diff --git a/libraries/fileprocessing/src/main/kotlin/de/itkl/processing/ParallelFlowProcessor.kt b/libraries/fileprocessing/src/main/kotlin/de/itkl/processing/ParallelFlowProcessor.kt
index 0564950..0318753 100644
--- a/libraries/fileprocessing/src/main/kotlin/de/itkl/processing/ParallelFlowProcessor.kt
+++ b/libraries/fileprocessing/src/main/kotlin/de/itkl/processing/ParallelFlowProcessor.kt
@@ -1,25 +1,31 @@
 package de.itkl.processing
 
-import kotlinx.coroutines.async
-import kotlinx.coroutines.channels.Channel
-import kotlinx.coroutines.channels.consumeEach
-import kotlinx.coroutines.coroutineScope
-import kotlinx.coroutines.flow.*
-import kotlinx.coroutines.launch
-import kotlinx.coroutines.sync.Semaphore
-import kotlinx.coroutines.sync.withPermit
-import kotlin.coroutines.coroutineContext
+import kotlinx.coroutines.Dispatchers
+import kotlinx.coroutines.flow.Flow
+import kotlinx.coroutines.flow.flow
+import kotlinx.coroutines.flow.map
+import kotlinx.coroutines.flow.toList
+import kotlinx.coroutines.withContext
+import java.util.concurrent.Executors
+import java.util.concurrent.TimeUnit
 
+
+@Suppress("UNCHECKED_CAST")
 class ParallelFlowProcessor<T,U>(
-    private val mapperFn: (T) -> U,
-    private val concurrencyLimit: Int) {
-    suspend fun process(flow: Flow<T>): Flow<U> = coroutineScope {
-        val gate = Semaphore(concurrencyLimit)
-        flow.map { item ->
-            async {
-                gate.withPermit { mapperFn(item) }
+    private val mapperFn: (T) -> U) {
+    companion object {
+        private val workers = Executors.newWorkStealingPool(16)
+    }
+
+    suspend fun process(flow: Flow<T>): Flow<U> {
+        return flow {
+            flow.map { kotlinx.coroutines.Runnable { mapperFn(it) } }
+                .map { job -> workers.submit(job)}
+                .toList()
+                .forEach { future -> emit(future.get() as U) }
+            withContext(Dispatchers.IO) {
+                workers.awaitTermination(10000, TimeUnit.DAYS)
             }
         }
-            .map { it.await() }
     }
 }
\ No newline at end of file
diff --git a/libraries/textprocessing/src/main/kotlin/de/itkl/textprocessing/BagOfWords.kt b/libraries/textprocessing/src/main/kotlin/de/itkl/textprocessing/BagOfWords.kt
index 8998e9e..37022de 100644
--- a/libraries/textprocessing/src/main/kotlin/de/itkl/textprocessing/BagOfWords.kt
+++ b/libraries/textprocessing/src/main/kotlin/de/itkl/textprocessing/BagOfWords.kt
@@ -6,7 +6,7 @@ import kotlinx.coroutines.flow.toSet
 class BagOfWords(private val data: MutableSet<String> = mutableSetOf()) : Iterable<String> {
 
     companion object {
-        suspend fun from(flow: Flow<String>): BagOfWords {
+        fun from(flow: Sequence<String>): BagOfWords {
             return BagOfWords(flow.toSet().toMutableSet())
         }
     }
diff --git a/libraries/textprocessing/src/main/kotlin/de/itkl/textprocessing/Tokenizer.kt b/libraries/textprocessing/src/main/kotlin/de/itkl/textprocessing/Tokenizer.kt
index c7aa1c5..bd609cc 100644
--- a/libraries/textprocessing/src/main/kotlin/de/itkl/textprocessing/Tokenizer.kt
+++ b/libraries/textprocessing/src/main/kotlin/de/itkl/textprocessing/Tokenizer.kt
@@ -9,36 +9,23 @@ import org.apache.lucene.util.AttributeFactory
 import java.io.StringReader
 
 
-class Tokenizer : AutoCloseable{
+class Tokenizer {
 
     private val tokenizer by lazy {
         val factory = AttributeFactory.DEFAULT_ATTRIBUTE_FACTORY
         val tokenizer = StandardTokenizer(factory)
         tokenizer
-//        val reader = ProgressInputStream(file.inputStream(), progressOp)
-//        tokenizer.setReader(InputStreamReader(reader))
-//        tokenizer.reset()
-//        val attr = tokenizer.addAttribute(CharTermAttribute::class.java)
-//        return flow {
-//            while (kotlin.runCatching {  tokenizer.incrementToken() }.getOrElse { true } ) {
-//                emit(attr.toString())
-//            }
-//        }.onCompletion {
-//            tokenizer.close()
-//        }
     }
-    fun tokenize(input: String): Flow<String> {
+    fun tokenize(input: String): Sequence<String> {
         val reader = StringReader(input)
         tokenizer.setReader(reader)
         tokenizer.reset()
         val attr = tokenizer.addAttribute(CharTermAttribute::class.java)
-        return flow {
+        return sequence {
             while (kotlin.runCatching { tokenizer.incrementToken() }.getOrElse { true }) {
-                emit(attr.toString())
+                yield(attr.toString())
             }
-        }.onCompletion { tokenizer.close() }
-    }
-    override fun close() {
-        tokenizer.close()
+            tokenizer.close()
+        }
     }
 }
\ No newline at end of file
diff --git a/libraries/tfidf/src/main/kotlin/de/itkl/tfidf/Idf.kt b/libraries/tfidf/src/main/kotlin/de/itkl/tfidf/Idf.kt
index 1d358be..65a616f 100644
--- a/libraries/tfidf/src/main/kotlin/de/itkl/tfidf/Idf.kt
+++ b/libraries/tfidf/src/main/kotlin/de/itkl/tfidf/Idf.kt
@@ -2,6 +2,7 @@ package de.itkl.tfidf
 
 import de.itkl.fileprocessing.FileProcessor
 import de.itkl.fileprocessing.Resource
+import de.itkl.processing.ParallelFlowProcessor
 import de.itkl.textprocessing.*
 import io.github.oshai.kotlinlogging.KotlinLogging
 import kotlinx.coroutines.flow.map
@@ -22,16 +23,20 @@ class Idf : FileProcessor {
         Log.info { "Would produce: ${willProduce(resource.path)}" }
         val resultFile = willProduce(resource.path).toFile()
         val textFile = TextFile(resource.toFile())
-        val bagOfWords = textFile.splitByEmptyLines {  }
-            .take(10)
-            .map { document ->
+        val documents = textFile.splitByEmptyLines {  }
+        val bagOfWords = ParallelFlowProcessor<List<String>, BagOfWords>(
+            mapperFn = { document ->
                 val tokenizer = Tokenizer()
-                document.map { line ->
+                val bagOfWords = document.map { line ->
                     val tokens = tokenizer.tokenize(line)
                     BagOfWords.from(tokens)
                 }
                     .reduce { acc, bagOfWords ->  acc.join(bagOfWords) }
+                bagOfWords
             }
+        ).process(documents)
+
+
         val histogram = Histogram.fromBagOfWords(bagOfWords)
         HistogramCsvStorage().save(histogram, resultFile)
         return resultFile