream<Path> stream = Files.list(Paths.get(path))) {
final AtomicBoolean finished = new AtomicBoolean(false);
final BlockingQueue<Runnable> tasks = new LinkedBlockingQueue<>(EXECUTORS * 2);
final List<Thread> threads = new ArrayList<>(EXECUTORS);
for (int i = 0; i < EXECUTORS; i++) {
final Thread executor = new Thread(() -> {
while (!Thread.interrupted() && !finished.get()) {
try {
final Runnable task = tasks.poll(1, TimeUnit.SECONDS);
if (task != null) {
task.run();
}
}
catch (final InterruptedException e) {
break;
}
}
});
executor.setName("Executor " + i);
executor.start();
threads.add(executor);
}
stream
.filter(p -> Files.isRegularFile(p))
.forEach(p -> {
for (final Runnable r : createTasks.apply(p)) {
try {
tasks.put(r);
}
catch (final InterruptedException e) {
throw new RuntimeException("Interrupted", e);
}
}
});
while (!tasks.isEmpty()) {
Thread.sleep(1);
}
finished.set(true);
for (int i = 0; i < EXECUTORS; i++) {
threads.get(i).join();
}
}
catch (final IOException | InterruptedException e) {
LOGGER.error("Error", e);
}
}
static Path suffixFilename(final Path f, final String... suffixes) {
final StringBuilder sb = new StringBuilder();
for (final String suffix : suffixes) {
if (suffix.charAt(0) != '.') {
sb.append('_');
sb.append(suffix);
}
}
final String[] parts = f.getFileName().toString().split("[.]");
String last;
if (suffixes[suffixes.length - 1].charAt(0) == '.') {
last = suffixes[suffixes.length - 1];
}
else {
last = "." + parts[1];
}
return f.getParent().resolve(parts[0] + sb.toString() + last);
}
}